Methods
129
Study site 130
The Shannon Callows is a protected area of lowland wet meadows and extensively grazed 131
pasture in central Ireland. The area is approximately 50km long with a high diversity of semi-132
natural habitats. Land here is managed for silage and hay and much is unsuitable for intensive 133
agriculture. It is designated as a Special Protection Area for the protection of wintering birds, 134
their habitat, and breeding Corncrake Crex crex under the Birds Directive (2009/147/EC) and 135
as a Special Area of Conservation under the Habitats Directive (92/43/EEC). The extent of the 136
Special Protection Area is shown in Fig 1. 137
Study species 138
Whinchat breed in the Shannon Callows, which is one of their strongholds in Ireland (Balmer 139
et al. 2013). Chicks typically leave the nest at 13.66 days (± 0.85 SD) (Storchová and Hořák 140
2018; BTO 2023), but in some places up to 15 days old (Tome and Denac 2012). They can fly 141
at days 17-19, but after this they still remain near the nest and dependent on their parents for 142
9-15 more days with independence around day 29 -30 (Collar 2005; Tome and Denac 2012; 143
Storchová and Hořák 2018) . Up until day 30, fledglings remain within approximately 100 144
meters of the nest site (Tome and Denac 2012) allowing them to be reliably assigned to specific 145
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nests. In this study we record fledging date once fledglings are observed. As they remain on 146
the ground or in the nest for several days after fledging our date is likely overestimated. Our 147
focus was on when chicks had sufficient mobility to avoid mowing and therefore fledging date 148
in this study can be defined as such rather than the strictly biological interpretation. 149
Field methods 150
We collected field data on breeding whinchat in the Shannon Callows in 2014, 2016, 2018, 151
2019 and 2020. In 2018 a comprehensive Whinchat census was carried out across all suitable 152
habitats. Subsequently, in 2019 and 2020, surveys were limited to previously confirmed sites. 153
For 2014 and 2016, only fledging date data were available. Surveying was conducted at a slow 154
pace, with transects spaced 50-100m apart, depending on accessibility. In areas where drains 155
or ditches restricted movement, potential perch points such as trees, fences and plant stalks 156
were scanned for bird activity. Nest disturbance was minimised throughout the survey period. 157
158
159
Fig. 1. Location of the Shannon Callows in central Ireland where the study was undertaken. 160
Data: NPWS, Special Protection Areas (SPA), 2024. CC BY 4.0. 161
162
Data collection focused on habitat characteristics, breeding activity and phenological events. 163
Key recorded dates included pair confirmation, first and last observations, breeding, fledging, 164
and mowing. The variables used in the analysis are shown in Table 1. Nests were considered 165
successful if they produced fledglings. To standardize temporal data, date was converted to 166
ordinal day, accounting for leap years. 167
168
Surveys were conducted from April to August, with site visits rotated to ensure comprehensive 169
coverage. Observations took place between 06:00–12:00 and 16:00–20:00 Irish Standard Time 170
(IST). During this period, sunrise ranged from approximately 07:00 in April to 05:00 in June, 171
and sunset from 20:00 in April to 22:00 in June. At the beginning of the breeding season, males 172
sing from perches, allowing both visual and auditory detection. Male perch locations were 173
recorded using GPS coordinates, with behavioural observations made from approximately 80 174
meters to minimize disturbance. A second observer confirmed territory boundaries each June 175
to ensure accuracy. Territories were classified following Bibby et al ., (2000), requiring a 176
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6
minimum of three observations over a 10-day period. Once pairs were established , spot 177
mapping was used to estimate territory boundaries (Bibby 2000). Territories were monitored 178
every 3-5 days for 10 -20 minutes to record key breeding behaviours, including pairing (birds 179
observed perching together), breeding activity (alarm calling, carrying food), and fledging 180
success (direct observation of fledglings). 181
182
Table 1. Definitions of terms used in the study to model and assess breeding Whinchat success 183
in the Shannon Callows, Ireland in relation to timing of mowing. 184
Term Description
Breeding date Date adult observed carrying food OR both adults observed
alarm calling (both indicate hatched young)
Fledging date Date young were first observed in territory (recently fledged
birds will hide in grass so likely overestimated). Used to
indicate when birds could avoid mowing activity.
Predicted hatched date Estimated from breeding date
Final status Success – bird fledged; Failure – breeding pair were recorded
but no fledglings
Mowing day Date mowing was observed within that nest’s estimated
territory
Predicted Fledging Date Predicted hatching day plus 15 days (assumed maximum time
chicks take to fledge)
Mowing Day in Relation to
Fledge Timing
Difference between the predicted fledging date and the
mowing date
185
Cumulative proportions 186
The population growth rate (λ) was calculated with 187
188
λ = PA + PJβ, 189
190
where PA is the probability of annual adult survival, P J is the probability of juvenile survival 191
from fledging to the following breeding season, and β is the production of female fledglings 192
per pair per breeding season (Pulliam 1988) . When λ equals 1, population size remains 193
constant, when it is greater than 1 the population is increasing and when it is less than one the 194
population is decreasing (Pulliam and Danielson 1991) (see Table 2 for justification of 195
estimates). A literature review was undertaken to identify these whinchat vital rates. 196
197
198
199
200
201
202
203
204
205
206
207
208
209
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Table 2. Vital rates used to calculate the population growth rate (λ) with justification and 210
sources for each. 211
Value Justification Literature
Probability of
annual adult
survival (PA)
0.52 Can be considered a true estimate
of survivability due to highly site
faithful birds in Nigeria
(Blackburn and
Cresswell 2016)
Probability of
juvenile survival
(PJ)
0.276 Mean of 3 estimates
(Schmidt and Hantge
1954; Müller et al.
2005; Border et al.
2017)
Breeding
productivity (β)
2.61 Mean of 8 estimates (5.21/2) (Gray 1973) (5.6);
(Fuller and Glue 1977)
(4.96); (Pudil
2001)(5.48); (Gritschik
and Baranovsky
2004)(4.64); (Müller et
al. 2005) (4.9);
(Frankiewicz
2008)(5.6); (Fischer et
al. 2013) (4.73);
(Shitikov et al.
2015)(5.79)
Statistical modelling and resampling 212
First, we created a new variable called Predicted Fledge Date under the assumption that chick 213
fledging occurs 13.66 (± 0.85 SD) (Storchová and Hořák 2018; BTO 2023) days following the 214
Predicted Hatching Date . This is the stricter biological definition of fledging, referring 215
specifically to when chicks leave the nest. Given the absence of data regarding the Predicted 216
Hatching Date for the 53 available observations, the dataset was subsequently reduced to 43 217
observations for further analysis. Subsequently, a second new variable, Mowing Day in 218
Relation to Fledge Timing, was calculated. 219
220
This variable was calculated as follows: 221
222
Mowing Day in Relation to Fledge Timing = Mowing Date – Predicted Fledge Date 223
224
Thus, for this new variable ( Mowing Day in Relation to Fledge Timing ) a negative value 225
indicates that mowing occurred prior to the chicks fledging, while a positive value denotes that 226
mowing took place after the chicks had left the nest. 227
228
A generalized linear model (GLM) with a binomial error distribution was applied to assess the 229
relationship between Whinchat breeding success and timing of mowing relative to fledging. 230
This analysis was performed using the glm() function from the stats package in R. The 231
significance of the predictor variable was evaluated using Wald’s z-tests. 232
233
To further assess the robustness of the results, three complementary statistical approaches were 234
carried out. First, bootstrapping was carried out, where t he variability of model coefficients 235
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was estimated using a resampling procedure with 1000 replicates, implemented via the boot 236
package (Davison and Hinkley 1997) . Confidence intervals for the model estimates were 237
computed using the percentile method. After that, a five-K-fold cross-validation procedure was 238
conducted using the caret package (Kuhn 2020) to evaluate model predictive performance. The 239
root means square error (RMSE), means absolute error (MAE), and R2 were used to assess the 240
model’s explanatory power . Finally, we also performed M onte Carlo Simulations to explore 241
model sensitivity to sample size. Thus, 10000 simulated observations were generated based on 242
the distribution of existing data. The impact of increasing the sample size on coefficient 243
estimates and statistical significance was examined using the simglm package (LeBeau 2022). 244
245
Plots were generated using the ggplot2 package (Wickham 2016) in R. All statistical analyses 246
were conducted using RStudio (Team 2024) and were performed at a significance level of α = 247
0.05. 248
Discussion
319
320
Data from other studies demonstrate that mowing impacts on Whinchat breeding success are 321
significant (Tome et al. 2020). However, the full magnitude of its effect in an Irish context has 322
not been fully investigated except with data from a single year (Kenny et al. 2015) and given 323
this population is at the western extent of the breeding range, representing an ecological niche, 324
we feel these new data are important . In this study we use five years of data to study the 325
characteristics of Whinchat breeding in the Shannon Callow in Ireland. Using vital rates from 326
the literature along with data we collected on fledging date, we calculated a mow date that 327
would allow the population to remain stable. We also directly test for the effect of mowing in 328
the Shannon Callows and find a statistically significant relationship between mowing timing 329
and breeding success. However, the significance was lost when sample size was increased 330
through simulations. Therefore, it appears other variables are impacting Whinchat breeding 331
success in the Shannon Callows and this study therefore provides important insights for 332
conservation applications. Additional research into these other variables for example weather, 333
predation, food availability and vegetation would be beneficial. Nonetheless, it is still likely 334
that if early mowing occurs (Tome et al. 2020) in a large enough area this would significantly 335
impact on Whinchat breeding success in the Shannon Callows. 336
337
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Using previously published Whinchat vital rates from across their breeding range for the 338
probability of juvenile survival (UK (Border et al. 2017), Switzerland (Müller et al. 2005) and 339
Germany (Schmidt and Hantge 1954) ), breeding productivity (UK (Gray 1973), (Fuller and 340
Glue 1977) , Czech Republic (Pudil 2001) , Belarus (Gritschik and Baranovsky 2004) , 341
Switzerland (Müller et al. 2005) , Poland (Frankiewicz 2008), Germany (Fischer et al. 2013) 342
and European Russia (Shitikov et al. 2015) ) and one wintering population in west Africa 343
(Blackburn and Cresswell 2016) , we estimated the percentage loss of Whinchat broods that 344
could, theoretical, maintain a stable population. Currently, such demographic data are 345
unavailable for the Irish Whinchat population. Therefore, our objective is to provide a 346
conservation framework rather than a definitive implementation strategy. Should estimates of 347
vital rates for the Irish population become available in the future , they can be readily 348
incorporated into this model . It is also important to acknowledge that apparent survival may 349
differ significantly from true survival in Whinchat populations (Shitikov et al. 2015) , and 350
potentially between sexes (Müller et al. 2005; Grüebler et al. 2008) , meaning that our 351
calculations should be considered informed estimates rather than precise predictions . We 352
calculated the population growth rate as 1.24, indicating that the population could theoretically 353
remain stable with a loss of 19.4 % of broods in a breeding season which is equivalent to a 354
survival rate of 80.6%. By fitting a linear regression to five years of fledging data, we estimated 355
that 80.6% of chicks had fledged by July 14th (OD = 204). This date represents when mowing 356
could theoretically begin without major impact on Whinchat breeding success. We defined 357
fledging as the first observation of chicks out of the nest, which may slightly overestimate true 358
fledging but reflects when they can likely avoid mowing. To account for natural variation, we 359
added one standard deviation (9.3 days) to the mean threshold date, yielding July 23rd. 360
Therefore, mowing should ideally be delayed until after July 23rd to reduce risk to late fledging 361
chicks. 362
363
There are three feasible ways for this to be interpreted. Firstly, choose 80.6% of nests and 364
protect with delayed mowing until all chicks have fledged. This does not account for stochastic 365
processes which may reduce survival such as predation, adverse weather or sample outliers. 366
Another option would be to protect 100% of nests, until 80.6% have fledged. This is the most 367
time consuming and expensive option and mowing will need to be delayed on the largest area. 368
It can be difficult to be certain of nest numbers and therefore this would make it difficult to 369
protect a certain number without high survey effort. Lastly, and what we recommend, is to 370
protect 89.8% of broods. The options suggested, require careful consideration and further 371
investigation by agro -economists, policy experts and conservationists. The benefits must 372
outweigh or at least equate the costs for conservation to be sustainable. The location of 373
protected nests is also a consideration, as nests in certain habitat types such as edge habitats 374
have been shown to have lower productivity in other ground nesting species (Sheridan et al. 375
2020). 376
377
Although our analysis indicates a statistically significant relationship between mowing timing 378
and Whinchat breeding success (p = 0.048), the strength of this association is relatively weak. 379
When the sample size was increased through Monte Carlo simulations, the significance of the 380
predictor was lost, suggesting that the effect may not be robust. While preliminary results 381
suggest that delayed mowing may improve fledging success, the overall explanatory power of 382
the model remains limited. This implies that mowing timing alone is unlikely to be a strong 383
determinant of reproductive success. 384
385
Nonetheless, mowing is a widely recognized threat to Whinchat populations and deserves 386
further investigation, particularly in our study area, the Shannon Callows. The plausible drivers 387
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of declines are breeding failures due to bird casualties (adult and/or juvenile) (Müller et al. 388
2005; Grüebler et al. 2008; Grüebler et al. 2012) and reduced food availability (Vickery et al. 389
2001; Britschgi et al. 2006). Both of which can occur from intensified grassland management 390
and early mowing (Feehan 2003). Previous research has demonstrated that early or intensive 391
mowing can negatively impact Whinchat survival (Tome et al. 2020), and more broadly, reduce 392
species richness in grassland ecosystems (Canonne et al. 2024). As agricultural intensification 393
continues to promote earlier mowing regimes, targeted conservation measures are increasingly 394
necessary. 395
396
Furthermore, recent studies highlight that factors such as habitat structure, predation risk, and 397
weather conditions also play significant roles in Whinchat breeding success. For instance, 398
vegetation heterogeneity and the presence of perching sites are crucial for nesting and foraging 399
efficiency (Murray et al. 2016) . Predation risk, particularly from mammals during the early 400
fledgling stage, can significantly affect juvenile survival (Naef‐Daenzer and Grüebler 2016) . 401
Additionally, adverse weather conditions, such as increased rainfall and temperature extremes, 402
have been linked to reduced fledgling survival and recruitment rates (Halliwell et al. 2023). 403
404
Edge avoidance also affects ground nesting birds in Ireland (Sheridan et al. 2020) and may 405
influence nest selection in Whinchat. Other significant pressures on the population is increasing 406
the likelihood of Whinchat replacement brood production at specific rare locations (Müller et 407
al. 2005), the dissolution of pair bonds with the onset of mowing (Grüebler et al. 2015b) , 408
predation pressure from winged and terrestrial predators (Tome and Denac 2012) and 409
detrimental weather conditions with rain, in particular, affecting nestling success (Öberg et al. 410
2015). Given these complexities, future studies should incorporate these additional variables 411
to better explain variation in breeding outcomes and support more effective management of 412
Whinchat populations. 413
. 414
415
Also mowing on the Shannon Callows has historically been dependent on weather conditions 416
(Heery 1993). Weather conditions can be particularly impactful on the Shannon Callows. Flood 417
extent can be a determinant of the timing of breeding, particularly if there is summer flooding 418
which can directly cause nest failure. In 2019 and 2020, there was a wet summer which reduced 419
early mowing, and mowing was recorded to have directly affect much less nests. In comparison 420
in 2018 there was a very wet spring followed by a dry summer which are normal conditions. 421
Had the summer of 2019 and 2020 been more typical, there may have been more mowing and 422
a more significant impact on Whinchat. 423
424
Controlling mowing operations is still required and may improve Whinchat fledging success 425
(Grüebler et al. 2012; Broyer et al. 2014b; Denac 2015; Horch and Spaar 2015; Siems-Wedhorn 426
2015). Meadow passerine populations in Europe have responded well with even short -lived 427
delayed mowing projects across Europe (Broyer et al. 2016). Ireland is in a unique position to 428
pursue the restoration of Whinchat populations on The Shannon Callows, a largely undisturbed 429
50km linear stretch of pasture and wet meadow landscape. Delayed machinery practice has 430
previously been successfully implemented to improve the numbers of corncrakes in Ireland 431
(McDevitt and Casey 2004) , demonstrating merit for future conservation measures on the 432
Shannon Callows. 433
434
While our results indicate that delayed mowing may enhance Whinchat fledging success, the 435
overall explanatory power of the model remains limited, and the statistical significance of 436
mowing timing diminishes under larger simulated sample sizes. This suggests that mowing 437
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timing alone is unlikely to be a primary driver of reproductive success in this species. A more 438
comprehensive understanding of breeding outcomes in our study area will likely require the 439
integration of additional ecological variables. Future research should consider incorporating 440
factors such as habitat structure, prey availability and hunting opportunity, predation risk, and 441
weather conditions, all of which are known to interact with land management practices and 442
influence reproductive performance in this species. 443
444
Acknowledgments 445
446
This research has been supported by the Irish Research Council, (Grant/Award Number: 447
‘GOIPG/2017/1028’). The authors gratefully acknowledge the BirdWatch Ireland Banagher 448
team, Se án Kelly and Shane Cully, along with Kieran Kenny for their expert advice and 449
fieldwork assistance. 450
451
Statements and Declarations 452
453
The authors have no conflicts of interest to declare. 454
455
Author contributions: Aimée Gray contributed to the study conception and design , sourced 456
funding, carried out data collection and commented on previous versions of the manuscript. 457
458
Grace Walsh wrote the manuscript and inputted into the statistical analysis. 459
460
Eva de la Peña carried out the statistical analysis and commented on previous versions of the 461
manuscript. 462
463
Alex S. Copland contributed to the study conception and design, sourced funding, helped with 464
data collection and commented on previous versions of the manuscript. 465
466
Barry J. McMahon contributed to the study conception and design , sourced funding, inputted 467
into the statistical analysis and commented on previous versions of the manuscript. 468
469
All authors read and approved the final manuscript. 470
471
Data availability statements 472
Data is available on request 473
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14
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