Financial literacy among young college students: Advancements and future directions 

preprint OA: closed
Full text JSON View at publisher
Full text 163,053 characters · extracted from preprint-html · click to expand
Financial literacy among young college students:... | F1000Research "use strict";function _typeof(t){return(_typeof="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}!function(){var t=function(){var t,e,o=[],n=window,r=n;for(;r;){try{if(r.frames.__tcfapiLocator){t=r;break}}catch(t){}if(r===n.top)break;r=r.parent}t||(!function t(){var e=n.document,o=!!n.frames.__tcfapiLocator;if(!o)if(e.body){var r=e.createElement("iframe");r.style.cssText="display:none",r.name="__tcfapiLocator",e.body.appendChild(r)}else setTimeout(t,5);return!o}(),n.__tcfapi=function(){for(var t=arguments.length,n=new Array(t),r=0;r 3&&2===parseInt(n[1],10)&&"boolean"==typeof n[3]&&(e=n[3],"function"==typeof n[2]&&n[2]("set",!0)):"ping"===n[0]?"function"==typeof n[2]&&n[2]({gdprApplies:e,cmpLoaded:!1,cmpStatus:"stub"}):o.push(n)},n.addEventListener("message",(function(t){var e="string"==typeof t.data,o={};if(e)try{o=JSON.parse(t.data)}catch(t){}else o=t.data;var n="object"===_typeof(o)&&null!==o?o.__tcfapiCall:null;n&&window.__tcfapi(n.command,n.version,(function(o,r){var a={__tcfapiReturn:{returnValue:o,success:r,callId:n.callId}};t&&t.source&&t.source.postMessage&&t.source.postMessage(e?JSON.stringify(a):a,"*")}),n.parameter)}),!1))};"undefined"!=typeof module?module.exports=t:t()}(); dataLayer = dataLayer || []; // Standard GTM initialization - Google Consent Mode handles consent automatically (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl+ '>m_auth=hzk0Vc3qFsQYhCrIoHz68A>m_preview=env-1>m_cookies_win=x';f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-MWFK8L5J'); ;window.NREUM||(NREUM={});NREUM.init={distributed_tracing:{enabled:true},privacy:{cookies_enabled:true},ajax:{deny_list:["bam.nr-data.net"]}}; ;NREUM.loader_config={accountID:"438030",trustKey:"438030",agentID:"772317073",licenseKey:"97f8f67f26",applicationID:"772317073"} ;NREUM.info={beacon:"bam.nr-data.net",errorBeacon:"bam.nr-data.net",licenseKey:"97f8f67f26",applicationID:"772317073",sa:1} ;/*! For license information please see nr-loader-spa-1.236.0.min.js.LICENSE.txt */ (()=>{"use strict";var e,t,r={5763:(e,t,r)=>{r.d(t,{P_:()=>l,Mt:()=>g,C5:()=>s,DL:()=>v,OP:()=>T,lF:()=>D,Yu:()=>y,Dg:()=>h,CX:()=>c,GE:()=>b,sU:()=>_});var n=r(8632),i=r(9567);const o={beacon:n.ce.beacon,errorBeacon:n.ce.errorBeacon,licenseKey:void 0,applicationID:void 0,sa:void 0,queueTime:void 0,applicationTime:void 0,ttGuid:void 0,user:void 0,account:void 0,product:void 0,extra:void 0,jsAttributes:{},userAttributes:void 0,atts:void 0,transactionName:void 0,tNamePlain:void 0},a={};function s(e){if(!e)throw new Error("All info objects require an agent identifier!");if(!a[e])throw new Error("Info for ".concat(e," was never set"));return a[e]}function c(e,t){if(!e)throw new Error("All info objects require an agent identifier!");a[e]=(0,i.D)(t,o),(0,n.Qy)(e,a[e],"info")}var u=r(7056);const d=()=>{const e={blockSelector:"[data-nr-block]",maskInputOptions:{password:!0}};return{allow_bfcache:!0,privacy:{cookies_enabled:!0},ajax:{deny_list:void 0,enabled:!0,harvestTimeSeconds:10},distributed_tracing:{enabled:void 0,exclude_newrelic_header:void 0,cors_use_newrelic_header:void 0,cors_use_tracecontext_headers:void 0,allowed_origins:void 0},session:{domain:void 0,expiresMs:u.oD,inactiveMs:u.Hb},ssl:void 0,obfuscate:void 0,jserrors:{enabled:!0,harvestTimeSeconds:10},metrics:{enabled:!0},page_action:{enabled:!0,harvestTimeSeconds:30},page_view_event:{enabled:!0},page_view_timing:{enabled:!0,harvestTimeSeconds:30,long_task:!1},session_trace:{enabled:!0,harvestTimeSeconds:10},harvest:{tooManyRequestsDelay:60},session_replay:{enabled:!1,harvestTimeSeconds:60,sampleRate:.1,errorSampleRate:.1,maskTextSelector:"*",maskAllInputs:!0,get blockClass(){return"nr-block"},get ignoreClass(){return"nr-ignore"},get maskTextClass(){return"nr-mask"},get blockSelector(){return e.blockSelector},set blockSelector(t){e.blockSelector+=",".concat(t)},get maskInputOptions(){return e.maskInputOptions},set maskInputOptions(t){e.maskInputOptions={...t,password:!0}}},spa:{enabled:!0,harvestTimeSeconds:10}}},f={};function l(e){if(!e)throw new Error("All configuration objects require an agent identifier!");if(!f[e])throw new Error("Configuration for ".concat(e," was never set"));return f[e]}function h(e,t){if(!e)throw new Error("All configuration objects require an agent identifier!");f[e]=(0,i.D)(t,d()),(0,n.Qy)(e,f[e],"config")}function g(e,t){if(!e)throw new Error("All configuration objects require an agent identifier!");var r=l(e);if(r){for(var n=t.split("."),i=0;i {r.d(t,{D:()=>i});var n=r(50);function i(e,t){try{if(!e||"object"!=typeof e)return(0,n.Z)("Setting a Configurable requires an object as input");if(!t||"object"!=typeof t)return(0,n.Z)("Setting a Configurable requires a model to set its initial properties");const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),o=0===Object.keys(r).length?e:r;for(let a in o)if(void 0!==e[a])try{"object"==typeof e[a]&&"object"==typeof t[a]?r[a]=i(e[a],t[a]):r[a]=e[a]}catch(e){(0,n.Z)("An error occurred while setting a property of a Configurable",e)}return r}catch(e){(0,n.Z)("An error occured while setting a Configurable",e)}}},6818:(e,t,r)=>{r.d(t,{Re:()=>i,gF:()=>o,q4:()=>n});const n="1.236.0",i="PROD",o="CDN"},385:(e,t,r)=>{r.d(t,{FN:()=>a,IF:()=>u,Nk:()=>f,Tt:()=>s,_A:()=>o,il:()=>n,pL:()=>c,v6:()=>i,w1:()=>d});const n="undefined"!=typeof window&&!!window.document,i="undefined"!=typeof WorkerGlobalScope&&("undefined"!=typeof self&&self instanceof WorkerGlobalScope&&self.navigator instanceof WorkerNavigator||"undefined"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis.navigator instanceof WorkerNavigator),o=n?window:"undefined"!=typeof WorkerGlobalScope&&("undefined"!=typeof self&&self instanceof WorkerGlobalScope&&self||"undefined"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis),a=""+o?.location,s=/iPad|iPhone|iPod/.test(navigator.userAgent),c=s&&"undefined"==typeof SharedWorker,u=(()=>{const e=navigator.userAgent.match(/Firefox[/\s](\d+\.\d+)/);return Array.isArray(e)&&e.length>=2?+e[1]:0})(),d=Boolean(n&&window.document.documentMode),f=!!navigator.sendBeacon},1117:(e,t,r)=>{r.d(t,{w:()=>o});var n=r(50);const i={agentIdentifier:"",ee:void 0};class o{constructor(e){try{if("object"!=typeof e)return(0,n.Z)("shared context requires an object as input");this.sharedContext={},Object.assign(this.sharedContext,i),Object.entries(e).forEach((e=>{let[t,r]=e;Object.keys(i).includes(t)&&(this.sharedContext[t]=r)}))}catch(e){(0,n.Z)("An error occured while setting SharedContext",e)}}}},8e3:(e,t,r)=>{r.d(t,{L:()=>d,R:()=>c});var n=r(2177),i=r(1284),o=r(4322),a=r(3325);const s={};function c(e,t){const r={staged:!1,priority:a.p[t]||0};u(e),s[e].get(t)||s[e].set(t,r)}function u(e){e&&(s[e]||(s[e]=new Map))}function d(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:"",t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:"feature";if(u(e),!e||!s[e].get(t))return a(t);s[e].get(t).staged=!0;const r=[...s[e]];function a(t){const r=e?n.ee.get(e):n.ee,a=o.X.handlers;if(r.backlog&&a){var s=r.backlog[t],c=a[t];if(c){for(var u=0;s&&u {let[t,r]=e;return r.staged}))&&(r.sort(((e,t)=>e[1].priority-t[1].priority)),r.forEach((e=>{let[t]=e;a(t)})))}function f(e,t){var r=e[1];(0,i.D)(t[r],(function(t,r){var n=e[0];if(r[0]===n){var i=r[1],o=e[3],a=e[2];i.apply(o,a)}}))}},2177:(e,t,r)=>{r.d(t,{c:()=>f,ee:()=>u});var n=r(8632),i=r(2210),o=r(1284),a=r(5763),s="nr@context";let c=(0,n.fP)();var u;function d(){}function f(e){return(0,i.X)(e,s,l)}function l(){return new d}function h(){u.aborted=!0,u.backlog={}}c.ee?u=c.ee:(u=function e(t,r){var n={},c={},f={},g=!1;try{g=16===r.length&&(0,a.OP)(r).isolatedBacklog}catch(e){}var p={on:b,addEventListener:b,removeEventListener:y,emit:v,get:x,listeners:w,context:m,buffer:A,abort:h,aborted:!1,isBuffering:E,debugId:r,backlog:g?{}:t&&"object"==typeof t.backlog?t.backlog:{}};return p;function m(e){return e&&e instanceof d?e:e?(0,i.X)(e,s,l):l()}function v(e,r,n,i,o){if(!1!==o&&(o=!0),!u.aborted||i){t&&o&&t.emit(e,r,n);for(var a=m(n),s=w(e),d=s.length,f=0;fn,p:()=>i});var n=r(2177).ee.get("handle");function i(e,t,r,i,o){o?(o.buffer([e],i),o.emit(e,t,r)):(n.buffer([e],i),n.emit(e,t,r))}},4322:(e,t,r)=>{r.d(t,{X:()=>o});var n=r(5546);o.on=a;var i=o.handlers={};function o(e,t,r,o){a(o||n.E,i,e,t,r)}function a(e,t,r,i,o){o||(o="feature"),e||(e=n.E);var a=t[o]=t[o]||{};(a[r]=a[r]||[]).push([e,i])}},3239:(e,t,r)=>{r.d(t,{bP:()=>s,iz:()=>c,m$:()=>a});var n=r(385);let i=!1,o=!1;try{const e={get passive(){return i=!0,!1},get signal(){return o=!0,!1}};n._A.addEventListener("test",null,e),n._A.removeEventListener("test",null,e)}catch(e){}function a(e,t){return i||o?{capture:!!e,passive:i,signal:t}:!!e}function s(e,t){let r=arguments.length>2&&void 0!==arguments[2]&&arguments[2],n=arguments.length>3?arguments[3]:void 0;window.addEventListener(e,t,a(r,n))}function c(e,t){let r=arguments.length>2&&void 0!==arguments[2]&&arguments[2],n=arguments.length>3?arguments[3]:void 0;document.addEventListener(e,t,a(r,n))}},4402:(e,t,r)=>{r.d(t,{Ht:()=>u,M:()=>c,Rl:()=>a,ky:()=>s});var n=r(385);const i="xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx";function o(e,t){return e?15&e[t]:16*Math.random()|0}function a(){const e=n._A?.crypto||n._A?.msCrypto;let t,r=0;return e&&e.getRandomValues&&(t=e.getRandomValues(new Uint8Array(31))),i.split("").map((e=>"x"===e?o(t,++r).toString(16):"y"===e?(3&o()|8).toString(16):e)).join("")}function s(e){const t=n._A?.crypto||n._A?.msCrypto;let r,i=0;t&&t.getRandomValues&&(r=t.getRandomValues(new Uint8Array(31)));const a=[];for(var s=0;s {r.d(t,{Bq:()=>n,Hb:()=>o,oD:()=>i});const n="NRBA",i=144e5,o=18e5},7894:(e,t,r)=>{function n(){return Math.round(performance.now())}r.d(t,{z:()=>n})},7243:(e,t,r)=>{r.d(t,{e:()=>o});var n=r(385),i={};function o(e){if(e in i)return i[e];if(0===(e||"").indexOf("data:"))return{protocol:"data"};let t;var r=n._A?.location,o={};if(n.il)t=document.createElement("a"),t.href=e;else try{t=new URL(e,r.href)}catch(e){return o}o.port=t.port;var a=t.href.split("://");!o.port&&a[1]&&(o.port=a[1].split("/")[0].split("@").pop().split(":")[1]),o.port&&"0"!==o.port||(o.port="https"===a[0]?"443":"80"),o.hostname=t.hostname||r.hostname,o.pathname=t.pathname,o.protocol=a[0],"/"!==o.pathname.charAt(0)&&(o.pathname="/"+o.pathname);var s=!t.protocol||":"===t.protocol||t.protocol===r.protocol,c=t.hostname===r.hostname&&t.port===r.port;return o.sameOrigin=s&&(!t.hostname||c),"/"===o.pathname&&(i[e]=o),o}},50:(e,t,r)=>{function n(e,t){"function"==typeof console.warn&&(console.warn("New Relic: ".concat(e)),t&&console.warn(t))}r.d(t,{Z:()=>n})},2587:(e,t,r)=>{r.d(t,{N:()=>c,T:()=>u});var n=r(2177),i=r(5546),o=r(8e3),a=r(3325);const s={stn:[a.D.sessionTrace],err:[a.D.jserrors,a.D.metrics],ins:[a.D.pageAction],spa:[a.D.spa],sr:[a.D.sessionReplay,a.D.sessionTrace]};function c(e,t){const r=n.ee.get(t);e&&"object"==typeof e&&(Object.entries(e).forEach((e=>{let[t,n]=e;void 0===u[t]&&(s[t]?s[t].forEach((e=>{n?(0,i.p)("feat-"+t,[],void 0,e,r):(0,i.p)("block-"+t,[],void 0,e,r),(0,i.p)("rumresp-"+t,[Boolean(n)],void 0,e,r)})):n&&(0,i.p)("feat-"+t,[],void 0,void 0,r),u[t]=Boolean(n))})),Object.keys(s).forEach((e=>{void 0===u[e]&&(s[e]?.forEach((t=>(0,i.p)("rumresp-"+e,[!1],void 0,t,r))),u[e]=!1)})),(0,o.L)(t,a.D.pageViewEvent))}const u={}},2210:(e,t,r)=>{r.d(t,{X:()=>i});var n=Object.prototype.hasOwnProperty;function i(e,t,r){if(n.call(e,t))return e[t];var i=r();if(Object.defineProperty&&Object.keys)try{return Object.defineProperty(e,t,{value:i,writable:!0,enumerable:!1}),i}catch(e){}return e[t]=i,i}},1284:(e,t,r)=>{r.d(t,{D:()=>n});const n=(e,t)=>Object.entries(e||{}).map((e=>{let[r,n]=e;return t(r,n)}))},4351:(e,t,r)=>{r.d(t,{P:()=>o});var n=r(2177);const i=()=>{const e=new WeakSet;return(t,r)=>{if("object"==typeof r&&null!==r){if(e.has(r))return;e.add(r)}return r}};function o(e){try{return JSON.stringify(e,i())}catch(e){try{n.ee.emit("internal-error",[e])}catch(e){}}}},3960:(e,t,r)=>{r.d(t,{K:()=>a,b:()=>o});var n=r(3239);function i(){return"undefined"==typeof document||"complete"===document.readyState}function o(e,t){if(i())return e();(0,n.bP)("load",e,t)}function a(e){if(i())return e();(0,n.iz)("DOMContentLoaded",e)}},8632:(e,t,r)=>{r.d(t,{EZ:()=>u,Qy:()=>c,ce:()=>o,fP:()=>a,gG:()=>d,mF:()=>s});var n=r(7894),i=r(385);const o={beacon:"bam.nr-data.net",errorBeacon:"bam.nr-data.net"};function a(){return i._A.NREUM||(i._A.NREUM={}),void 0===i._A.newrelic&&(i._A.newrelic=i._A.NREUM),i._A.NREUM}function s(){let e=a();return e.o||(e.o={ST:i._A.setTimeout,SI:i._A.setImmediate,CT:i._A.clearTimeout,XHR:i._A.XMLHttpRequest,REQ:i._A.Request,EV:i._A.Event,PR:i._A.Promise,MO:i._A.MutationObserver,FETCH:i._A.fetch}),e}function c(e,t,r){let i=a();const o=i.initializedAgents||{},s=o[e]||{};return Object.keys(s).length||(s.initializedAt={ms:(0,n.z)(),date:new Date}),i.initializedAgents={...o,[e]:{...s,[r]:t}},i}function u(e,t){a()[e]=t}function d(){return function(){let e=a();const t=e.info||{};e.info={beacon:o.beacon,errorBeacon:o.errorBeacon,...t}}(),function(){let e=a();const t=e.init||{};e.init={...t}}(),s(),function(){let e=a();const t=e.loader_config||{};e.loader_config={...t}}(),a()}},7956:(e,t,r)=>{r.d(t,{N:()=>i});var n=r(3239);function i(e){let t=arguments.length>1&&void 0!==arguments[1]&&arguments[1],r=arguments.length>2?arguments[2]:void 0,i=arguments.length>3?arguments[3]:void 0;return void(0,n.iz)("visibilitychange",(function(){if(t)return void("hidden"==document.visibilityState&&e());e(document.visibilityState)}),r,i)}},1214:(e,t,r)=>{r.d(t,{em:()=>v,u5:()=>N,QU:()=>S,_L:()=>I,Gm:()=>L,Lg:()=>M,gy:()=>U,BV:()=>Q,Kf:()=>ee});var n=r(2177);const i="nr@original";var o=Object.prototype.hasOwnProperty,a=!1;function s(e,t){return e||(e=n.ee),r.inPlace=function(e,t,n,i,o){n||(n="");var a,s,c,u="-"===n.charAt(0);for(c=0;c 2?n-2:0),o=2;o {r(A[T],e,w),r(E[T],e,w)})),r(l._A,"fetch",y),t.on(y+"end",(function(e,r){var n=this;if(r){var i=r.headers.get("content-length");null!==i&&(n.rxSize=i),t.emit(y+"done",[null,r],n)}else t.emit(y+"done",[e],n)})),t}const O={},j=["pushState","replaceState"];function S(e){const t=function(e){return(e||n.ee).get("history")}(e);return!l.il||O[t.debugId]++||(O[t.debugId]=1,s(t).inPlace(window.history,j,"-")),t}var P=r(3239);const C={},R=["appendChild","insertBefore","replaceChild"];function I(e){const t=function(e){return(e||n.ee).get("jsonp")}(e);if(!l.il||C[t.debugId])return t;C[t.debugId]=!0;var r=s(t),i=/[?&](?:callback|cb)=([^&#]+)/,o=/(.*)\.([^.]+)/,a=/^(\w+)(\.|$)(.*)$/;function c(e,t){var r=e.match(a),n=r[1],i=r[3];return i?c(i,t[n]):t[n]}return r.inPlace(Node.prototype,R,"dom-"),t.on("dom-start",(function(e){!function(e){if(!e||"string"!=typeof e.nodeName||"script"!==e.nodeName.toLowerCase())return;if("function"!=typeof e.addEventListener)return;var n=(a=e.src,s=a.match(i),s?s[1]:null);var a,s;if(!n)return;var u=function(e){var t=e.match(o);if(t&&t.length>=3)return{key:t[2],parent:c(t[1],window)};return{key:e,parent:window}}(n);if("function"!=typeof u.parent[u.key])return;var d={};function f(){t.emit("jsonp-end",[],d),e.removeEventListener("load",f,(0,P.m$)(!1)),e.removeEventListener("error",l,(0,P.m$)(!1))}function l(){t.emit("jsonp-error",[],d),t.emit("jsonp-end",[],d),e.removeEventListener("load",f,(0,P.m$)(!1)),e.removeEventListener("error",l,(0,P.m$)(!1))}r.inPlace(u.parent,[u.key],"cb-",d),e.addEventListener("load",f,(0,P.m$)(!1)),e.addEventListener("error",l,(0,P.m$)(!1)),t.emit("new-jsonp",[e.src],d)}(e[0])})),t}var k=r(5763);const H={};function L(e){const t=function(e){return(e||n.ee).get("mutation")}(e);if(!l.il||H[t.debugId])return t;H[t.debugId]=!0;var r=s(t),i=k.Yu.MO;return i&&(window.MutationObserver=function(e){return this instanceof i?new i(r(e,"fn-")):i.apply(this,arguments)},MutationObserver.prototype=i.prototype),t}const z={};function M(e){const t=function(e){return(e||n.ee).get("promise")}(e);if(z[t.debugId])return t;z[t.debugId]=!0;var r=n.c,o=s(t),a=k.Yu.PR;return a&&function(){function e(r){var n=t.context(),i=o(r,"executor-",n,null,!1);const s=Reflect.construct(a,[i],e);return t.context(s).getCtx=function(){return n},s}l._A.Promise=e,Object.defineProperty(e,"name",{value:"Promise"}),e.toString=function(){return a.toString()},Object.setPrototypeOf(e,a),["all","race"].forEach((function(r){const n=a[r];e[r]=function(e){let i=!1;[...e||[]].forEach((e=>{this.resolve(e).then(a("all"===r),a(!1))}));const o=n.apply(this,arguments);return o;function a(e){return function(){t.emit("propagate",[null,!i],o,!1,!1),i=i||!e}}}})),["resolve","reject"].forEach((function(r){const n=a[r];e[r]=function(e){const r=n.apply(this,arguments);return e!==r&&t.emit("propagate",[e,!0],r,!1,!1),r}})),e.prototype=a.prototype;const n=a.prototype.then;a.prototype.then=function(){var e=this,i=r(e);i.promise=e;for(var a=arguments.length,s=new Array(a),c=0;c e())),t};function m(e,t){i.inPlace(t,["onreadystatechange"],"fn-",E)}function b(){var e=this,t=r.context(e);e.readyState>3&&!t.resolved&&(t.resolved=!0,r.emit("xhr-resolved",[],e)),i.inPlace(e,f,"fn-",E)}if(function(e,t){for(var r in e)t[r]=e[r]}(o,p),p.prototype=o.prototype,i.inPlace(p.prototype,J,"-xhr-",E),r.on("send-xhr-start",(function(e,t){m(e,t),function(e){h.push(e),a&&(y?y.then(A):u?u(A):(w=-w,x.data=w))}(t)})),r.on("open-xhr-start",m),a){var y=c&&c.resolve();if(!u&&!c){var w=1,x=document.createTextNode(w);new a(A).observe(x,{characterData:!0})}}else t.on("fn-end",(function(e){e[0]&&e[0].type===d||A()}));function A(){for(var e=0;e {r.d(t,{t:()=>n});const n=r(3325).D.ajax},6660:(e,t,r)=>{r.d(t,{A:()=>i,t:()=>n});const n=r(3325).D.jserrors,i="nr@seenError"},3081:(e,t,r)=>{r.d(t,{gF:()=>o,mY:()=>i,t9:()=>n,vz:()=>s,xS:()=>a});const n=r(3325).D.metrics,i="sm",o="cm",a="storeSupportabilityMetrics",s="storeEventMetrics"},4649:(e,t,r)=>{r.d(t,{t:()=>n});const n=r(3325).D.pageAction},7633:(e,t,r)=>{r.d(t,{Dz:()=>i,OJ:()=>a,qw:()=>o,t9:()=>n});const n=r(3325).D.pageViewEvent,i="firstbyte",o="domcontent",a="windowload"},9251:(e,t,r)=>{r.d(t,{t:()=>n});const n=r(3325).D.pageViewTiming},3614:(e,t,r)=>{r.d(t,{BST_RESOURCE:()=>i,END:()=>s,FEATURE_NAME:()=>n,FN_END:()=>u,FN_START:()=>c,PUSH_STATE:()=>d,RESOURCE:()=>o,START:()=>a});const n=r(3325).D.sessionTrace,i="bstResource",o="resource",a="-start",s="-end",c="fn"+a,u="fn"+s,d="pushState"},7836:(e,t,r)=>{r.d(t,{BODY:()=>A,CB_END:()=>E,CB_START:()=>u,END:()=>x,FEATURE_NAME:()=>i,FETCH:()=>_,FETCH_BODY:()=>v,FETCH_DONE:()=>m,FETCH_START:()=>p,FN_END:()=>c,FN_START:()=>s,INTERACTION:()=>l,INTERACTION_API:()=>d,INTERACTION_EVENTS:()=>o,JSONP_END:()=>b,JSONP_NODE:()=>g,JS_TIME:()=>T,MAX_TIMER_BUDGET:()=>a,REMAINING:()=>f,SPA_NODE:()=>h,START:()=>w,originalSetTimeout:()=>y});var n=r(5763);const i=r(3325).D.spa,o=["click","submit","keypress","keydown","keyup","change"],a=999,s="fn-start",c="fn-end",u="cb-start",d="api-ixn-",f="remaining",l="interaction",h="spaNode",g="jsonpNode",p="fetch-start",m="fetch-done",v="fetch-body-",b="jsonp-end",y=n.Yu.ST,w="-start",x="-end",A="-body",E="cb"+x,T="jsTime",_="fetch"},5938:(e,t,r)=>{r.d(t,{W:()=>o});var n=r(5763),i=r(2177);class o{constructor(e,t,r){this.agentIdentifier=e,this.aggregator=t,this.ee=i.ee.get(e,(0,n.OP)(this.agentIdentifier).isolatedBacklog),this.featureName=r,this.blocked=!1}}},9144:(e,t,r)=>{r.d(t,{j:()=>m});var n=r(3325),i=r(5763),o=r(5546),a=r(2177),s=r(7894),c=r(8e3),u=r(3960),d=r(385),f=r(50),l=r(3081),h=r(8632);function g(){const e=(0,h.gG)();["setErrorHandler","finished","addToTrace","inlineHit","addRelease","addPageAction","setCurrentRouteName","setPageViewName","setCustomAttribute","interaction","noticeError","setUserId"].forEach((t=>{e[t]=function(){for(var r=arguments.length,n=new Array(r),i=0;i 1?r-1:0),i=1;i {e.exposed&&e.api[t]&&o.push(e.api[t](...n))})),o.length>1?o:o[0]}(t,...n)}}))}var p=r(2587);function m(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},m=arguments.length>2?arguments[2]:void 0,v=arguments.length>3?arguments[3]:void 0,{init:b,info:y,loader_config:w,runtime:x={loaderType:m},exposed:A=!0}=t;const E=(0,h.gG)();y||(b=E.init,y=E.info,w=E.loader_config),(0,i.Dg)(e,b||{}),(0,i.GE)(e,w||{}),(0,i.sU)(e,x),y.jsAttributes??={},d.v6&&(y.jsAttributes.isWorker=!0),(0,i.CX)(e,y),g();const T=function(e,t){t||(0,c.R)(e,"api");const h={};var g=a.ee.get(e),p=g.get("tracer"),m="api-",v=m+"ixn-";function b(t,r,n,o){const a=(0,i.C5)(e);return null===r?delete a.jsAttributes[t]:(0,i.CX)(e,{...a,jsAttributes:{...a.jsAttributes,[t]:r}}),x(m,n,!0,o||null===r?"session":void 0)(t,r)}function y(){}["setErrorHandler","finished","addToTrace","inlineHit","addRelease"].forEach((e=>h[e]=x(m,e,!0,"api"))),h.addPageAction=x(m,"addPageAction",!0,n.D.pageAction),h.setCurrentRouteName=x(m,"routeName",!0,n.D.spa),h.setPageViewName=function(t,r){if("string"==typeof t)return"/"!==t.charAt(0)&&(t="/"+t),(0,i.OP)(e).customTransaction=(r||"http://custom.transaction")+t,x(m,"setPageViewName",!0)()},h.setCustomAttribute=function(e,t){let r=arguments.length>2&&void 0!==arguments[2]&&arguments[2];if("string"==typeof e){if(["string","number"].includes(typeof t)||null===t)return b(e,t,"setCustomAttribute",r);(0,f.Z)("Failed to execute setCustomAttribute.\nNon-null value must be a string or number type, but a type of was provided."))}else(0,f.Z)("Failed to execute setCustomAttribute.\nName must be a string type, but a type of was provided."))},h.setUserId=function(e){if("string"==typeof e||null===e)return b("enduser.id",e,"setUserId",!0);(0,f.Z)("Failed to execute setUserId.\nNon-null value must be a string type, but a type of was provided."))},h.interaction=function(){return(new y).get()};var w=y.prototype={createTracer:function(e,t){var r={},i=this,a="function"==typeof t;return(0,o.p)(v+"tracer",[(0,s.z)(),e,r],i,n.D.spa,g),function(){if(p.emit((a?"":"no-")+"fn-start",[(0,s.z)(),i,a],r),a)try{return t.apply(this,arguments)}catch(e){throw p.emit("fn-err",[arguments,this,"string"==typeof e?new Error(e):e],r),e}finally{p.emit("fn-end",[(0,s.z)()],r)}}}};function x(e,t,r,i){return function(){return(0,o.p)(l.xS,["API/"+t+"/called"],void 0,n.D.metrics,g),i&&(0,o.p)(e+t,[(0,s.z)(),...arguments],r?null:this,i,g),r?void 0:this}}function A(){r.e(439).then(r.bind(r,7438)).then((t=>{let{setAPI:r}=t;r(e),(0,c.L)(e,"api")})).catch((()=>(0,f.Z)("Downloading runtime APIs failed...")))}return["actionText","setName","setAttribute","save","ignore","onEnd","getContext","end","get"].forEach((e=>{w[e]=x(v,e,void 0,n.D.spa)})),h.noticeError=function(e,t){"string"==typeof e&&(e=new Error(e)),(0,o.p)(l.xS,["API/noticeError/called"],void 0,n.D.metrics,g),(0,o.p)("err",[e,(0,s.z)(),!1,t],void 0,n.D.jserrors,g)},d.il?(0,u.b)((()=>A()),!0):A(),h}(e,v);return(0,h.Qy)(e,T,"api"),(0,h.Qy)(e,A,"exposed"),(0,h.EZ)("activatedFeatures",p.T),T}},3325:(e,t,r)=>{r.d(t,{D:()=>n,p:()=>i});const n={ajax:"ajax",jserrors:"jserrors",metrics:"metrics",pageAction:"page_action",pageViewEvent:"page_view_event",pageViewTiming:"page_view_timing",sessionReplay:"session_replay",sessionTrace:"session_trace",spa:"spa"},i={[n.pageViewEvent]:1,[n.pageViewTiming]:2,[n.metrics]:3,[n.jserrors]:4,[n.ajax]:5,[n.sessionTrace]:6,[n.pageAction]:7,[n.spa]:8,[n.sessionReplay]:9}}},n={};function i(e){var t=n[e];if(void 0!==t)return t.exports;var o=n[e]={exports:{}};return r[e](o,o.exports,i),o.exports}i.m=r,i.d=(e,t)=>{for(var r in t)i.o(t,r)&&!i.o(e,r)&&Object.defineProperty(e,r,{enumerable:!0,get:t[r]})},i.f={},i.e=e=>Promise.all(Object.keys(i.f).reduce(((t,r)=>(i.f[r](e,t),t)),[])),i.u=e=>(({78:"page_action-aggregate",147:"metrics-aggregate",242:"session-manager",317:"jserrors-aggregate",348:"page_view_timing-aggregate",412:"lazy-feature-loader",439:"async-api",538:"recorder",590:"session_replay-aggregate",675:"compressor",733:"session_trace-aggregate",786:"page_view_event-aggregate",873:"spa-aggregate",898:"ajax-aggregate"}[e]||e)+"."+{78:"ac76d497",147:"3dc53903",148:"1a20d5fe",242:"2a64278a",317:"49e41428",348:"bd6de33a",412:"2f55ce66",439:"30bd804e",538:"1b18459f",590:"cf0efb30",675:"ae9f91a8",733:"83105561",786:"06482edd",860:"03a8b7a5",873:"e6b09d52",898:"998ef92b"}[e]+"-1.236.0.min.js"),i.o=(e,t)=>Object.prototype.hasOwnProperty.call(e,t),e={},t="NRBA:",i.l=(r,n,o,a)=>{if(e[r])e[r].push(n);else{var s,c;if(void 0!==o)for(var u=document.getElementsByTagName("script"),d=0;d {s.onerror=s.onload=null,clearTimeout(h);var i=e[r];if(delete e[r],s.parentNode&&s.parentNode.removeChild(s),i&&i.forEach((e=>e(n))),t)return t(n)},h=setTimeout(l.bind(null,void 0,{type:"timeout",target:s}),12e4);s.onerror=l.bind(null,s.onerror),s.onload=l.bind(null,s.onload),c&&document.head.appendChild(s)}},i.r=e=>{"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},i.j=364,i.p="https://js-agent.newrelic.com/",(()=>{var e={364:0,953:0};i.f.j=(t,r)=>{var n=i.o(e,t)?e[t]:void 0;if(0!==n)if(n)r.push(n[2]);else{var o=new Promise(((r,i)=>n=e[t]=[r,i]));r.push(n[2]=o);var a=i.p+i.u(t),s=new Error;i.l(a,(r=>{if(i.o(e,t)&&(0!==(n=e[t])&&(e[t]=void 0),n)){var o=r&&("load"===r.type?"missing":r.type),a=r&&r.target&&r.target.src;s.message="Loading chunk "+t+" failed.\n("+o+": "+a+")",s.name="ChunkLoadError",s.type=o,s.request=a,n[1](s)}}),"chunk-"+t,t)}};var t=(t,r)=>{var n,o,[a,s,c]=r,u=0;if(a.some((t=>0!==e[t]))){for(n in s)i.o(s,n)&&(i.m[n]=s[n]);if(c)c(i)}for(t&&t(r);u {i.r(o);var e=i(3325),t=i(5763);const r=Object.values(e.D);function n(e){const n={};return r.forEach((r=>{n[r]=function(e,r){return!1!==(0,t.Mt)(r,"".concat(e,".enabled"))}(r,e)})),n}var a=i(9144);var s=i(5546),c=i(385),u=i(8e3),d=i(5938),f=i(3960),l=i(50);class h extends d.W{constructor(e,t,r){let n=!(arguments.length>3&&void 0!==arguments[3])||arguments[3];super(e,t,r),this.auto=n,this.abortHandler,this.featAggregate,this.onAggregateImported,n&&(0,u.R)(e,r)}importAggregator(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{};if(this.featAggregate||!this.auto)return;const r=c.il&&!0===(0,t.Mt)(this.agentIdentifier,"privacy.cookies_enabled");let n;this.onAggregateImported=new Promise((e=>{n=e}));const o=async()=>{let t;try{if(r){const{setupAgentSession:e}=await Promise.all([i.e(860),i.e(242)]).then(i.bind(i,3228));t=e(this.agentIdentifier)}}catch(e){(0,l.Z)("A problem occurred when starting up session manager. This page will not start or extend any session.",e)}try{if(!this.shouldImportAgg(this.featureName,t))return void(0,u.L)(this.agentIdentifier,this.featureName);const{lazyFeatureLoader:r}=await i.e(412).then(i.bind(i,8582)),{Aggregate:o}=await r(this.featureName,"aggregate");this.featAggregate=new o(this.agentIdentifier,this.aggregator,e),n(!0)}catch(e){(0,l.Z)("Downloading and initializing ".concat(this.featureName," failed..."),e),this.abortHandler?.(),n(!1)}};c.il?(0,f.b)((()=>o()),!0):o()}shouldImportAgg(r,n){return r!==e.D.sessionReplay||!1!==(0,t.Mt)(this.agentIdentifier,"session_trace.enabled")&&(!!n?.isNew||!!n?.state.sessionReplay)}}var g=i(7633),p=i(7894);class m extends h{static featureName=g.t9;constructor(r,n){let i=!(arguments.length>2&&void 0!==arguments[2])||arguments[2];if(super(r,n,g.t9,i),("undefined"==typeof PerformanceNavigationTiming||c.Tt)&&"undefined"!=typeof PerformanceTiming){const n=(0,t.OP)(r);n[g.Dz]=Math.max(Date.now()-n.offset,0),(0,f.K)((()=>n[g.qw]=Math.max((0,p.z)()-n[g.Dz],0))),(0,f.b)((()=>{const t=(0,p.z)();n[g.OJ]=Math.max(t-n[g.Dz],0),(0,s.p)("timing",["load",t],void 0,e.D.pageViewTiming,this.ee)}))}this.importAggregator()}}var v=i(1117),b=i(1284);class y extends v.w{constructor(e){super(e),this.aggregatedData={}}store(e,t,r,n,i){var o=this.getBucket(e,t,r,i);return o.metrics=function(e,t){t||(t={count:0});return t.count+=1,(0,b.D)(e,(function(e,r){t[e]=w(r,t[e])})),t}(n,o.metrics),o}merge(e,t,r,n,i){var o=this.getBucket(e,t,n,i);if(o.metrics){var a=o.metrics;a.count+=r.count,(0,b.D)(r,(function(e,t){if("count"!==e){var n=a[e],i=r[e];i&&!i.c?a[e]=w(i.t,n):a[e]=function(e,t){if(!t)return e;t.c||(t=x(t.t));return t.min=Math.min(e.min,t.min),t.max=Math.max(e.max,t.max),t.t+=e.t,t.sos+=e.sos,t.c+=e.c,t}(i,a[e])}}))}else o.metrics=r}storeMetric(e,t,r,n){var i=this.getBucket(e,t,r);return i.stats=w(n,i.stats),i}getBucket(e,t,r,n){this.aggregatedData[e]||(this.aggregatedData[e]={});var i=this.aggregatedData[e][t];return i||(i=this.aggregatedData[e][t]={params:r||{}},n&&(i.custom=n)),i}get(e,t){return t?this.aggregatedData[e]&&this.aggregatedData[e][t]:this.aggregatedData[e]}take(e){for(var t={},r="",n=!1,i=0;i t.max&&(t.max=e),e 2&&void 0!==arguments[2])||arguments[2];super(e,r,j.t,n),c.il&&((0,t.OP)(e).initHidden=Boolean("hidden"===document.visibilityState),(0,N.N)((()=>(0,s.p)("docHidden",[(0,p.z)()],void 0,j.t,this.ee)),!0),(0,O.bP)("pagehide",(()=>(0,s.p)("winPagehide",[(0,p.z)()],void 0,j.t,this.ee))),this.importAggregator())}}var P=i(3081);class C extends h{static featureName=P.t9;constructor(e,t){let r=!(arguments.length>2&&void 0!==arguments[2])||arguments[2];super(e,t,P.t9,r),this.importAggregator()}}var R,I=i(2210),k=i(1214),H=i(2177),L={};try{R=localStorage.getItem("__nr_flags").split(","),console&&"function"==typeof console.log&&(L.console=!0,-1!==R.indexOf("dev")&&(L.dev=!0),-1!==R.indexOf("nr_dev")&&(L.nrDev=!0))}catch(e){}function z(e){try{L.console&&z(e)}catch(e){}}L.nrDev&&H.ee.on("internal-error",(function(e){z(e.stack)})),L.dev&&H.ee.on("fn-err",(function(e,t,r){z(r.stack)})),L.dev&&(z("NR AGENT IN DEVELOPMENT MODE"),z("flags: "+(0,b.D)(L,(function(e,t){return e})).join(", ")));var M=i(6660);class B extends h{static featureName=M.t;constructor(r,n){let i=!(arguments.length>2&&void 0!==arguments[2])||arguments[2];super(r,n,M.t,i),this.skipNext=0;try{this.removeOnAbort=new AbortController}catch(e){}const o=this;o.ee.on("fn-start",(function(e,t,r){o.abortHandler&&(o.skipNext+=1)})),o.ee.on("fn-err",(function(t,r,n){o.abortHandler&&!n[M.A]&&((0,I.X)(n,M.A,(function(){return!0})),this.thrown=!0,(0,s.p)("err",[n,(0,p.z)()],void 0,e.D.jserrors,o.ee))})),o.ee.on("fn-end",(function(){o.abortHandler&&!this.thrown&&o.skipNext>0&&(o.skipNext-=1)})),o.ee.on("internal-error",(function(t){(0,s.p)("ierr",[t,(0,p.z)(),!0],void 0,e.D.jserrors,o.ee)})),this.origOnerror=c._A.onerror,c._A.onerror=this.onerrorHandler.bind(this),c._A.addEventListener("unhandledrejection",(t=>{const r=function(e){let t="Unhandled Promise Rejection: ";if(e instanceof Error)try{return e.message=t+e.message,e}catch(t){return e}if(void 0===e)return new Error(t);try{return new Error(t+(0,D.P)(e))}catch(e){return new Error(t)}}(t.reason);(0,s.p)("err",[r,(0,p.z)(),!1,{unhandledPromiseRejection:1}],void 0,e.D.jserrors,this.ee)}),(0,O.m$)(!1,this.removeOnAbort?.signal)),(0,k.gy)(this.ee),(0,k.BV)(this.ee),(0,k.em)(this.ee),(0,t.OP)(r).xhrWrappable&&(0,k.Kf)(this.ee),this.abortHandler=this.#e,this.importAggregator()}#e(){this.removeOnAbort?.abort(),this.abortHandler=void 0}onerrorHandler(t,r,n,i,o){"function"==typeof this.origOnerror&&this.origOnerror(...arguments);try{this.skipNext?this.skipNext-=1:(0,s.p)("err",[o||new F(t,r,n),(0,p.z)()],void 0,e.D.jserrors,this.ee)}catch(t){try{(0,s.p)("ierr",[t,(0,p.z)(),!0],void 0,e.D.jserrors,this.ee)}catch(e){}}return!1}}function F(e,t,r){this.message=e||"Uncaught error with no additional information",this.sourceURL=t,this.line=r}let U=1;const q="nr@id";function G(e){const t=typeof e;return!e||"object"!==t&&"function"!==t?-1:e===c._A?0:(0,I.X)(e,q,(function(){return U++}))}function V(e){if("string"==typeof e&&e.length)return e.length;if("object"==typeof e){if("undefined"!=typeof ArrayBuffer&&e instanceof ArrayBuffer&&e.byteLength)return e.byteLength;if("undefined"!=typeof Blob&&e instanceof Blob&&e.size)return e.size;if(!("undefined"!=typeof FormData&&e instanceof FormData))try{return(0,D.P)(e).length}catch(e){return}}}var X=i(7243);class W{constructor(e){this.agentIdentifier=e,this.generateTracePayload=this.generateTracePayload.bind(this),this.shouldGenerateTrace=this.shouldGenerateTrace.bind(this)}generateTracePayload(e){if(!this.shouldGenerateTrace(e))return null;var r=(0,t.DL)(this.agentIdentifier);if(!r)return null;var n=(r.accountID||"").toString()||null,i=(r.agentID||"").toString()||null,o=(r.trustKey||"").toString()||null;if(!n||!i)return null;var a=(0,_.M)(),s=(0,_.Ht)(),c=Date.now(),u={spanId:a,traceId:s,timestamp:c};return(e.sameOrigin||this.isAllowedOrigin(e)&&this.useTraceContextHeadersForCors())&&(u.traceContextParentHeader=this.generateTraceContextParentHeader(a,s),u.traceContextStateHeader=this.generateTraceContextStateHeader(a,c,n,i,o)),(e.sameOrigin&&!this.excludeNewrelicHeader()||!e.sameOrigin&&this.isAllowedOrigin(e)&&this.useNewrelicHeaderForCors())&&(u.newrelicHeader=this.generateTraceHeader(a,s,c,n,i,o)),u}generateTraceContextParentHeader(e,t){return"00-"+t+"-"+e+"-01"}generateTraceContextStateHeader(e,t,r,n,i){return i+"@nr=0-1-"+r+"-"+n+"-"+e+"----"+t}generateTraceHeader(e,t,r,n,i,o){if(!("function"==typeof c._A?.btoa))return null;var a={v:[0,1],d:{ty:"Browser",ac:n,ap:i,id:e,tr:t,ti:r}};return o&&n!==o&&(a.d.tk=o),btoa((0,D.P)(a))}shouldGenerateTrace(e){return this.isDtEnabled()&&this.isAllowedOrigin(e)}isAllowedOrigin(e){var r=!1,n={};if((0,t.Mt)(this.agentIdentifier,"distributed_tracing")&&(n=(0,t.P_)(this.agentIdentifier).distributed_tracing),e.sameOrigin)r=!0;else if(n.allowed_origins instanceof Array)for(var i=0;i 2&&void 0!==arguments[2])||arguments[2];super(r,n,Z.t,i),(0,t.OP)(r).xhrWrappable&&(this.dt=new W(r),this.handler=(e,t,r,n)=>(0,s.p)(e,t,r,n,this.ee),(0,k.u5)(this.ee),(0,k.Kf)(this.ee),function(r,n,i,o){function a(e){var t=this;t.totalCbs=0,t.called=0,t.cbTime=0,t.end=E,t.ended=!1,t.xhrGuids={},t.lastSize=null,t.loadCaptureCalled=!1,t.params=this.params||{},t.metrics=this.metrics||{},e.addEventListener("load",(function(r){_(t,e)}),(0,O.m$)(!1)),c.IF||e.addEventListener("progress",(function(e){t.lastSize=e.loaded}),(0,O.m$)(!1))}function s(e){this.params={method:e[0]},T(this,e[1]),this.metrics={}}function u(e,n){var i=(0,t.DL)(r);i.xpid&&this.sameOrigin&&n.setRequestHeader("X-NewRelic-ID",i.xpid);var a=o.generateTracePayload(this.parsedOrigin);if(a){var s=!1;a.newrelicHeader&&(n.setRequestHeader("newrelic",a.newrelicHeader),s=!0),a.traceContextParentHeader&&(n.setRequestHeader("traceparent",a.traceContextParentHeader),a.traceContextStateHeader&&n.setRequestHeader("tracestate",a.traceContextStateHeader),s=!0),s&&(this.dt=a)}}function d(e,t){var r=this.metrics,i=e[0],o=this;if(r&&i){var a=V(i);a&&(r.txSize=a)}this.startTime=(0,p.z)(),this.listener=function(e){try{"abort"!==e.type||o.loadCaptureCalled||(o.params.aborted=!0),("load"!==e.type||o.called===o.totalCbs&&(o.onloadCalled||"function"!=typeof t.onload)&&"function"==typeof o.end)&&o.end(t)}catch(e){try{n.emit("internal-error",[e])}catch(e){}}};for(var s=0;s 1?e[1]=i:e.push(i)}else e[0]&&e[0].headers&&s(e[0].headers,n)&&(this.dt=n);function s(e,t){var r=!1;return t.newrelicHeader&&(e.set("newrelic",t.newrelicHeader),r=!0),t.traceContextParentHeader&&(e.set("traceparent",t.traceContextParentHeader),t.traceContextStateHeader&&e.set("tracestate",t.traceContextStateHeader),r=!0),r}}function x(e,t){this.params={},this.metrics={},this.startTime=(0,p.z)(),this.dt=t,e.length>=1&&(this.target=e[0]),e.length>=2&&(this.opts=e[1]);var r,n=this.opts||{},i=this.target;"string"==typeof i?r=i:"object"==typeof i&&i instanceof Y?r=i.url:c._A?.URL&&"object"==typeof i&&i instanceof URL&&(r=i.href),T(this,r);var o=(""+(i&&i instanceof Y&&i.method||n.method||"GET")).toUpperCase();this.params.method=o,this.txSize=V(n.body)||0}function A(t,r){var n;this.endTime=(0,p.z)(),this.params||(this.params={}),this.params.status=r?r.status:0,"string"==typeof this.rxSize&&this.rxSize.length>0&&(n=+this.rxSize);var o={txSize:this.txSize,rxSize:n,duration:(0,p.z)()-this.startTime};i("xhr",[this.params,o,this.startTime,this.endTime,"fetch"],this,e.D.ajax)}function E(t){var r=this.params,n=this.metrics;if(!this.ended){this.ended=!0;for(var o=0;o 2&&void 0!==arguments[2])||arguments[2];super(e,t,we.t,r),this.importAggregator()}}new class{constructor(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:(0,_.ky)(16);c._A?(this.agentIdentifier=t,this.sharedAggregator=new y({agentIdentifier:this.agentIdentifier}),this.features={},this.desiredFeatures=new Set(e.features||[]),this.desiredFeatures.add(m),Object.assign(this,(0,a.j)(this.agentIdentifier,e,e.loaderType||"agent")),this.start()):(0,l.Z)("Failed to initial the agent. Could not determine the runtime environment.")}get config(){return{info:(0,t.C5)(this.agentIdentifier),init:(0,t.P_)(this.agentIdentifier),loader_config:(0,t.DL)(this.agentIdentifier),runtime:(0,t.OP)(this.agentIdentifier)}}start(){const t="features";try{const r=n(this.agentIdentifier),i=[...this.desiredFeatures];i.sort(((t,r)=>e.p[t.featureName]-e.p[r.featureName])),i.forEach((t=>{if(r[t.featureName]||t.featureName===e.D.pageViewEvent){const n=function(t){switch(t){case e.D.ajax:return[e.D.jserrors];case e.D.sessionTrace:return[e.D.ajax,e.D.pageViewEvent];case e.D.sessionReplay:return[e.D.sessionTrace];case e.D.pageViewTiming:return[e.D.pageViewEvent];default:return[]}}(t.featureName);n.every((e=>r[e]))||(0,l.Z)("".concat(t.featureName," is enabled but one or more dependent features has been disabled (").concat((0,D.P)(n),"). This may cause unintended consequences or missing data...")),this.features[t.featureName]=new t(this.agentIdentifier,this.sharedAggregator)}})),(0,T.Qy)(this.agentIdentifier,this.features,t)}catch(e){(0,l.Z)("Failed to initialize all enabled instrument classes (agent aborted) -",e);for(const e in this.features)this.features[e].abortHandler?.();const r=(0,T.fP)();return delete r.initializedAgents[this.agentIdentifier]?.api,delete r.initializedAgents[this.agentIdentifier]?.[t],delete this.sharedAggregator,r.ee?.abort(),delete r.ee?.get(this.agentIdentifier),!1}}}({features:[J,m,S,class extends h{static featureName=oe;constructor(t,r){if(super(t,r,oe,!(arguments.length>2&&void 0!==arguments[2])||arguments[2]),!c.il)return;const n=this.ee;let i;(0,k.QU)(n),this.eventsEE=(0,k.em)(n),this.eventsEE.on(se,(function(e,t){this.bstStart=(0,p.z)()})),this.eventsEE.on(ae,(function(t,r){(0,s.p)("bst",[t[0],r,this.bstStart,(0,p.z)()],void 0,e.D.sessionTrace,n)})),n.on(ce+ne,(function(e){this.time=(0,p.z)(),this.startPath=location.pathname+location.hash})),n.on(ce+ie,(function(t){(0,s.p)("bstHist",[location.pathname+location.hash,this.startPath,this.time],void 0,e.D.sessionTrace,n)}));try{i=new PerformanceObserver((t=>{const r=t.getEntries();(0,s.p)(te,[r],void 0,e.D.sessionTrace,n)})),i.observe({type:re,buffered:!0})}catch(e){}this.importAggregator({resourceObserver:i})}},C,xe,B,class extends h{static featureName=de;constructor(e,r){if(super(e,r,de,!(arguments.length>2&&void 0!==arguments[2])||arguments[2]),!c.il)return;if(!(0,t.OP)(e).xhrWrappable)return;try{this.removeOnAbort=new AbortController}catch(e){}let n,i=0;const o=this.ee.get("tracer"),a=(0,k._L)(this.ee),s=(0,k.Lg)(this.ee),u=(0,k.BV)(this.ee),d=(0,k.Kf)(this.ee),f=this.ee.get("events"),l=(0,k.u5)(this.ee),h=(0,k.QU)(this.ee),g=(0,k.Gm)(this.ee);function m(e,t){h.emit("newURL",[""+window.location,t])}function v(){i++,n=window.location.hash,this[ve]=(0,p.z)()}function b(){i--,window.location.hash!==n&&m(0,!0);var e=(0,p.z)();this[pe]=~~this[pe]+e-this[ve],this[ye]=e}function y(e,t){e.on(t,(function(){this[t]=(0,p.z)()}))}this.ee.on(ve,v),s.on(be,v),a.on(be,v),this.ee.on(ye,b),s.on(ge,b),a.on(ge,b),this.ee.buffer([ve,ye,"xhr-resolved"],this.featureName),f.buffer([ve],this.featureName),u.buffer(["setTimeout"+le,"clearTimeout"+fe,ve],this.featureName),d.buffer([ve,"new-xhr","send-xhr"+fe],this.featureName),l.buffer([me+fe,me+"-done",me+he+fe,me+he+le],this.featureName),h.buffer(["newURL"],this.featureName),g.buffer([ve],this.featureName),s.buffer(["propagate",be,ge,"executor-err","resolve"+fe],this.featureName),o.buffer([ve,"no-"+ve],this.featureName),a.buffer(["new-jsonp","cb-start","jsonp-error","jsonp-end"],this.featureName),y(l,me+fe),y(l,me+"-done"),y(a,"new-jsonp"),y(a,"jsonp-end"),y(a,"cb-start"),h.on("pushState-end",m),h.on("replaceState-end",m),window.addEventListener("hashchange",m,(0,O.m$)(!0,this.removeOnAbort?.signal)),window.addEventListener("load",m,(0,O.m$)(!0,this.removeOnAbort?.signal)),window.addEventListener("popstate",(function(){m(0,i>1)}),(0,O.m$)(!0,this.removeOnAbort?.signal)),this.abortHandler=this.#e,this.importAggregator()}#e(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}],loaderType:"spa"})})(),window.NRBA=o})(); window.jQuery || document.write(' ') CKEDITOR_BASEPATH='https://f1000research.com/js/vendor/ckeditor/' window.reactTheme = 'research'; window.MathJax = { CommonHTML: { linebreaks: { automatic: true } }, 'HTML-CSS': { linebreaks: { automatic: true } }, SVG: { linebreaks: { automatic: true } }, AuthorInit: function() { MathJax.Hub.Register.MessageHook('End Process', function () { let timeout = false; // holder for timeout id const delay = 250; // delay after event is "complete" to run callback const reflowMath = function() { const dispFormulas = document.querySelectorAll('.disp-formula.panel'); if (!dispFormulas) { return; } for (const dispFormula of dispFormulas) { const child = dispFormula.querySelector('.MathJax_Preview').nextSibling.firstChild; const isMultiline = MathJax.Hub.getAllJax(dispFormula)[0].root.isMultiline; if (dispFormula.offsetWidth < child.offsetWidth || isMultiline) { MathJax.Hub.Queue(['Rerender', MathJax.Hub, dispFormula]); } } }; window.addEventListener('resize', function() { clearTimeout(timeout); // clear the timeout timeout = setTimeout(reflowMath, delay); // start timing for event "completion" }); }); }, }; if (window.location.hash == '#_=_'){ window.location = window.location.href.split('#')[0] } !function(f,b,e,v,n,t,s){if(f.fbq)return;n=f.fbq=function() {n.callMethod? n.callMethod.apply(n,arguments):n.queue.push(arguments)} ;if(!f._fbq)f._fbq=n; n.push=n;n.loaded=!0;n.version='2.0';n.queue=[];t=b.createElement(e);t.async=!0; t.src=v;s=b.getElementsByTagName(e)[0];s.parentNode.insertBefore(t,s)}(window, document,'script','https://connect.facebook.net/en_US/fbevents.js'); fbq('init', '1641728616063202'); fbq('track', "PixelInitialized", {}); (function(h,o,t,j,a,r){ h.hj=h.hj||function(){(h.hj.q=h.hj.q||[]).push(arguments)}; h._hjSettings={hjid:2318163,hjsv:6}; a=o.getElementsByTagName('head')[0]; r=o.createElement('script');r.async=1; r.src=t+h._hjSettings.hjid+j+h._hjSettings.hjsv; a.appendChild(r); })(window,document,'https://static.hotjar.com/c/hotjar-','.js?sv='); search file_upload Submit your research search menu close search Browse Gateways & Collections How to Publish Submit your Research My Submissions Article Guidelines Article Guidelines (New Versions) Open Data, Software and Code Guidelines Open Data and Accessible Source Materials Guidelines (HSS) Open Data, Software and Code Guidelines (PSE) Prepublication Checks Production Process Posters and Slides Guidelines Document Guidelines Article Processing Charges Peer Review Finding Article Reviewers About How it Works For Reviewers Our Advisors Policies Glossary FAQs For Developers Newsroom Contact My Research Submissions Content and Tracking Alerts My Details Sign In file_upload Submit your research { "@context": "https://schema.org", "@type": "ScholarlyArticle", "mainEntityOfPage": { "@type": "WebPage", "@id": "https://f1000research.com/articles/14-113" }, "headline": "Financial literacy among young college students: Advancements and future directions ", "datePublished": "2025-01-20T16:00:22", "dateModified": "2025-08-28T13:18:05", "author": [ { "@type": "Person", "name": "Paula Andrea Rodríguez-Correa" }, { "@type": "Person", "name": "Sebastián Arias García" }, { "@type": "Person", "name": "María Camila Bermeo-Giraldo" }, { "@type": "Person", "name": "Alejandro Valencia-Arias" }, { "@type": "Person", "name": "Ezequiel Martínez Rojas" }, { "@type": "Person", "name": "Edward Florencio Aurora Vigo" }, { "@type": "Person", "name": "Ada Gallegos" } ], "publisher": { "@type": "Organization", "name": "F1000Research", "logo": { "@type": "ImageObject", "url": "https://f1000research.com/img/AMP/F1000Research_image.png", "height": 480, "width": 60 } }, "image": { "@type": "ImageObject", "url": "https://f1000research.com/img/AMP/F1000Research_image.png", "height": 1200, "width": 150 }, "description": "Abstract* Financial literacy is one of the most important skills that people need in the 21st century, especially the youngest, as is the case with college students and mastering personal finance skills. This topic has gained importance in recent years in the field of scientific research. The objective of this study was to identify the most relevant factors related to financial education among young university students. A systematic literature review was developed based on the parameters established by the PRISMA statement. A total of 44 datasets were analyzed to identify the most recurring factors in the literature. Finally, the validity of the most relevant issues pertaining to the subject of study were identified. Thus, two themes were evident that are still valid and the most frequent in the literature on financial literacy among university students: financial behavior and financial knowledge. It is concluded that financial Inclusion, Budgeting, Financial Attitude, and Adolescents are other topics with a promising future in future research. The results of this study provide a structured guide for future research and help to identify research gaps that can be addressed in future studies." } { "@context": "http://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": "1", "item": { "@id": "https://f1000research.com/", "name": "Home" } }, { "@type": "ListItem", "position": "2", "item": { "@id": "https://f1000research.com/browse/articles", "name": "Browse" } }, { "@type": "ListItem", "position": "3", "item": { "@id": "https://f1000research.com/articles/14-113/v1", "name": "Financial literacy among young college students: Advancements and..." } } ] } Home Browse Financial literacy among young college students: Advancements and... ALL Metrics - Views Downloads Get PDF Get XML Cite How to cite this article Rodríguez-Correa PA, Arias García S, Bermeo-Giraldo MC et al. Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.12688/f1000research.159085.1 ) NOTE: If applicable, it is important to ensure the information in square brackets after the title is included in all citations of this article. Close Copy Citation Details Export Export Citation Sciwheel EndNote Ref. Manager Bibtex ProCite Sente EXPORT Select a format first Track Share ▬ ✚ Systematic Review Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] Paula Andrea Rodríguez-Correa 1 , Sebastián Arias García 2 , María Camila Bermeo-Giraldo 2 , [...] Alejandro Valencia-Arias https://orcid.org/0000-0001-9434-6923 3 , Ezequiel Martínez Rojas https://orcid.org/0000-0002-0914-951X 4 , Edward Florencio Aurora Vigo 5 , Ada Gallegos 6 Paula Andrea Rodríguez-Correa 1 , Sebastián Arias García 2 , [...] María Camila Bermeo-Giraldo 2 , Alejandro Valencia-Arias https://orcid.org/0000-0001-9434-6923 3 , Ezequiel Martínez Rojas https://orcid.org/0000-0002-0914-951X 4 , Edward Florencio Aurora Vigo 5 , Ada Gallegos 6 PUBLISHED 20 Jan 2025 Author details Author details 1 Centro de Investigaciones, Fundacion Escuela Colombiana de Mercadotecnia, Medellín, Antioquia, 050012, Colombia 2 Departamento de Ciencias Administrativas, Instituto Tecnologico Metropolitano, Medellín, Antioquia, 050034, Colombia 3 Escuela de Ingeniería Industrial, Universidad Senor de Sipan, Chiclayo, Lambayeque, 14001, Peru 4 Vicerrectoría de Investigación e Innovación, Universidad Arturo Prat, Iquique, Tarapacá Region, 1110939, Chile 5 Escuela de Ing. Agroindustrial y Comercio E, Universidad Senor de Sipan, Chiclayo, Lambayeque, 14001, Peru 6 Instituto de Investigación y Estudios de la Mujer, Universidad Ricardo Palma Facultad de Ciencias Economicas y Empresariales, Santiago de Surco, Lima, 15039, Peru Paula Andrea Rodríguez-Correa Roles: Conceptualization, Data Curation, Methodology, Writing – Original Draft Preparation Sebastián Arias García Roles: Conceptualization, Resources, Software, Supervision, Writing – Original Draft Preparation María Camila Bermeo-Giraldo Roles: Conceptualization, Investigation, Methodology, Project Administration, Supervision, Writing – Original Draft Preparation Alejandro Valencia-Arias Roles: Conceptualization, Data Curation, Supervision, Visualization, Writing – Original Draft Preparation Ezequiel Martínez Rojas Roles: Conceptualization, Data Curation, Formal Analysis, Methodology, Writing – Original Draft Preparation Edward Florencio Aurora Vigo Roles: Conceptualization, Methodology, Project Administration, Supervision, Validation, Writing – Original Draft Preparation Ada Gallegos Roles: Conceptualization, Formal Analysis, Resources, Software, Writing – Original Draft Preparation OPEN PEER REVIEW DETAILS REVIEWER STATUS Abstract Abstract* Financial literacy is one of the most important skills that people need in the 21st century, especially the youngest, as is the case with college students and mastering personal finance skills. This topic has gained importance in recent years in the field of scientific research. The objective of this study was to identify the most relevant factors related to financial education among young university students. A systematic literature review was developed based on the parameters established by the PRISMA statement. A total of 44 datasets were analyzed to identify the most recurring factors in the literature. Finally, the validity of the most relevant issues pertaining to the subject of study were identified. Thus, two themes were evident that are still valid and the most frequent in the literature on financial literacy among university students: financial behavior and financial knowledge. It is concluded that financial Inclusion, Budgeting, Financial Attitude, and Adolescents are other topics with a promising future in future research. The results of this study provide a structured guide for future research and help to identify research gaps that can be addressed in future studies. READ ALL READ LESS Keywords Financial literacy, College students, Finance skills, Financial Behavior, PRISMA-2020 Corresponding Author(s) Alejandro Valencia-Arias ( [email protected] ) Close Corresponding author: Alejandro Valencia-Arias Competing interests: No competing interests were disclosed. Grant information: The author(s) declared that no grants were involved in supporting this work. Copyright: © 2025 Rodríguez-Correa PA et al . This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. How to cite: Rodríguez-Correa PA, Arias García S, Bermeo-Giraldo MC et al. Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.12688/f1000research.159085.1 ) First published: 20 Jan 2025, 14 :113 ( https://doi.org/10.12688/f1000research.159085.1 ) Latest published: 28 Aug 2025, 14 :113 ( https://doi.org/10.12688/f1000research.159085.3 )  There is a newer version of this article available. Suppress this message for one day. Introduction At present, the adequate management of personal finances is very important. Poor financial decision-making by consumers in financial markets in terms of products and services, such as savings and checking accounts, credit cards and mortgage loans, indicates that there is a need to improve financial education ( Goyal K. & Satish K., 2021 ). For low-income people, there are products without a minimum deposit, which greatly expands the financial offer to audiences that previously had no accessibility ( Garg N. & Shveta S., 2018 ). Different varieties of financial offers generate greater autonomy for people to make financial decisions, such as saving or investing, which implies greater responsibility ( Stolper O. & Andreas W., 2017 ). In this sense, access to credit, the digitization of banking, in-creased longevity and the outlook for retirement demand financial education for adequate decision-making in matters of daily expenses, emergency funds, educational funds, mort-gage funds and retirement ( Goyal K. & Satish K., 2021 ). Young people represent one of the populations most vulnerable to financial abuse, as the decisions they make can affect a long period of their lives. It is imperative for young people to focus on understanding the world of finance to adequately choose and manage financial products ( Garg N. & Shveta S., 2018 ). Experts agree that financial knowledge is related to better financial behavior to take effective measures in the current and future management of money ( Oseifuah, 2010 ). Financial literacy is one of the most crucial skills required of people in the 21st century. Knowledge and confidence in economic participation are part of the financial literacy that young people need to acquire to engage in economic markets without great risk ( Shahid, 2022 ). Key components and methods of effective financial education for young people should be identified to guarantee the long-term fiscal well-being of young people, their families and economic development in general ( Totenhagen et al., 2015 ). In the long term, in general, low savings rates, increased debt and lack of savings for retirement can be occur, which suggests that financial education is necessary to increase and strengthen knowledge, skills and changes in financial behavior among the young population ( Oseifuah, 2010 ). Despite the importance of financial education for young people, providing such education has become a problem for many countries, especially for those emerging economies that, in general, do not reflect adequate financial behavior, leading to stagnant growth of the economy ( Samy et al., 2008 ). Motivated by the above, in this study, research on financial literacy among young people is reviewed to Identify the most important factors related to financial literacy among young college students. 1.1 Financial literacy The definition of financial literacy is broad and relates to financial education. Its importance has been extended for many years based on the need to obtain basic knowledge about the nature of money ( Goyal K. & Satish K., 2021 ). Across time, the study of financial education and how people learn about relevant topics such as credit, circulation and the nature of money has been promoted ( Garg N. & Shveta S., 2018 ). Financial literacy refers to the ability of people to make adequate decisions regarding their financial life based on judgements created from training in topics about the nature and circulation of money, credit, savings for education, retirement, accidents, etc., and pensions, among others ( Taylor S. & Suzanne W., 2011 ). According to Oseifuah (2010) , some key elements of the skills and knowledge of financial education are related to mathematical knowledge, the nature and forms of money, attitudes towards spending and saving, awareness of the associated risks based on financial products and the ability to make responsible and conscious decisions. The importance of financial literacy lies in greater financial inclusion, improvements in the economy and strengthening of the financial sector. People, for example, do not make adequate financial plans to cover their expenses, acquire financial products and services that do not satisfy their real needs, and even become victims of exploitative practices and scams ( Aren S. & Sibel D., 2014 ). Financial literacy is a life skill, a requirement for citizenship and a critical intellectual competence that it is essential for the youngest (such as university students) acquire to perfect critical thinking, judgement, and other skills of a responsible citizen ( Kezar & Hannah, 2010 ). 1.2 Financial literacy among college students For several years, the need to include financial education as an essential component of a college degree has been identified. Before entering the labour market, students should master personal finance skills and have acquired training in responsible attitudes and knowledge of financial behavior within their academic curriculum ( Kezar & Hannah, 2010 ; Potrich et al., 2016 ). A greater inclusion of financial education in the academic pro-grams of universi-ties and higher education institutions would help students learn to properly manage their finances and improve their financial well-being, especially under the environ-mental and technological influences of the modern world ( Ergün, 2018 ). Some studies on this topic have focused on emerging economies. As an example, the study ( Lantara I. Wayan N. & Ni K. R. K., 2015 ) investigates the level of financial education among undergraduate and graduate students in Indonesia. They found that male students, students with eco-nomics and business majors, and those with higher incomes and more work experience have higher rates of financial literacy. Other studies have examined students’ knowledge of savings and spending, banking, risks and insurance, investments, and general financial knowledge ( Sarigül, 2014 ). Other studies have examined models that integrate the financial knowledge, behaviors, and attitudes of university students in Brazil, finding that financial knowledge and attitude have positive impacts on the financial behavior of students ( Potrich et al., 2016 ). The level of financial education among university students in developed countries has also been addressed. Ergün (2018) found that male students, business students, and doctoral students who live in a rental house, students whose parents have a high level of income, student who receive advice on financial matters from their friends who have taken financial courses before, and students who obtain financial information from college education have more knowledge about personal finances. Based on the above, the objective of this research is to identify the validity of the most relevant issues pertaining to financial literacy among young university students. 2. Methods In accordance with the purpose of the research, it is proposed to conduct an exploratory study based on secondary sources of information. This approach involves conducting a systematic literature review, following the methodology defended by Rejeb in Rejeb A. et al. (2022) . This methodology is characterized by its ability to provide a quantitative evaluation of the current state of the scientific corpus around a specific topic. Furthermore, it allows the projection of possible future research directions, thus offering perspectives on emerging trends. To further strengthen this comprehensive literature review, the criteria outlined in the PRISMA statement are adopted. This statement, as detailed in Page M. J. et al. (2022) , establishes rigorous and effective guidelines for conducting literature reviews. 2.1 Inclusion and exclusion criteria As eligibility criteria, inclusion and exclusion criteria are established to select the most relevant documents according to the objective of the review. Three rounds of review were carried out by all the researchers: first, a review of the title, abstract and keywords was carried out in order to exclude those records that were not in line with studies on financial literacy among university students. In a second review, those documents that did not include variables measuring financial literacy were excluded. Finally, the documents were scored from 1 to 3 according to their relevance and the quality of the topic (see Table 1 ). In this way, the relevance of the selected documents was assessed based on the objective of this research. Table 1. Quality evaluation checklist. Sr Ask 1 Is the methodological design used well specified? 2 Is the method of analysis used well specified? 3 Is the type of population analyzed well specified? 4 Are variables for measuring financial literacy included? 5 Is there a statistical method to measure the variables? As part of the exclusion criteria, it was decided not to include documents that focus on populations of primary or secondary school students. Instead, we chose to include those that specifically address financial literacy among higher education students. In addition, articles that lack variables or measures of financial literacy that are analyzed using statistical methods have been eliminated. With this approach, a quality classification has been established that assigns a score of 1 to documents that cover financial literacy factors, even if their analysis is qualitative. The documents that carry out a quantitative descriptive analysis of the financial literacy variables receive a score of 2. Finally, the documents that carry out a correlational study of the variables related to financial literacy are given a score of 3. Therefore, it was decided to include only documents with a score of 3 and to consider the others with scores of 1 and 2 as not relevant. 2.2 Sources of information Once the above is established, the two main databases currently used to index quality scientific literature, such as Scopus and Web of Science, are defined as a source of scientific information ( Caputo & Kargina, 2022 ). In order to carry out bibliometric analyses and literature reviews, researchers usually use these two databases, either individually or jointly, since they are the largest and have the greatest coverage of publications ( Echchakoui, 2020 ). 2.3 Search strategy The search strategy is designed to take into account the nature of international databases, which require searches in English, as well as the previously detailed inclusion criteria. In this sense, the following specialized search equations are established: For the Scopus database: (TITLE (“Financ* literacy” OR “Financ* literate” OR “Financ* education”) AND TITLE (“University student*” OR “College student*” OR stu-dents)) For the Web of Science database: (TI= (“Financ* literacy” OR “Financ* literacy” OR “Financ* education”) AND TI= (“University student*” OR “College student*” OR students)) 2.4 Risk of bias assessment of studies The systematic review of the financial literacy literature requires a careful process of assessing the risk of bias of the selected studies. A detailed description of the methods and tools used is essential for this assessment. In the present review, the risk of bias was assessed using an automated tool in Microsoft Excel ® . This process was carried out jointly by all the authors, as was the data collection, thus ensuring consistency and uniformity in the procedure. This methodology guarantees the quality and integrity of the results, as it allows a standardized and collaborative assessment of the included studies. 2.5 Selection process The application of this strategy within the databases selected as sources of in-formation yielded a total of 350 literature records related to the topic of financial literacy among university students, of which 210 correspond to Scopus and the remaining 140 to Web of Science. After eliminating duplicate records, a total of 246 documents were obtained. Books, notes, editorial material and reviews, and articles in languages other than English and Spanish were discarded, as well as those that could not be accessed. After applying the defined inclusion and exclusion criteria, 46 selected documents were obtained that corresponded to the central theme and scope of the research. This process is illustrated in Figure 1 . Figure 1. PRISMA methodological summary. Source: Own elaboration based on publications retrieved from Scopus and Web of Science. 3. Results The analysis of the results is based on the 44 selected studies listed in Table 2 . It shows the type of document, mostly scientific articles, the objective of the study, the statistical analysis method used, and the country in which the study was applied. The time window is from 2003 to 2023. It is evident that the majority (34%) uses regression analysis to measure the relationship between variables from a predictive approach, followed by factor analysis. (20%) and Structural Equation Modeling (SEM) (18%). In terms of countries studied, the participation of Indonesia is high-lighted, followed by Malaysia, the United States and Turkey. Figure 2. Most recurring financial literacy variables. A careful selection was made of the most recurrent factors used in the assessment of financial literacy among university students. As shown in Figure 2 , the most frequently evaluated factor in 26 publications is related to financial literacy, which is quantified by the ability to understand and manage personal financial matters. This includes the ability to manage money, manage savings and credit, plan for the future, and make informed financial decisions ( Khalisharani et al., 2022 ). In this context, financial literacy involves the understanding, monitoring, and effective use of financial resources with the goal of promoting the well-being and ensuring the economic stability of individuals ( Ajayi T. A. et al., 2022 ). Within this panorama, studies such as that of Ahmad N. L. et al. (2021) explore financial education in the context of accounting students, finding that the financial education and financial behavior of accounting students were at a moderate level, although with a high level of business motivation. Also related to this topic, it has been investigated how financial self-efficacy, which is an individual’s belief in managing finances, using financial services, and beliefs about their personal abilities, helps students achieve important financial goals ( Kartawinata B. et al., 2021 ). The second most assessed factor is financial literacy, which is mentioned in 25 papers. Some authors define financial knowledge as students’ familiarity with some financial terms and concepts that are needed to function in society on a daily basis ( Aydin A. E. & Selcuk E. A., 2019 ). Other studies have found that students with low financial knowledge can engage in behaviors that, in turn, can have academic implications. For example, students may misuse financial products such as credit cards, creating uncontrollable debt while building an inadequate credit history ( Starobin et al., 2013 ). Third, financial behavior was assessed in 14 studies. This topic related to student behavior and their finances has been approached from multiple perspectives, including longitudinal studies with the goal of measuring the association between a competency-based financial planning curriculum and understanding financial knowledge, as seen in studies by Danes S. M et al. (2016) , and the impacts on student behavior and financial patterns according to attitudes and learning acquired in personal finance courses, such as in Johan I Rowlingson K & Appleyard L. (2021) . Therefore, these studies have developed models to identify behaviors in the fi-nances of university students, such as the Theory of Family Financial Socialization and the Theory of Planned Behavior. Financial attitude has also been evaluated in 14 studies and is related to financial decision making by going through a process in which students evaluate a financial decision by considering it correct or necessary ( Gilenko E. & Chernova A., 2021 ). In this way, it refers to an individual’s state of mind, opinion, and judgment regarding their finances, which is why it has also been related to financial behavior and financial literacy ( Khalisharani et al., 2022 ). Furthermore, it is evident that among the most measured variables are personal characteristics, i.e. age, gender, ethnicity, race, nationality, among others. Likewise, family characteristics have been an important measure of financial literacy, in this way the education of parents is highlighted, this is part of an analysis related to the socio-economic environment of students, assuming that aspects related to the culture of the home intervene in financial decisions ( Cordero & Pedraja, 2019 ). 3.1 Research gaps The systematic review of financial literacy identified Table 3 , which summarizes the major research gaps identified in this area. These gaps represent under-researched areas or aspects that need to be explored in greater depth and are fundamental to guiding future research. The intention in highlighting these gaps is to provide a framework for further research to ensure that the most pertinent issues are addressed and contribute significantly to the existing body of knowledge on financial literacy. It is essential that researchers interested in this area review and consider these gaps when designing their future projects. Table 3. Research gaps. Author's calculations based on Scopus and Web of Science. Category Identified gaps Justification Questions for future researchers Thematic Gaps Socioeconomic variables Variables such as parental education have been considered, but the relationship between social class and financial literacy has not been explored in depth ( Cordero J. M & Pedraja F., 2019 ). How does social class affect financial literacy? Financial Literacy and Technology The relationship between financial literacy and financial technology use is unknown. How is fintech impacting the financial literacy of college students? Geographic Gaps Emerging Markets Research in specific countries is highlighted, but there is a lack of studies in other regions, such as emerging markets. How does financial literacy compare among college students in emerging markets? Eastern Europe Although Western countries are well represented, Eastern Europe may be underrepresented. What is the state of financial literacy in Eastern European countries? Interdisciplinary Gaps Psychological Perspective While financial behavior has been studied, a deeper understanding from psychology could be beneficial. What are the major psychobehavioral theories that explain the factors that determine financial literacy? Sociocultural approach The home culture and socioeconomic environment are relevant ( Cordero J. M & Pedraja F., 2019 ), but an anthropological or sociological perspective could provide new analytical perspectives. How do cultural practices and traditions affect financial literacy? Temporary gaps Updates after 2023 The review must be kept up to date to reflect changes and emerging trends. What are the emerging trends in financial literacy beyond 2023? 4. Discussion This study proposes a research agenda that identifies the most recurrent research topics, as well as the years of greatest relevance of the keywords. In this way, it is possible to define those topics that have already lost relevance and those that are expected to have a good future in future research. Thus, it is observed that the most addressed topic has been credit. In Figure 3 , it is possible to visualize the topics that are currently relevant and tend to increase in the coming years. Among these topics, Financial Knowledge stands out, which is closely related to the research object of this study, as it is a knowledge that allows people to understand information related to personal finances and business. Financial Behavior is also a topic of great interest at present and in the future by researchers, related to people’s reasoning that affects financial decision-making. On the other hand, there has been talk of Financial Inclusion, which refers to access to useful and accessible financial products and services according to each person’s needs. Figure 3. Research agenda. Source: Own elaboration based on publications retrieved from Scopus and Web of Science. There is also sustained interest in the topic of Budgeting for budget management, whether personal or business. Adolescents are a target audience for financial literacy re-search, as they are at a crucial age to learn about personal finances and thus influence better financial decisions they may make in the future. Therefore, it is another topic with a promising future in future research. On the other hand, from the theory of human behavior, the study of variables such as Attitudes Towards Money has intensified in order to identify a young person’s favorable or unfavorable position towards money. To this topic, the theme of Financial Attitude is also added, referring to someone’s willingness to behave towards financial literacy. In this way, new research questions may arise from research gaps that can be ad-dressed in future studies. What improvement strategies can be implemented in universities in emerging economies to strengthen the financial literacy of university students? How can innovative behavior influence financial decisions in adolescents? What strategies can be implemented to improve the personal finances of young people in developing economies? How can financial inclusion influence better financial decision-making among university students? The results of this study allowed the authors to meet the objective of identifying the most relevant issues pertaining to financial literacy among young university students, providing a structured guide for future research. With the development of the methodology based on PRISMA, a more detailed and structured process for retrieving publications was developed ( Barquero, 2022 ). This systematic review collected and processed a total of 44 documents that focus on financial education and college students. Unlike previous studies that adopted a broader focus on financial well-being ( Nguyen S. M., 2022 ), reviewing the issue in a period from 2002 to 2022 ( Ansari et al., 2022 ), from reviews of learning methodologies on financial education ( Hussein J. K. & Hussein K. S., 2022 ), this review adopted a more specific perspective regarding a population that is very important for consumption and economic development, i.e., young university students. The results indicated that financial literacy among young university students is a growing field. This result is consistent with the results reported by Méndez S. et al. (2022) , who reviewed the current state of literature in Latin America and the Caribbean, and by Shelly et al. (2022) , who addressed the personal finances of the general population. These two investigations indicate progress and an increase in world interest in the subject. 4.1 Limitations This bibliometric study, although exhaustive and based on the PRIS-MA-2020 methodology, has some limitations that must be recognized. First, the study is limited to the Scopus and Web of Science databases, excluding other relevant academic databases that may contain relevant research on financial literacy. This exclusivity could lead to a biased view of the field of study. In addition, the reliance on specific tools such as Microsoft Excel ® ( Excel, 2007 ) and VOSviewer ® ( Van Eck and Waltman, 2010 ) limits bibliometric analysis to the functionalities and capabilities of these platforms. Although these tools are widely recognized for their usefulness, there may be other techniques or software that offer complementary perspectives or different methods of analysis. Finally, the focus on bibliometric indicators of quantity, quality and structure, while relevant, may have omitted other relevant indicators that could provide a more detailed overview of the evolution and trends in the financial literacy literature. 4.2 Practical implications Regarding the practical implications, this systematic review complemented with a bibliometric analysis aimed to offer a more complete view of the dynamics of the academic and scientific production related to financial education. Therefore, this research provides inputs for policymakers, regulators, and researchers to understand the characteristics of financial education and youth behavior and to identify research fields that have potential. Likewise, the findings of this research contribute to consolidating the literature in the field of financial literacy and provide areas of interest for other authors and professionals to carry out future research activities. The analysis of the literature on financial literacy revealed that quantitative methods predominate; therefore, more qualitative studies should be developed so as to provide a deep understanding of the behavior of individuals with regard to managing their finances in different contexts. The findings indicate that future studies should focus on measuring financial illiteracy in various economic contexts because the results of the analysis suggest that financial illiteracy is a phenomenon not only in developing countries but also in advanced economies. Studies that measure the levels of financial education in different population generations, such as Millennials and Centennials, where financial behavior and knowledge can be influenced using technology, should also be conducted. Other future studies could analyse emerging economies, with longitudinal studies that allow comparing the evolution and new needs demanded by financial markets; the latter will determine the training content for the financial field. The systematic review of the literature on financial literacy, through an exhaustive synthesis and analysis of scientific works in the field, has profound practical implications in various sectors and dimensions. One of these is education. By identifying dominant trends and themes in the literature, education systems can adapt and update their curricula to incorporate modern concepts and pedagogical methods in the teaching of financial literacy. This is particularly relevant at the secondary and tertiary levels, where young people are beginning to have their first experiences with personal financial management. From a public policy perspective, a robust systematic review of financial education can inform decisions about the design and implementation of national programs aimed at improving the financial health of the population. For example, by identifying geographic areas or demographic groups that are underrepresented in the literature, policymakers can target resources and efforts to these populations to ensure that they are not left behind in terms of financial skills and knowledge. Another practical implication of this type of study is for the financial sector itself. Financial institutions such as banks, credit unions and others can benefit from a deeper understanding of trends and gaps in financial literacy. This understanding can help them design products, services and marketing campaigns that are most appropriate and effective for their customer base. In addition, by identifying areas where financial literacy is low, institutions can develop education and training programs targeted to their customers. Finally, in the area of technological innovation, understanding the literature on financial literacy through systematic reviews can guide the development of digital tools and platforms aimed at improving financial health. FinTech’s and technology start-ups can identify opportunities to address unmet needs or develop solutions that are better adapted to emerging trends in financial behavior, particularly in the context of rapid digitization and technological change. 5. Conclusions In this study, the research on financial literacy among young university students was reviewed, and the most relevant issues around this phenomenon were identified. There are two themes that are still valid and are the most frequent in the literature on financial literacy among university students: “Financial Behavior” and “Financial Knowledge”. Keyword mapping identified 5 thematic groups that are active in the current state of the literature on financial literacy among college students: (1) gender studies on the administration of personal bonds and savings; (2) determinants of financial education for self-efficacy and financial inclusion; (3) behavior and social awareness of financial training by students; (4) knowledge of financial wellness and basic fundamentals of financial literacy; and (5) use and adoption of financial services by university students. Recently, financial education and literacy have increased, occupying a leading role in economic development and individual well-being, thus making it imperative to investi-gate the level of financial education of different segments of society. The level of financial knowledge of people must be determined, and the ability to correctly use financial instruments and methods must be promoted. Appropriate individualized training programs can be formulated based on financial deficiencies. This research has some limitations that may be characteristic of the literature review methodology, such as the fact that only the Scopus and Web of Science databases were used to obtain publications for the analysis and calculation of bibliometric indicators. Therefore, other researchers can include other databases to complement the study. Additionally, the keywords used for the search equation should be reconsidered because they may not be sufficient, i.e., the search could be expanded to include new keywords related to skills and financial management. This could provide more relevant information for making more accurate financial decisions. Finally, this study may have omitted good-quality research published in a language other than English from the analysis. Ethics and consent statement No ethical approval or consent was required. Disclosure statement No Data availability Underlying data No data are associated with this article. Extended data Zenodo: Financial Literacy among Young College Students: Advancements and Future Directions, https://doi.org/10.5281/zenodo.14204753 ( Rodriguez-Correa et al., 2023 ). The project contains the following data: • Database. Csv • Figure 1 • Figure 2 • Figure 3 • Flowchart • PRISMA checklist • Table 2 The repository contains the data extracted from the databases for the bibliometric analysis. It also includes the PRISMA-recommended checklist for systematic literature reviews, along with the corresponding flow diagram. The data availability statement for this study has been duly registered and archived in the Zenodo open data repository, which is recognized for its commitment to the accessibility and preservation of scientific data. The data and materials supported by this study are publicly available under a Creative Commons Attribution 4.0 International (CC BY 4.0) license and can be accessed at the following DOI link: https://doi.org/10.5281/zenodo.14204753 ( Rodriguez-Correa et al., 2023 ). Acknowledgments Not applicable. References Ahmad NL, Farhanah N, Abu B: Entrepreneurship motivation among accounting students: the role of financial literacy and financial behaviour. Jurnal Pengurusan. 2021; 63 : 1–13. Publisher Full Text Ajayi TA, Obioma VU, Ogomegbunam E, et al. : Investigation of Financial Literacy and Money Attitudes Among First-Year Undergraduate Accounting Students: A Rational Emotive Behavior Therapy-Based Coaching Intervention. SAGE Open. 2022; 12 : 1–10. Publisher Full Text Ansari Y, Albarrak MS, Sherfudeen N, et al. : A Study of Financial Literacy of Investors—A Bibliometric Analysis. Int. J. Financial Stud. 2022; 10 : 1–16. Publisher Full Text Aren S, Sibel D: A literature review on financial literacy. Finansal Araştırmalar ve Çalışmalar Dergisi. 2014; 6 : 33–49. Publisher Full Text Aydin AE, Selcuk EA: An investigation of financial literacy, money ethics and time preferences among college students: A structural equation model. Int. J. Bank Mark. 2019; 37 : 880–900. Publisher Full Text Barquero W: Análisis de PRISMA como metodología para revisión sistemática: Una aproximación general. Saúde Em Redes. 2022; 8 : 339–360. Publisher Full Text Caputo A, Kargina M: A user-friendly method to merge scopus and web of science data during bibliometric analysis. J. Mark. Anal. 2022; 10 : 82–88. Publisher Full Text Cordero JM, Pedraja F: The effect of financial education training on the financial literacy of Spanish students in PISA. Appl. Econ. 2019; 51 : 1679–1693. Publisher Full Text Danes SM, Deenanath V, Yang Y: Evaluation of Financial Literacy Development of High School Students: A Longitudinal Mixed Methods Study.Aprea C, editor. International Handbook of Financial Literacy. Springer; 2016. Publisher Full Text Echchakoui S: Why and how to merge Scopus and Web of Science during bibliometric analysis: the case of sales force literature from 1912 to 2019. J. Mark. Anal. 2020; 8 : 165–184. Publisher Full Text Ergün K: Financial literacy among university students: A study in eight European countries. Int. J. Consum. Stud. 2018; 42 : 2–15. Publisher Full Text Excel MS: Microsoft Excel. USA: Denver Co.; 2007. Garg N, Shveta S: Financial literacy among youth. Int. J. Soc. Econ. 2018; 45 : 173–186. Publisher Full Text Gilenko E, Chernova A: Saving behavior and financial literacy of Russian high school students: An application of a copula-based bivariate probit-regression approach. Child Youth Serv. Rev. 2021; 127 : 106122. Publisher Full Text Goyal K, Satish K: Financial literacy: A systematic review and bibliometric analysis. Int. J. Consum. Stud. 2021; 45 : 80–105. Publisher Full Text Herrera-Franco G, Montalván-Burbano N, Carrión-Mero P, et al. : Research Trends in Geotourism: A Bibliometric Analysis Using the Scopus Database. Geosciences. 2020; 10 : 379. Publisher Full Text Hussein JK, Hussein KS: Behavioral biases and their impact on financial performance in the context of financial literacy: a literature review. World Bulletin of Management and Law. 2022; 11 : 38–49. Reference Source Johan I, Rowlingson K, Appleyard L: The effect of personal finance education on the financial knowledge, attitudes and behaviour of university students in Indonesia. J. Fam. Econ. Iss. 2021; 42 : 351–367. Publisher Full Text Kartawinata B, Fakhri M, Pradana M, et al. : The Role of Financial Self-Efficacy: Mediating Effects of Financial Literacy & Financial Inclusion Of Students In West Java, Indonesia. Journal of Management Information and Decision Sciences. 2021; 24 : 1–9. Kezar A, Hannah Y: The importance of financial literacy. About Campus: Enriching the Student Learning Experience. 2010; 14 : 15–21. Publisher Full Text Khalisharani H, Rahmayani J, Fazli M: The Influence of Financial Literacy and Attitude Towards Financial Behaviour Amongst Undergraduate Students: A Cross-Country Evidence. Pertanika J. Soc. Sci. Hum. 2022; 30 : 449–474. Publisher Full Text Lantara I, Wayan N, Ni KRK: Financial literacy among university students: Empirical evidence from Indonesia. J. Indones. Econ. Bus. 2015; 30 : 247–256. Méndez S, Zambrano M, Zambrano S, et al. : A Systematic Review of Financial Literacy Research in Latin America and The Caribbean. Sustainability. 2022; 14 : 3814. Publisher Full Text Nguyen SM: Visualization and bibliometric analysis on the research of financial well-being. Int. J. Adv. Appl. Sci. 2022; 9 : 10–18. Publisher Full Text Oseifuah E: Financial literacy and youth entrepreneurship in South Africa. Afr. J. Econ. Manag. Stud. 2010; 1 : 164–182. Publisher Full Text Page MJ, Moher D, McKenzie J: Introduction to PRISMA 2020 and implications for research synthesis methodologists. Res. Synth. Methods. 2022; 13 : 156–163. PubMed Abstract | Publisher Full Text Potrich ACG, Vieira KM, Mendes-Da-Silva W: Development of a financial literacy model for university students. Manag. Res. Rev. 2016; 39 : 356–376. Publisher Full Text Rejeb A, Rejeb K, Abdollahi A, et al. : The big picture on Instagram research: Insights from a bibliometric analysis. Telematics Inform. 2022; 73 : 101876. Publisher Full Text Rodriguez-Correa PA, Arias García S, Bermeo-Giraldo MC, et al. : Financial Literacy among Young College Students: Advancements and Future Directions. [Dataset]. Zenodo. 2023. Publisher Full Text Samy M, Tawfik H, Huang R, et al. : Financial literacy of youth - A sensitivity analysis of the determinants. Int. J. Econ. Sci. Appl. Res. 2008; 1 : 55–70. Sarigül H: A survey of financial literacy among university students. J. Acco. Fina. 2014; 64 : 207–224. Shahid H: Encouraging financial literacy for Younger: Effects on self-confidence. J. Soc. Sci. Manag. Stud. 2022; 1 : 98–103. Shelly, Firoz M, Kaushal N: A bibliometric analysis on personal financial management and financial literacy: Trends and future directions. JIMS8M The Journal of Indian Management & Strategy. 2022; 27 (2): 35–44. Publisher Full Text Starobin SS, Hagedorn LS, Purnamasari A, et al. : Examining Financial Literacy among Transfer and Nontransfer Students: Predicting Financial Well-Being and Academic Success at a Four-Year University. Community Coll. J. Res. Pract. 2013; 37 (3): 216–225. Publisher Full Text Stolper O, Andreas W: Financial literacy, financial advice, and financial behavior. J. Bus. Econ. 2017; 87 : 581–643. Publisher Full Text Taylor S, Suzanne W: Financial literacy: A review of government policy and initiatives. Australas. Account. Bus. Finance J. 2011; 5 : 101–125. Totenhagen C, Deborah M, Kelsey M: financial literacy: A review of key considerations and promising delivery methods. J. Fam. Econ. Iss. 2015; 36 : 167–191. Publisher Full Text Van Eck N, Waltman L: Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 2010; 84 (2): 523–538. PubMed Abstract | Publisher Full Text | Free Full Text Comments on this article Comments (0) Version 3 VERSION 3 PUBLISHED 20 Jan 2025 ADD YOUR COMMENT Comment Author details Author details 1 Centro de Investigaciones, Fundacion Escuela Colombiana de Mercadotecnia, Medellín, Antioquia, 050012, Colombia 2 Departamento de Ciencias Administrativas, Instituto Tecnologico Metropolitano, Medellín, Antioquia, 050034, Colombia 3 Escuela de Ingeniería Industrial, Universidad Senor de Sipan, Chiclayo, Lambayeque, 14001, Peru 4 Vicerrectoría de Investigación e Innovación, Universidad Arturo Prat, Iquique, Tarapacá Region, 1110939, Chile 5 Escuela de Ing. Agroindustrial y Comercio E, Universidad Senor de Sipan, Chiclayo, Lambayeque, 14001, Peru 6 Instituto de Investigación y Estudios de la Mujer, Universidad Ricardo Palma Facultad de Ciencias Economicas y Empresariales, Santiago de Surco, Lima, 15039, Peru Paula Andrea Rodríguez-Correa Roles: Conceptualization, Data Curation, Methodology, Writing – Original Draft Preparation Sebastián Arias García Roles: Conceptualization, Resources, Software, Supervision, Writing – Original Draft Preparation María Camila Bermeo-Giraldo Roles: Conceptualization, Investigation, Methodology, Project Administration, Supervision, Writing – Original Draft Preparation Alejandro Valencia-Arias Roles: Conceptualization, Data Curation, Supervision, Visualization, Writing – Original Draft Preparation Ezequiel Martínez Rojas Roles: Conceptualization, Data Curation, Formal Analysis, Methodology, Writing – Original Draft Preparation Edward Florencio Aurora Vigo Roles: Conceptualization, Methodology, Project Administration, Supervision, Validation, Writing – Original Draft Preparation Ada Gallegos Roles: Conceptualization, Formal Analysis, Resources, Software, Writing – Original Draft Preparation Competing interests No competing interests were disclosed. Grant information The author(s) declared that no grants were involved in supporting this work. Article Versions (3) version 3 Revised Published: 28 Aug 2025, 14:113 https://doi.org/10.12688/f1000research.159085.3 version 2 Revised Published: 01 May 2025, 14:113 https://doi.org/10.12688/f1000research.159085.2 version 1 Published: 20 Jan 2025, 14:113 https://doi.org/10.12688/f1000research.159085.1 Copyright © 2025 Rodríguez-Correa PA et al . This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Download Export To Sciwheel Bibtex EndNote ProCite Ref. Manager (RIS) Sente metrics Views Downloads F1000Research - - PubMed Central info_outline Data from PMC are received and updated monthly. - - Citations open_in_new 0 open_in_new 0 open_in_new SEE MORE DETAILS CITE how to cite this article Rodríguez-Correa PA, Arias García S, Bermeo-Giraldo MC et al. Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.12688/f1000research.159085.1 ) NOTE: If applicable, it is important to ensure the information in square brackets after the title is included in all citations of this article. COPY CITATION DETAILS track receive updates on this article Track an article to receive email alerts on any updates to this article. TRACK THIS ARTICLE Share Open Peer Review Current Reviewer Status: ? Key to Reviewer Statuses VIEW HIDE Approved The paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved Fundamental flaws in the paper seriously undermine the findings and conclusions Version 1 VERSION 1 PUBLISHED 20 Jan 2025 Views 0 Cite How to cite this report: Matthews C. Reviewer Report For: Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.5256/f1000research.174764.r364298 ) The direct URL for this report is: https://f1000research.com/articles/14-113/v1#referee-response-364298 NOTE: it is important to ensure the information in square brackets after the title is included in this citation. Close Copy Citation Details Reviewer Report 19 Mar 2025 Claire Matthews , Massey University, Palmerston North, New Zealand Approved with Reservations VIEWS 0 https://doi.org/10.5256/f1000research.174764.r364298 This is an interesting paper, but I have concerns about some elements of it. It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much ... Continue reading READ ALL This is an interesting paper, but I have concerns about some elements of it. It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Are the rationale for, and objectives of, the Systematic Review clearly stated? Yes Are sufficient details of the methods and analysis provided to allow replication by others? Partly Is the statistical analysis and its interpretation appropriate? Partly Are the conclusions drawn adequately supported by the results presented in the review? Yes If this is a Living Systematic Review, is the ‘living’ method appropriate and is the search schedule clearly defined and justified? (‘Living Systematic Review’ or a variation of this term should be included in the title.) Not applicable References 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues . 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies . 2014; 38 (6): 593-601 Publisher Full Text Competing Interests: No competing interests were disclosed. Reviewer Expertise: Financial literacy/capability/wellbeing I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above. Close READ LESS CITE CITE HOW TO CITE THIS REPORT Matthews C. Reviewer Report For: Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.5256/f1000research.174764.r364298 ) The direct URL for this report is: https://f1000research.com/articles/14-113/v1#referee-response-364298 NOTE: it is important to ensure the information in square brackets after the title is included in all citations of this article. COPY CITATION DETAILS Report a concern Author Response 01 May 2025 JHOANY ALEJANDRO VALENCIA ARIAS , Escuela de Ingeniería Industrial, Universidad Senor de Sipan, Chiclayo, 14001, Peru 01 May 2025 Author Response Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used ... Continue reading Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. Response : The study's time window of analysis (2003-2023) is highlighted. The search equation cannot be modified. These methodological decisions, although necessary to focus the review, may have limited the comprehensiveness of the results. It should also be noted that modifying the search strategy at this point would significantly alter the set of retrieved studies and, consequently, the findings presented in this article. Therefore, it is included in the limitation of the study. Comment : The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues. 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies. 2014; 38 (6): 593-601 Publisher Full Text Response : Therefore, it is included in the limitation of the study. Comment : Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Response : A paragraph is added to the discussion acknowledging this evolution of the term. Also, the conceptual differences between the three terms are briefly explained. It justifies why the review focuses on “financial literacy” and how it remains relevant. Finally, it is proposed that future research could take a more integrative approach, including these new concepts. Comment : Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Response : It is explained that the time window of the study analysis comprises (2003-2023). However, a study feed is added in response to this observation. Comment : Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Response : Spelling and grammar errors are corrected. Unnecessary hyphens are eliminated. Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. Response : The study's time window of analysis (2003-2023) is highlighted. The search equation cannot be modified. These methodological decisions, although necessary to focus the review, may have limited the comprehensiveness of the results. It should also be noted that modifying the search strategy at this point would significantly alter the set of retrieved studies and, consequently, the findings presented in this article. Therefore, it is included in the limitation of the study. Comment : The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues. 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies. 2014; 38 (6): 593-601 Publisher Full Text Response : Therefore, it is included in the limitation of the study. Comment : Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Response : A paragraph is added to the discussion acknowledging this evolution of the term. Also, the conceptual differences between the three terms are briefly explained. It justifies why the review focuses on “financial literacy” and how it remains relevant. Finally, it is proposed that future research could take a more integrative approach, including these new concepts. Comment : Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Response : It is explained that the time window of the study analysis comprises (2003-2023). However, a study feed is added in response to this observation. Comment : Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Response : Spelling and grammar errors are corrected. Unnecessary hyphens are eliminated. Competing Interests: No competing interests were disclosed. Close Report a concern Respond or Comment COMMENTS ON THIS REPORT Author Response 01 May 2025 JHOANY ALEJANDRO VALENCIA ARIAS , Escuela de Ingeniería Industrial, Universidad Senor de Sipan, Chiclayo, 14001, Peru 01 May 2025 Author Response Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used ... Continue reading Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. Response : The study's time window of analysis (2003-2023) is highlighted. The search equation cannot be modified. These methodological decisions, although necessary to focus the review, may have limited the comprehensiveness of the results. It should also be noted that modifying the search strategy at this point would significantly alter the set of retrieved studies and, consequently, the findings presented in this article. Therefore, it is included in the limitation of the study. Comment : The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues. 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies. 2014; 38 (6): 593-601 Publisher Full Text Response : Therefore, it is included in the limitation of the study. Comment : Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Response : A paragraph is added to the discussion acknowledging this evolution of the term. Also, the conceptual differences between the three terms are briefly explained. It justifies why the review focuses on “financial literacy” and how it remains relevant. Finally, it is proposed that future research could take a more integrative approach, including these new concepts. Comment : Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Response : It is explained that the time window of the study analysis comprises (2003-2023). However, a study feed is added in response to this observation. Comment : Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Response : Spelling and grammar errors are corrected. Unnecessary hyphens are eliminated. Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. Response : The study's time window of analysis (2003-2023) is highlighted. The search equation cannot be modified. These methodological decisions, although necessary to focus the review, may have limited the comprehensiveness of the results. It should also be noted that modifying the search strategy at this point would significantly alter the set of retrieved studies and, consequently, the findings presented in this article. Therefore, it is included in the limitation of the study. Comment : The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues. 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies. 2014; 38 (6): 593-601 Publisher Full Text Response : Therefore, it is included in the limitation of the study. Comment : Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Response : A paragraph is added to the discussion acknowledging this evolution of the term. Also, the conceptual differences between the three terms are briefly explained. It justifies why the review focuses on “financial literacy” and how it remains relevant. Finally, it is proposed that future research could take a more integrative approach, including these new concepts. Comment : Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Response : It is explained that the time window of the study analysis comprises (2003-2023). However, a study feed is added in response to this observation. Comment : Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Response : Spelling and grammar errors are corrected. Unnecessary hyphens are eliminated. Competing Interests: No competing interests were disclosed. Close Report a concern COMMENT ON THIS REPORT Comments on this article Comments (0) Version 3 VERSION 3 PUBLISHED 20 Jan 2025 ADD YOUR COMMENT Comment keyboard_arrow_left keyboard_arrow_right Open Peer Review Reviewer Status info_outline Alongside their report, reviewers assign a status to the article: Approved The paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved Fundamental flaws in the paper seriously undermine the findings and conclusions Reviewer Reports Invited Reviewers 1 2 3 Version 3 (revision) 28 Aug 25 read Version 2 (revision) 01 May 25 read read Version 1 20 Jan 25 read Claire Matthews , Massey University, Palmerston North, New Zealand Luisa Blanco , Pepperdine University, Malibu, USA Terron Phillips , Purdue University (Ringgold ID: 311308), West Lafayette, USA Comments on this article All Comments (0) Add a comment Sign up for content alerts Sign Up You are now signed up to receive this alert Browse by related subjects keyboard_arrow_left Back to all reports Reviewer Report 0 Views copyright © 2025 Blanco L. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. 04 Sep 2025 | for Version 3 Luisa Blanco , Pepperdine University, Malibu, USA 0 Views copyright © 2025 Blanco L. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. format_quote Cite this report speaker_notes Responses (0) Approved info_outline Alongside their report, reviewers assign a status to the article: Approved The paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved Fundamental flaws in the paper seriously undermine the findings and conclusions Thanks for addressing my comments. Competing Interests No competing interests were disclosed. Reviewer Expertise Financial behavior, financial knowledge I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard. reply Respond to this report Responses (0) Blanco L. Peer Review Report For: Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.5256/f1000research.184466.r409697) NOTE: it is important to ensure the information in square brackets after the title is included in this citation. The direct URL for this report is: https://f1000research.com/articles/14-113/v3#referee-response-409697 keyboard_arrow_left Back to all reports Reviewer Report 0 Views copyright © 2025 Phillips T. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. 28 May 2025 | for Version 2 Terron Phillips , Purdue University (Ringgold ID: 311308), West Lafayette, Indiana, USA 0 Views copyright © 2025 Phillips T. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. format_quote Cite this report speaker_notes Responses (0) Approved info_outline Alongside their report, reviewers assign a status to the article: Approved The paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved Fundamental flaws in the paper seriously undermine the findings and conclusions This is an extremely important topic that will only increase in relevance with time as millenials and Gen Zers are making more and more serious financial decisions post-college; thank you for your work researching financial literacy in formal educational environments. I appreciate the methodological approach, as it's a useful (and somewhat uncommon) and effective means to address your research question/overall study aim. I do wonder, however, about the novelty of the findings and their potential contributions to the scholarship on financial literacy in higher education specifically. There's a growing body of literature out there (you cite Aydin & Seluk, I also recommend checking out Phillips & Kiracofe, 2022 (Ref 1), Hernandez & Gibb, 2020 (Ref 2); Moreland-Capui, 2019 (Ref 3) on finanicial literacy programming and development in higher education, and the core skills and competencies typically needed by college-age students. Findings like the importance of budgeting, financial planning, social/ cultural responsive financial ed, the relationship between financial behaviors and knowledge, etc. are evident across a number of studies. What I think is needed are concrete recommendations toward designing and implementing programming at the higher ed level that addresses each of the themes highlighted in this and previous studies. Are the rationale for, and objectives of, the Systematic Review clearly stated? Partly Are sufficient details of the methods and analysis provided to allow replication by others? Yes Is the statistical analysis and its interpretation appropriate? Yes Are the conclusions drawn adequately supported by the results presented in the review? Yes If this is a Living Systematic Review, is the ‘living’ method appropriate and is the search schedule clearly defined and justified? (‘Living Systematic Review’ or a variation of this term should be included in the title.) Not applicable References 1. Phillips T, Kiracofe C: Financial Literacy Programming in Higher Education: What’s There and What’s Missing. Journal of Student Affairs Research and Practice . 2023; 60 (5): 702-715 Publisher Full Text 2. Hernandez M, Gibb JK: Culture, behavior and health. Evol Med Public Health . 2020; 2020 (1): 12-13 PubMed Abstract | Publisher Full Text 3. Moreland-Capuia A: Training for Change. 2019. Publisher Full Text Competing Interests No competing interests were disclosed. Reviewer Expertise Area of expertise: Higher Education Leadership, Education Law & Policy, Financial Literacy/wellness in higher educatiuon, culturally responsive higher education I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard. reply Respond to this report Responses (0) Phillips T. Peer Review Report For: Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.5256/f1000research.180205.r382499) NOTE: it is important to ensure the information in square brackets after the title is included in this citation. The direct URL for this report is: https://f1000research.com/articles/14-113/v2#referee-response-382499 keyboard_arrow_left Back to all reports Reviewer Report 0 Views copyright © 2025 Blanco L. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. 28 May 2025 | for Version 2 Luisa Blanco , Pepperdine University, Malibu, USA 0 Views copyright © 2025 Blanco L. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. format_quote Cite this report speaker_notes Responses (1) Not Approved info_outline Alongside their report, reviewers assign a status to the article: Approved The paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved Fundamental flaws in the paper seriously undermine the findings and conclusions Major Comments Contribution of the paper – From reading the abstract, I am not convinced that this paper offers a major contribution. I appreciate the idea behind the study, but I find the structure unconvincing. The terms financial knowledge and behavior are very broad, and the topics suggested for future research are essentially subtopics within these broad categories. I suggest organizing the literature around these various subtopics, then identifying which ones are more commonly addressed and which are underexplored. For example, when focusing on college students, it makes sense to emphasize specific financial behaviors relevant to them—such as student debt and budgeting. In contrast, topics like retirement preparedness and savings may be less applicable to this group. That said, one could argue that introducing college students to concepts like retirement savings and compound interest is crucial. If your paper identifies a gap in that area, it would offer specific insights for stakeholders. Definition of financial literacy – Please elaborate on this definition, as it is central to your study. There are several key papers that discuss this in detail. Given your focus on financial knowledge and behavior, a more comprehensive explanation is necessary. See the references below for possible sources to incorporate. Financial literacy among college students – I recommend expanding this section. The experiences of college students regarding access to financial education programs and their levels of financial knowledge likely vary across regions and countries. This section currently feels weak, especially considering it is the main focus of the paper. Methods section – I suggest reorganizing this section for better flow. For instance, instead of starting with inclusion/exclusion criteria, consider beginning with the search strategy so readers understand your starting point. Search term – In my experience, using only financial literacy as the main search term can be too narrow. I conducted a systematic review (see reference below) and had to expand my search terms, as many studies use financial knowledge , financial literacy , and financial skills interchangeably. Overall – I like the core idea of the paper, but I recommend reworking how you categorize the papers. Try to develop a classification system that is more salient and relevant for researchers. Figure 3 presents some promising topics, but there's noticeable overlap. Consider refining this analysis by using narrower categories to yield more meaningful insights. Minor Comments In the abstract, should it be financial attitudes instead of attitude ? In the introduction, you mention "young people." It would be helpful to define early on which specific group you are focusing on. When considering young people and financial literacy, possible groups include: Children (elementary to middle school), Youth (high school—distinct from K–8 because some U.S. states mandate financial education in high school), College students, who may overlap with young adults aged 18–24. You clarify your focus in the Methods section, but it would be useful to mention this earlier. The sentence: “Despite the importance of financial education for young people, providing such education has become a problem for many countries, especially for those emerging economies that, in general, do not reflect adequate financial behavior, leading to stagnant growth of the economy (Samy et al., 2008).” contains what seems like an inaccurate generalization. I recommend reworking or removing this sentence. List of references for the 44 studies – I suggest including this as a separate section from your main reference list, so readers can easily see which studies were included in your systematic review. You’ll likely cite additional literature, so it makes sense to keep them separate (see Blanco et al., 2024, for an example approach). The sentence: “As shown in Figure 2, the most frequently assessed factor—identified in 26 publications—is financial literacy itself.” isn't a particularly strong insight, given that financial literacy was your main search term. Similarly, “The second most assessed factor is financial knowledge, which is mentioned in 25 papers.” restates your search terms. As noted above, researchers often use financial knowledge and financial literacy interchangeably. Xiao, J. J., Huang, J., Goyal, K., and Kumar, S. 2022. “Financial capability: a systematic conceptual review, extension and synthesis.” International Journal of Bank Marketing 40: 1680–1717. https://doi.org/10.1108/IJBM-05-2022-0185 Lusardi, A. and Mitchell, O. S. 2023. “The importance of financial literacy opening a new field.” Journal of Economic Perspectives 37: 137–154. https://doi.org/10.1257/jep.37.4.137 Blanco, L. R., Garcia, C., Gulbins, B., & Gutierrez, R. (2024). Systematic review of racial/ethnic and gender differences in financial knowledge in the United States. Journal of Financial Literacy and Wellbeing , 1–30. https://doi.org/10.1017/flw.2024.10 Are the rationale for, and objectives of, the Systematic Review clearly stated? Yes Are sufficient details of the methods and analysis provided to allow replication by others? Partly Is the statistical analysis and its interpretation appropriate? Partly Are the conclusions drawn adequately supported by the results presented in the review? Partly If this is a Living Systematic Review, is the ‘living’ method appropriate and is the search schedule clearly defined and justified? (‘Living Systematic Review’ or a variation of this term should be included in the title.) Partly Competing Interests No competing interests were disclosed. Reviewer Expertise Financial behavior, financial knowledge I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above. reply Respond to this report Responses (1) Author Response 28 Aug 2025 JHOANY ALEJANDRO VALENCIA ARIAS, Escuela de Ingeniería Industrial, Universidad Senor de Sipan, Chiclayo, 14001, Peru We thank the reviewer for their valuable contributions to the rigor of the manuscript. Below, we detail their response point by point: Comment : Contribution of the paper – From reading the abstract, I am not convinced that this paper offers a major contribution. I appreciate the idea behind the study, but I find the structure unconvincing. The terms financial knowledge and behavior are very broad, and the topics suggested for future research are essentially subtopics within these broad categories. I suggest organizing the literature around these various subtopics, then identifying which ones are more commonly addressed and which are underexplored. For example, when focusing on college students, it makes sense to emphasize specific financial behaviors relevant to them—such as student debt and budgeting. In contrast, topics like retirement preparedness and savings may be less applicable to this group. That said, one could argue that introducing college students to concepts like retirement savings and compound interest is crucial. If your paper identifies a gap in that area, it would offer specific insights for stakeholders. Response : We appreciate the reviewer’s valuable observation regarding the need to clarify the specific contribution of our study. In response, we have restructured the literature review and results sections by organizing the broad categories of “financial knowledge” and “financial behavior” into detailed subtopics (e.g., budgeting, student debt, credit card use). This allows for a clearer identification of underexplored areas such as retirement planning, fintech adoption, and financial attitudes in young students. Additionally, the abstract has been revised to better highlight these contributions, and the discussion now includes explicit implications for educational stakeholders and policymakers. We believe these changes clarify the originality and practical relevance of our findings. Comment : Definition of financial literacy – Please elaborate on this definition, as it is central to your study. There are several key papers that discuss this in detail. Given your focus on financial knowledge and behavior, a more comprehensive explanation is necessary. See the references below for possible sources to incorporate. Response : We appreciate the reviewer’s recommendation to strengthen the theoretical foundation of the study by elaborating on the definition of financial literacy. In response, we revised section 1.1 to incorporate several key references Comment : Financial literacy among college students – I recommend expanding this section. The experiences of college students regarding access to financial education programs and their levels of financial knowledge likely vary across regions and countries. This section currently feels weak, especially considering it is the main focus of the paper. Response : The section is strengthened by including a paragraph that expands on the experiences of university students with respect to access to financial education programs and their levels of financial literacy according to regional and national conditions. Comment : Methods section – I suggest reorganizing this section for better flow. For instance, instead of starting with inclusion/exclusion criteria, consider beginning with the search strategy so readers understand your starting point. Response : The methodology section is reorganized for better flow as suggested starting with the inclusion/exclusion criteria and the search strategy so that readers understand the starting point. Comment : Search term – In my experience, using only financial literacy as the main search term can be too narrow. I conducted a systematic review (see reference below) and had to expand my search terms, as many studies use financial knowledge, financial literacy, and financial skills interchangeably. Response : We thank the reviewer for this valuable observation. We recognize that related terms such as “financial knowledge” and “financial skills” are frequently used in the literature and that their inclusion could have broadened the scope of the review. However, expanding the search equation to incorporate these terms would require a full redesign of the study’s methodology and data extraction process, which was beyond the scope of the current article. Nevertheless, we have acknowledged this point as a methodological limitation in the revised version and suggest that future systematic reviews consider a more inclusive keyword strategy to capture a wider range of conceptual approaches. Comment : Overall – I like the core idea of the paper, but I recommend reworking how you categorize the papers. Try to develop a classification system that is more salient and relevant for researchers. Figure 3 presents some promising topics, but there's noticeable overlap. Consider refining this analysis by using narrower categories to yield more meaningful insights. Response : Thank you for this thoughtful and encouraging feedback. In response to your suggestion, we restructured the analysis by developing a more refined and inductively derived classification system. Rather than organizing the results solely under broad categories like “financial knowledge” and “behavior,” we identified six thematic subtopics—such as budgeting, debt management, digital tools, and financial self-efficacy—based on the specific variables reported in each study. This new framework reduces overlap, enhances the salience of the findings, and offers more targeted insights for researchers and stakeholders. Comment : In the abstract, should it be financial attitudes instead of attitude? Response : Corrected as suggested, changed to plural: “Financial Attitudes”, to maintain consistency with the content of the article. Comment : In the introduction, you mention "young people." It would be helpful to define early on which specific group you are focusing on. When considering young people and financial literacy, possible groups include: 1. Children (elementary to middle school), 2. Youth (high school—distinct from K–8 because some U.S. states mandate financial education in high school), 3. College students, who may overlap with young adults aged 18–24. You clarify your focus in the Methods section, but it would be useful to mention this earlier. Response : In the introduction section there is a paragraph that clarifies from the beginning the population group defined for the study, which is young university students between 18 and 24 years of age. Comment : The sentence: “Despite the importance of financial education for young people, providing such education has become a problem for many countries, especially for those emerging economies that, in general, do not reflect adequate financial behavior, leading to stagnant growth of the economy (Samy et al., 2008).” contains what seems like an inaccurate generalization. I recommend reworking or removing this sentence. Response : The paragraph is modified to avoid generalization Comment : List of references for the 44 studies – I suggest including this as a separate section from your main reference list, so readers can easily see which studies were included in your systematic review. You’ll likely cite additional literature, so it makes sense to keep them separate (see Blanco et al., 2024, for an example approach). Blanco, L. R., Garcia, C., Gulbins, B., & Gutierrez, R. (2024). Systematic review of racial/ethnic and gender differences in financial knowledge in the United States. Journal of Financial Literacy and Wellbeing, 1–30. https://doi.org/10.1017/flw.2024.10 Response : Thank you for this helpful suggestion. Following your recommendation, we have created a separate section at the end of the manuscript that lists the 44 studies included in the systematic review. This distinction makes it easier for readers to identify the primary sources analyzed in the review. Additionally, the article by Blanco et al. (2024), which you kindly recommended, has been incorporated into the main reference list and cited in the theoretical framework. Comment : The sentence: “As shown in Figure 2, the most frequently assessed factor—identified in 26 publications—is financial literacy itself.” isn't a particularly strong insight, given that financial literacy was your main search term. Response : We agree that the original statement did not offer a meaningful analytical contribution, as it simply reflected the scope of our search strategy. In response, we revised the sentence to emphasize the conceptual ambiguity and varied operationalization of the term “financial literacy” across the included studies. Comment : Similarly, “The second most assessed factor is financial knowledge, which is mentioned in 25 papers.” restates your search terms. As noted above, researchers often use financial knowledge and financial literacy interchangeably. Response : We recognize that highlighting the frequency of “financial literacy” as a stand-alone outcome did not provide substantial analytic value, especially given the overlap with the main search term. We have revised this phrase to reflect the conceptual ambiguity between “financial literacy” and “financial knowledge” in the literature. View more View less Competing Interests No competing interests were disclosed. reply Respond Report a concern Blanco L. Peer Review Report For: Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.5256/f1000research.180205.r382496) NOTE: it is important to ensure the information in square brackets after the title is included in this citation. The direct URL for this report is: https://f1000research.com/articles/14-113/v2#referee-response-382496 keyboard_arrow_left Back to all reports Reviewer Report 0 Views copyright © 2025 Matthews C. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. 19 Mar 2025 | for Version 1 Claire Matthews , Massey University, Palmerston North, New Zealand 0 Views copyright © 2025 Matthews C. This is an open access peer review report distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. format_quote Cite this report speaker_notes Responses (1) Approved With Reservations info_outline Alongside their report, reviewers assign a status to the article: Approved The paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved Fundamental flaws in the paper seriously undermine the findings and conclusions This is an interesting paper, but I have concerns about some elements of it. It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Are the rationale for, and objectives of, the Systematic Review clearly stated? Yes Are sufficient details of the methods and analysis provided to allow replication by others? Partly Is the statistical analysis and its interpretation appropriate? Partly Are the conclusions drawn adequately supported by the results presented in the review? Yes If this is a Living Systematic Review, is the ‘living’ method appropriate and is the search schedule clearly defined and justified? (‘Living Systematic Review’ or a variation of this term should be included in the title.) Not applicable References 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues . 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies . 2014; 38 (6): 593-601 Publisher Full Text Competing Interests No competing interests were disclosed. Reviewer Expertise Financial literacy/capability/wellbeing I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above. reply Respond to this report Responses (1) Author Response 01 May 2025 JHOANY ALEJANDRO VALENCIA ARIAS, Escuela de Ingeniería Industrial, Universidad Senor de Sipan, Chiclayo, 14001, Peru Dear reviewer, we thank you for your valuable contributions to the research. Below, we respond point by point to your comments: Comment : It is unclear what timeframe was used for the literature search. The timeframe in Figure 3 suggests it was only from 2014, which seems much too short a time frame to do justice to the topic. Restricting the search to terms in the article title is a major limitation, an issue which is compounded by the search terms use. I believe the search should have included the abstract. In addition, I think the search should have included "University" and "College" as separate terms. Response : The study's time window of analysis (2003-2023) is highlighted. The search equation cannot be modified. These methodological decisions, although necessary to focus the review, may have limited the comprehensiveness of the results. It should also be noted that modifying the search strategy at this point would significantly alter the set of retrieved studies and, consequently, the findings presented in this article. Therefore, it is included in the limitation of the study. Comment : The lack of any reference to the APLUS project at the University of Arizona is likely a reflection of the search limitations. This is a leading project into financial literacy of university students. The potentially relevant articles include; [Ref 1 and 2]. 1. Henager R, Anong S, Serido J, Shim S: Does Financial Satisfaction Vary Depending on the Funding Strategy Used to Pay for College?. Journal of Family and Economic Issues. 2021; 42 (3): 429-448 Publisher Full Text 2. Xiao J, Ahn S, Serido J, Shim S: Earlier financial literacy and later financial behaviour of college students. International Journal of Consumer Studies. 2014; 38 (6): 593-601 Publisher Full Text Response : Therefore, it is included in the limitation of the study. Comment : Research into financial literacy has evolved into financial capability and financial wellbeing - financial literacy has really become an outdated term. The difference between these terms and the evolution of the research away from financial literacy should be discussed in the paper. Response : A paragraph is added to the discussion acknowledging this evolution of the term. Also, the conceptual differences between the three terms are briefly explained. It justifies why the review focuses on “financial literacy” and how it remains relevant. Finally, it is proposed that future research could take a more integrative approach, including these new concepts. Comment : Figure 3 is a useful figure but the timeframes for the various concepts seem very short raising questions about the timeframe used for the research. Response : It is explained that the time window of the study analysis comprises (2003-2023). However, a study feed is added in response to this observation. Comment : Some attention is needed to the spelling and grammar - in particular there are many unnecessary hyphens throughout the paper. Response : Spelling and grammar errors are corrected. Unnecessary hyphens are eliminated. View more View less Competing Interests No competing interests were disclosed. reply Respond Report a concern Matthews C. Peer Review Report For: Financial literacy among young college students: Advancements and future directions [version 1; peer review: 1 approved with reservations] . F1000Research 2025, 14 :113 ( https://doi.org/10.5256/f1000research.174764.r364298) NOTE: it is important to ensure the information in square brackets after the title is included in this citation. The direct URL for this report is: https://f1000research.com/articles/14-113/v1#referee-response-364298 Alongside their report, reviewers assign a status to the article: Approved - the paper is scientifically sound in its current form and only minor, if any, improvements are suggested Approved with reservations - A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit. Not approved - fundamental flaws in the paper seriously undermine the findings and conclusions Adjust parameters to alter display View on desktop for interactive features Includes Interactive Elements View on desktop for interactive features Competing Interests Policy Provide sufficient details of any financial or non-financial competing interests to enable users to assess whether your comments might lead a reasonable person to question your impartiality. Consider the following examples, but note that this is not an exhaustive list: Examples of 'Non-Financial Competing Interests' Within the past 4 years, you have held joint grants, published or collaborated with any of the authors of the selected paper. You have a close personal relationship (e.g. parent, spouse, sibling, or domestic partner) with any of the authors. You are a close professional associate of any of the authors (e.g. scientific mentor, recent student). You work at the same institute as any of the authors. You hope/expect to benefit (e.g. favour or employment) as a result of your submission. You are an Editor for the journal in which the article is published. Examples of 'Financial Competing Interests' You expect to receive, or in the past 4 years have received, any of the following from any commercial organisation that may gain financially from your submission: a salary, fees, funding, reimbursements. You expect to receive, or in the past 4 years have received, shared grant support or other funding with any of the authors. You hold, or are currently applying for, any patents or significant stocks/shares relating to the subject matter of the paper you are commenting on. Stay Updated Sign up for content alerts and receive a weekly or monthly email with all newly published articles Register with F1000Research Already registered? Sign in Not now, thanks close PLEASE NOTE If you are an AUTHOR of this article, please check that you signed in with the account associated with this article otherwise we cannot automatically identify your role as an author and your comment will be labelled as a “User Comment”. If you are a REVIEWER of this article, please check that you have signed in with the account associated with this article and then go to your account to submit your report, please do not post your review here. If you do not have access to your original account, please contact us . All commenters must hold a formal affiliation as per our Policies . The information that you give us will be displayed next to your comment. User comments must be in English, comprehensible and relevant to the article under discussion. We reserve the right to remove any comments that we consider to be inappropriate, offensive or otherwise in breach of the User Comment Terms and Conditions . Commenters must not use a comment for personal attacks. When criticisms of the article are based on unpublished data, the data should be made available. I accept the User Comment Terms and Conditions Please confirm that you accept the User Comment Terms and Conditions. Affiliation ✕ refresh Please enter your institution. Note: To add your institution or organisation, start typing the name and then select the correct name from the list. Where applicable, the name will appear in both the original language and in English. Do not paste in the name. If the name does not appear in the drop-down list, we will display the information you have entered. ✕ refresh Country/Region * USA UK Canada China France Germany Afghanistan Aland Islands Albania Algeria American Samoa Andorra Angola Anguilla Antarctica Antigua and Barbuda Argentina Armenia Aruba Australia Austria Azerbaijan Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bermuda Bhutan Bolivia Bosnia and Herzegovina Botswana Bouvet Island Brazil British Indian Ocean Territory British Virgin Islands Brunei Bulgaria Burkina Faso Burundi Cambodia Cameroon Canada Cape Verde Cayman Islands Central African Republic Chad Chile China Christmas Island Cocos (Keeling) Islands Colombia Comoros Congo Cook Islands Costa Rica Cote d'Ivoire Croatia Cuba Cyprus Czech Republic Democratic Republic of the Congo Denmark Djibouti Dominica Dominican Republic Ecuador Egypt El Salvador Equatorial Guinea Eritrea Estonia Ethiopia Falkland Islands Faroe Islands Federated States of Micronesia Fiji Finland France French Guiana French Polynesia French Southern Territories Gabon Georgia Germany Ghana Gibraltar Greece Greenland Grenada Guadeloupe Guam Guatemala Guernsey Guinea Guinea-Bissau Guyana Haiti Heard Island and Mcdonald Islands Holy See (Vatican City State) Honduras Hong Kong Hungary Iceland India Indonesia Iran Iraq Ireland Israel Italy Jamaica Japan Jersey Jordan Kazakhstan Kenya Kiribati Kosovo (Serbia and Montenegro) Kuwait Kyrgyzstan Lao People's Democratic Republic Latvia Lebanon Lesotho Liberia Libya Liechtenstein Lithuania Luxembourg Macao Madagascar Malawi Malaysia Maldives Mali Malta Marshall Islands Martinique Mauritania Mauritius Mayotte Mexico Minor Outlying Islands of the United States Moldova Monaco Mongolia Montenegro Montserrat Morocco Mozambique Myanmar Namibia Nauru Nepal Netherlands Antilles New Caledonia New Zealand Nicaragua Niger Nigeria Niue Norfolk Island North Korea North Macedonia Northern Mariana Islands Norway Oman Pakistan Palau Palestinian Territory Panama Papua New Guinea Paraguay Peru Philippines Pitcairn Poland Portugal Puerto Rico Qatar Reunion Romania Russian Federation Rwanda Saint Helena Saint Kitts and Nevis Saint Lucia Saint Pierre and Miquelon Saint Vincent and the Grenadines Samoa San Marino Sao Tome and Principe Saudi Arabia Senegal Serbia Seychelles Sierra Leone Singapore Slovakia Slovenia Solomon Islands Somalia South Africa South Georgia and the South Sandwich Is South Korea South Sudan Spain Sri Lanka Sudan Suriname Svalbard and Jan Mayen Swaziland Sweden Switzerland Syria Taiwan Tajikistan Tanzania Thailand The Gambia The Netherlands Timor-Leste Togo Tokelau Tonga Trinidad and Tobago Tunisia Turkey Turkmenistan Turks and Caicos Islands Tuvalu UK USA Uganda Ukraine United Arab Emirates United States Virgin Islands Uruguay Uzbekistan Vanuatu Venezuela Vietnam Wallis and Futuna West Bank and Gaza Strip Western Sahara Yemen Zambia Zimbabwe Please select your country/region. You must enter a comment. Competing Interests Please disclose any competing interests that might be construed to influence your judgment of the article's or peer review report's validity or importance. Competing Interests Policy Provide sufficient details of any financial or non-financial competing interests to enable users to assess whether your comments might lead a reasonable person to question your impartiality. Consider the following examples, but note that this is not an exhaustive list: Examples of 'Non-Financial Competing Interests' Within the past 4 years, you have held joint grants, published or collaborated with any of the authors of the selected paper. You have a close personal relationship (e.g. parent, spouse, sibling, or domestic partner) with any of the authors. You are a close professional associate of any of the authors (e.g. scientific mentor, recent student). You work at the same institute as any of the authors. You hope/expect to benefit (e.g. favour or employment) as a result of your submission. You are an Editor for the journal in which the article is published. Examples of 'Financial Competing Interests' You expect to receive, or in the past 4 years have received, any of the following from any commercial organisation that may gain financially from your submission: a salary, fees, funding, reimbursements. You expect to receive, or in the past 4 years have received, shared grant support or other funding with any of the authors. You hold, or are currently applying for, any patents or significant stocks/shares relating to the subject matter of the paper you are commenting on. Please state your competing interests The comment has been saved. An error has occurred. Please try again. Cancel Post var lTitle = "Financial literacy among young college students:...".replace("'", ''); var linkedInUrl = "http://www.linkedin.com/shareArticle?url=https://f1000research.com/articles/14-113/v1" + "&title=" + encodeURIComponent(lTitle) + "&summary=" + encodeURIComponent('Read the article by '); var deliciousUrl = "https://del.icio.us/post?url=https://f1000research.com/articles/14-113/v1&title=" + encodeURIComponent(lTitle); var redditUrl = "http://reddit.com/submit?url=https://f1000research.com/articles/14-113/v1" + "&title=" + encodeURIComponent(lTitle); linkedInUrl += encodeURIComponent('Rodríguez-Correa PA et al.'); var offsetTop = /chrome/i.test( navigator.userAgent ) ? 4 : -10; var addthis_config = { ui_offset_top: offsetTop, services_compact : "facebook,twitter,www.linkedin.com,www.mendeley.com,reddit.com", services_expanded : "facebook,twitter,www.linkedin.com,www.mendeley.com,reddit.com", services_custom : [ { name: "LinkedIn", url: linkedInUrl, icon:"/img/icon/at_linkedin.svg" }, { name: "Mendeley", url: "http://www.mendeley.com/import/?url=https://f1000research.com/articles/14-113/v1/mendeley", icon:"/img/icon/at_mendeley.svg" }, { name: "Reddit", url: redditUrl, icon:"/img/icon/at_reddit.svg" }, ] }; var addthis_share = { url: "https://f1000research.com/articles/14-113", templates : { twitter : "Financial literacy among young college students: Advancements.... Rodríguez-Correa PA et al., published by " + "@F1000Research" + ", https://f1000research.com/articles/14-113/v1" } }; if (typeof(addthis) != "undefined"){ addthis.addEventListener('addthis.ready', checkCount); addthis.addEventListener('addthis.menu.share', checkCount); } $(".f1r-shares-twitter").attr("href", "https://twitter.com/intent/tweet?text=" + addthis_share.templates.twitter); $(".f1r-shares-facebook").attr("href", "https://www.facebook.com/sharer/sharer.php?u=" + addthis_share.url); $(".f1r-shares-linkedin").attr("href", addthis_config.services_custom[0].url); $(".f1r-shares-reddit").attr("href", addthis_config.services_custom[2].url); $(".f1r-shares-mendelay").attr("href", addthis_config.services_custom[1].url); function checkCount(){ setTimeout(function(){ $(".addthis_button_expanded").each(function(){ var count = $(this).text(); if (count !== "" && count != "0") $(this).removeClass("is-hidden"); else $(this).addClass("is-hidden"); }); }, 1000); } close How to cite this report {{reportCitation}} Cancel Copy Citation Details $(function(){R.ui.buttonDropdowns('.dropdown-for-downloads');}); $(function(){R.ui.toolbarDropdowns('.toolbar-dropdown-for-downloads');}); $.get("/articles/acj/159085/174764") new F1000.Clipboard(); new F1000.ThesaurusTermsDisplay("articles", "article", "174764"); $(document).ready(function() { $( "#frame1" ).on('load', function() { var mydiv = $(this).contents().find("div"); var h = mydiv.height(); console.log(h) }); var tooltipLivingFigure = jQuery(".interactive-living-figure-label .icon-more-info"), titleLivingFigure = tooltipLivingFigure.attr("title"); tooltipLivingFigure.simpletip({ fixed: true, position: ["-115", "30"], baseClass: 'small-tooltip', content:titleLivingFigure + " " }); tooltipLivingFigure.removeAttr("title"); $("body").on("click", ".cite-living-figure", function(e) { e.preventDefault(); var ref = $(this).attr("data-ref"); $(this).closest(".living-figure-list-container").find("#" + ref).fadeIn(200); }); $("body").on("click", ".close-cite-living-figure", function(e) { e.preventDefault(); $(this).closest(".popup-window-wrapper").fadeOut(200); }); $(document).on("mouseup", function(e) { var metricsContainer = $(".article-metrics-popover-wrapper"); if (!metricsContainer.is(e.target) && metricsContainer.has(e.target).length === 0) { $(".article-metrics-close-button").click(); } }); var articleId = $('#articleId').val(); if($("#main-article-count-box").attachArticleMetrics) { $("#main-article-count-box").attachArticleMetrics(articleId, { articleMetricsView: true }); } }); var figshareWidget = $(".new_figshare_widget"); if (figshareWidget.length > 0) { window.figshare.load("f1000", function(Widget) { // Select a tag/tags defined in your page. In this tag we will place the widget. _.map(figshareWidget, function(el){ var widget = new Widget({ articleId: $(el).attr("figshare_articleId") //height:300 // this is the height of the viewer part. [Default: 550] }); widget.initialize(); // initialize the widget widget.mount(el); // mount it in a tag that's on your page // this will save the widget on the global scope for later use from // your JS scripts. This line is optional. //window.widget = widget; }); }); } close Error Close Add Reset F1000.MICROSERVICES.AFFILIATION = ''; $(document).ready(function () { $('.js-affiliations-form').each((index, form) => { new AffiliationForm({ formId: form.id, institutionErrorSelector: '.comment-enter-institution', departmentErrorSelector: '.comment-enter-department', placeSelector: '.js-add-comment-place', stateSelector: '.js-add-comment-state', zipCodeSelector: '.js-add-comment-zipcode', countrySelector: '.js-add-comment-country', countryErrorSelector: '.comment-enter-country', }); }); }); $(document).ready(function () { var reportIds = { "364293": 0, "364295": 0, "364294": 0, "381826": 0, "364301": 0, "364300": 0, "364302": 0, "364297": 0, "364296": 0, "364299": 0, "364298": 24, "382493": 0, "382492": 0, "382495": 0, "382494": 0, "382491": 0, "382497": 0, "382496": 17, "382499": 9, "382498": 0, "365621": 0, "365623": 0, "365622": 0, "362941": 0, "365629": 0, "365628": 0, "362943": 0, "362942": 0, "365630": 0, "365625": 0, "365624": 0, "365627": 0, "365626": 0, "362949": 0, "362948": 0, "362950": 0, "362945": 0, "362944": 0, "362947": 0, "362946": 0, "409695": 0, "361189": 0, "361188": 0, "361191": 0, "361190": 0, "361187": 0, "409696": 0, "409697": 15, "367213": 0, "367212": 0, "361196": 0, "367215": 0, "367214": 0, "361193": 0, "361192": 0, "361195": 0, "361194": 0, "367221": 0, "367220": 0, "367217": 0, "367216": 0, "367219": 0, "367218": 0, }; $(".referee-response-container,.js-referee-report").each(function(index, el) { var reportId = $(el).attr("data-reportid"), reportCount = reportIds[reportId] || 0; $(el).find(".comments-count-container,.js-referee-report-views").html(reportCount); }); var uuidInput = $("#article_uuid"), oldUUId = uuidInput.val(), newUUId = "e1a9f4c7-08c4-46df-9fe3-ed662a46fd96"; uuidInput.val(newUUId); $("a[href*='article_uuid=']").each(function(index, el) { var newHref = $(el).attr("href").replace(oldUUId, newUUId); $(el).attr("href", newHref); }); }); An innovative open access publishing platform offering rapid publication and open peer review, whilst supporting data deposition and sharing. Browse Gateways Collections How it Works Contact For Developers Cookie Notice Privacy Notice RSS Submit Your Research Follow us © 2012-2026 F1000 Research Ltd. ISSN 2046-1402 | Legal | Partner of Research4Life • CrossRef • ORCID • FAIRSharing R.templateTests.simpleTemplate = R.template(' $text $text $text $text $text '); R.templateTests.runTests(); var F1000platform = new F1000.Platform({ name: "f1000research", displayName: "F1000Research", hostName: "f1000research.com", id: "1", editorialEmail: "[email protected]", infoEmail: "[email protected]", usePmcStats: true }); $(function(){R.ui.dropdowns('.dropdown-for-authors, .dropdown-for-about, .dropdown-for-myresearch');}); // $(function(){R.ui.dropdowns('.dropdown-for-referees');}); $(document).ready(function () { if ($(".cookie-warning").is(":visible")) { $(".sticky").css("margin-bottom", "35px"); $(".devices").addClass("devices-and-cookie-warning"); } $(".cookie-warning .close-button").click(function (e) { $(".devices").removeClass("devices-and-cookie-warning"); $(".sticky").css("margin-bottom", "0"); }); $("#tweeter-feed .tweet-message").each(function (i, message) { var self = $(message); self.html(linkify(self.html())); }); $(".partner").on("mouseenter mouseleave", function() { $(this).find(".gray-scale, .colour").toggleClass("is-hidden"); }); }); Sign In Remember me Forgotten your password? Sign In Cancel Email or password not correct. Please try again Please wait... $(function(){ // Note: All the setup needs to run against a name attribute and *not* the id due the clonish // nature of facebox... $("a[id=googleSignInButton]").click(function(event){ event.preventDefault(); $("input[id=oAuthSystem]").val("GOOGLE"); $("form[id=oAuthForm]").submit(); }); $("a[id=facebookSignInButton]").click(function(event){ event.preventDefault(); $("input[id=oAuthSystem]").val("FACEBOOK"); $("form[id=oAuthForm]").submit(); }); $("a[id=orcidSignInButton]").click(function(event){ event.preventDefault(); $("input[id=oAuthSystem]").val("ORCID"); $("form[id=oAuthForm]").submit(); }); }); If you've forgotten your password, please enter your email address below and we'll send you instructions on how to reset your password. The email address should be the one you originally registered with F1000. Email address not valid, please try again You registered with F1000 via Google, so we cannot reset your password. To sign in, please click here . If you still need help with your Google account password, please click here . You registered with F1000 via Facebook, so we cannot reset your password. To sign in, please click here . If you still need help with your Facebook account password, please click here . Code not correct, please try again Reset password Cancel Email us for further assistance. Server error, please try again. If your email address is registered with us, we will email you instructions to reset your password. If you think you should have received this email but it has not arrived, please check your spam filters and/or contact for further assistance. Please wait... Register $(document).ready(function () { signIn.createSignInAsRow($("#sign-in-form-gfb-popup")); $(".target-field").each(function () { var uris = $(this).val().split("/"); if (uris.pop() === "login") { $(this).val(uris.toString().replace(",","/")); } }); });

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2025) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00