Abstract
Birds aim to optimize resources for feeding young and self-maintenance by timing reproduction to coincide with peak food availability. When reproduction is mistimed, birds could incur costs that affect their survival. We studied whether nesting phenology correlated with the apparent survival of American kestrels (Falco sparverius) from two distinct populations and examined trends in clutch-initiation dates. We estimated apparent survival using multi-state mark-recapture models with nesting timing, nesting success, sex, age, and weather covariates. Nesting timing predicted the apparent survival of successful adults; however, the effect differed between populations. Early nesting kestrels had higher apparent survival than later nesters in the western population, where kestrels have a relatively long nesting season. At the eastern site, where kestrels have a relatively short nesting season, the pattern was reversed—later nesters had higher apparent survival than earlier nesters. Nesting timing did not affect the apparent survival of adults with failed nests suggesting that the energetic cost of producing fledglings contributed to the timing effect. Finally, clutch-initiation dates advanced in the western population and remained static in the eastern population. Given that both populations have seasonal declines in productivity, population-specific survival patterns provide insight into seasonal trade-offs. Specifically, nesting timing effects on survival paralleled productivity declines in the western population and inverse patterns of survival and reproduction in the eastern population suggest a condition-dependent trade-off. Concomitant seasonal declines in reproduction and survival may facilitate population-level responses to earlier springs, whereas seasonal trade-offs may constrain phenology shifts and increase vulnerability to mismatch.
Similar content being viewed by others
Data availability
Data are available at Callery et al. (2022b).
References
Albright TP, Pidgeon AM, Rittenhouse CD, Clayton MK, Wardlow BD, Flather CH, Culbert PD, Radeloff VC (2010) Combined effects of heat waves and droughts on avian communities across the conterminous United States. Ecosphere 1:1–22
Anderson D, Burnham K (2004) Model selection and multi-model inference Second NY. Springer-Verlag 63:1007
Anderson AM, Novak SJ, Smith JF, Steenhof K, Heath JA (2016) Nesting phenology, mate choice, and genetic divergence within a partially migratory population of American kestrels. Auk: Ornithol Adv 133:99–109
Arnold TW (2010) Uninformative parameters and model selection using Akaike’s Information Criterion. J Wildl Manag 74:1175–1178
Bastianelli O, Charmantier A, Biard C, Bonamour S, Teplitsky C, Robert A (2021) Is earlier reproduction associated with higher or lower survival? Antagonistic results between individual and population scales in the blue tit. bioRxiv. https://doi.org/10.1101/2021.01.11.426202
Bird DM, Palmer RS (1988) American kestrel. In: Palmer RS (ed) Handbook of North American birds, vol 5: diurnal raptors, part 2. Yale University Press, New Haven, pp 253–290
Blums P, Nichols JD, Hines JE, Lindberg MS, Mednis A (2005) Individual quality, survival variation and patterns of phenotypic selection on body condition and timing of nesting in birds. Oecologia 143:365–376
Both C, van Turnhout CA, Bijlsma RG, Siepel H, van Strien AJ, Foppen RP (2010) Avian population consequences of climate change are most severe for long-distance migrants in seasonal habitats. Proc R Soc B: Biol Sci 277:1259–1266
Brooks ME, Kristensen K, van Benthem KJ, Magnusson A, Berg CW, Nielsen A, Skaug HJ, Machler M, Bolker BM (2017) glmmTMB balances speed and flexibility among packages for zero-inflated generalized linear mixed modeling. R J 9:378–400
Callery KR, Schulwitz SE, Hunt AR, Winiarski JM, McClure CJ, Fischer RA, Heath JA (2022a) Phenology effects on productivity and hatching-asynchrony of American kestrels (Falco sparverius) across a continent. bioRxiv. https://doi.org/10.1101/2022.01.14.476385
Callery KR, Smallwood JA, Hunt AR, Snyder ER, Heath JA (2022b) Dataset for Seasonal trends in adult apparent survival and reproductive trade-offs reveal potential constraints to earlier nesting in a migratory bird [Data set]. https://doi.org/10.18122/bio_data.9.boisestate
Catry T, Moreira F, Alcazar R, Rocha PA, Catry I (2016) Mechanisms and fitness consequences of laying decisions in a migratory raptor. Behav Ecol 28:222–232
Clutton-Brock TH (2019) The evolution of parental care. Princeton University Press, Princeton
Cohen J, Pfeiffer K, Francis JA (2018) Warm Arctic episodes linked with increased frequency of extreme winter weather in the United States. Nat Commun 9:1–12
Dunn P (2004) Breeding dates and reproductive performance. Adv Ecol Res 35:69–87
Dushoff J, Kain MP, Bolker BM (2019) I can see clearly now: reinterpreting statistical significance. Methods Ecol Evol 10:756–759
Garcia-Heras MS, Arroyo B, Mougeot F, Amar A, Simmons RE (2016) Does timing of breeding matter less where the grass is greener? Seasonal declines in breeding performance differ between regions in an endangered endemic raptor. Nat Conserv 15:23–45
Gimenez O, Lebreton J-D, Choquet R, Pradel R (2018) R2ucare: an r package to perform goodness-of-fit tests for capture–recapture models. Methods Ecol Evol 9:1749–1754
Golet GH, Irons DB, Estes JA (1998) Survival costs of chick rearing in black-legged kittiwakes. J Anim Ecol 67:827–841
Gorelick N, Hancher M, Dixon M, Ilyushchenko S, Thau D, Moore R (2017) Google earth engine: planetary-scale geospatial analysis for everyone. Remote Sens Environ 202:18–27
Griggs GR, Steenhof K (1993) Photographic guide for aging nestling American kestrels. USDI Bureau of Land Management Raptor Research Technical Assistance Center, Boise
Heath JA, Steenhof K, Foster MA (2012) Shorter migration distances associated with higher winter temperatures suggest a mechanism for advancing nesting phenology of American kestrels Falco sparverius. J Avian Biol 43:376–384
Hillström L, Moreno J (1992) Variation in time and energy budgets of breeding wheatears. Behaviour 120:11–39
Huang H, Winter JM, Osterberg EC, Horton RM, Beckage B (2017) Total and extreme precipitation changes over the northeastern United States. J Hydrometeorol 18:1783–1798
Irons RD, Harding Scurr A, Rose AP, Hagelin JC, Blake T, Doak DF (2017) Wind and rain are the primary climate factors driving changing phenology of an aerial insectivore. Proc R Soc B: Biol Sci 284:20170412
Izquierdo-Verdiguier E, Zurita-Milla R, Ault TR, Schwartz MD (2018) Development and analysis of spring plant phenology products: 36 years of 1-km grids over the conterminous US. Agric for Meteorol 262:34–41
Kelly JF, Horton KG, Stepanian PM, de Beurs KM, Fagin T, Bridge ES, Chilson PB (2016) Novel measures of continental-scale avian migration phenology related to proximate environmental cues. Ecosphere 7:e01434
Klaassen RH, Hake M, Strandberg R, Koks BJ, Trierweiler C, Exo KM, Bairlein F, Alerstam T (2014) When and where does mortality occur in migratory birds? Direct evidence from long-term satellite tracking of raptors. J Anim Ecol 83:176–184
Laake J, Rexstad E (2008) RMark—an alternative approach to building linear models in MARK. In: Cooch E, White GC (eds) Program MARK: a gentle introduction
Lack DL (1968) Ecological adaptations for breeding in birds. London, Methuen & Co
Lafage D, Secondi J, Georges A, Bouzillé JB, Pétillon J (2014) Satellite-derived vegetation indices as surrogate of species richness and abundance of ground beetles in temperate floodplains. Insect Conserv Divers 7:327–333
Lebreton JD, Pradel R (2002) Multistate recapture models: modelling incomplete individual histories. J Appl Stat 29:353–369
Lof ME, Reed TE, McNamara JM, Visser ME (2012) Timing in a fluctuating environment: environmental variability and asymmetric fitness curves can lead to adaptively mismatched avian reproduction. Proc R Soc B: Biol Sci 279:3161–3169
Martin K (1995) Patterns and mechanisms for age-dependent reproduction and survival in birds. Am Zool 35:340–348
McCaslin HM, Caughlin TT, Heath JA (2020) Long-distance natal dispersal is relatively frequent and correlated with environmental factors in a widespread raptor. J Anim Ecol 89:2077–2088
McClure CJ, Schulwitz SE, van Buskirk R, Pauli BP, Heath JA (2017) Commentary: research recommendations for understanding the decline of American kestrels (Falco sparverius) across much of North America. J Raptor Res 51:455–464
McClure CJ, Brown JL, Schulwitz SE, Smallwood J, Farley KE, Therrien JF, Heath JA (2021) Demography of a widespread raptor across disparate regions. Ibis 163:658–670
Meijer T, Nienaber U, Langer U, Trillmich R (1999) Temperature and timing of egg-laying of European Starlings. Condor 101:124–132
Miller KE, Smallwood JA (1997) Natal dispersal and philopatry of southeastern American Kestrels in Florida. Wilson Bull 1:226–232
Miller-Rushing AJ, Høye TT, Inouye DW, Post E (2010) The effects of phenological mismatches on demography. Philos Trans R Soc B: Biol Sci 365:3177–3186
Møller AP (1994) Phenotype-dependent arrival time and its consequences in a migratory bird. Behav Ecol Sociobiol 35:115–122
Møller AP, Rubolini D, Lehikoinen E (2008) Populations of migratory bird species that did not show a phenological response to climate change are declining. Proc Natl Acad Sci 105:16195–16200
Nilsson JǺ, Svensson E (1996) The cost of reproduction: a new link between current reproductive effort and future reproductive success. Proc R Soc Lond B 263:711–714
Olsen P, Olsen J (1992) Does rain hamper hunting by breeding raptors? Emu-Austral Ornithol 92:184–187
Powers BF, Winiarski JM, Requena-Mullor JM, Heath JA (2021) Intra-specific variation in migration phenology of American kestrels (Falco sparverius) in response to spring temperatures. Ibis 163:1448–1456
R Core Team (2021) R: A language and environment for statistical computing R Foundation for Statistical Computing. Vienna, Austria. https://wwwR-project.org/
Reed TE, Jenouvrier S, Visser ME (2013) Phenological mismatch strongly affects individual fitness but not population demography in a woodland passerine. J Anim Ecol 82:131–144
Robinson RA, Meier CM, Witvliet W, Kéry M, Schaub M (2020) Survival varies seasonally in a migratory bird: Linkages between breeding and non-breeding periods. J Anim Ecol 89:2111–2121
Root T (1988) Energy constraints on avian distributions and abundances. Ecology 69:330–339
Rosemartin AH, Denny EG, Weltzin JF, Lee Marsh R, Wilson BE, Mehdipoor H, Zurita-Milla R, Schwartz MD (2015) Lilac and honeysuckle phenology data 1956–2014. Sci Data 2:1–8
Rubolini D, Saino N, Møller AP (2010) Migratory behaviour constrains the phenological response of birds to climate change. Climate Res 42:45–55
Ruegg KC, Brinkmeyer M, Bossu CM, Bay RA, Anderson EC, Boal CW, Dawson RD, Eschenbauch A, McClure CJ, Miller KE, Morrow L, Morrow J, Oleyar MD, Ralph B, Schulwitz S, Swem T, Therrien J, van Buskirk RW, Smith TB, Heath JA (2021) The American kestrel (Falco sparverius) genoscape: Implications for monitoring, management, and subspecies boundaries. Ornithology 138:ukaa051
Saino N, Ambrosini R, Albetti B, Caprioli M, De Giorgio B, Gatti E, Leichti F, Parolini M, Romano A, Romano M, Scandolara C, Gianfranceschi L, Bollati V, Rubolini D (2017) Migration phenology and breeding success are predicted by methylation of a photoperiodic gene in the barn swallow. Sci Rep 7:1–10
Samplonius JM, Bartošová L, Burgess MD, Bushuev AV, Eeva T, Ivankina EV, Kerimov AB, Krams I, Laaksonen T, Magi M, Mand R, Potti J, Torok J, Trnka M, Visser ME, Zang H, Both C (2018) Phenological sensitivity to climate change is higher in resident than in migrant bird populations among European cavity breeders. Glob Change Biol 24:3780–3790
Schaub M, Royle JA (2014) Estimating true instead of apparent survival using spatial Cormack-Jolly-Seber models. Methods Ecol Evol 5:1316–1326
Schwartz MD, Ahas R, Aasa A (2006) Onset of spring starting earlier across the Northern Hemisphere. Glob Change Biol 12:343–351
Schwarz CJ, Schweigert JF, Arnason AN (1993) Estimating migration rates using tag-recovery data. Biometrics 49:177–193
Shutler D, Clark RG, Fehr C, Diamond AW (2006) Time and recruitment costs as currencies in manipulation studies on the costs of reproduction. Ecology 87:2938–2946
Smallwood JA (1988) A mechanism of sexual segregation by habitat in American Kestrels (Falco sparverius) wintering in southcentral Florida. Auk 105:36–46
Smallwood JA (2016) Effects of researcher-induced disturbance on American Kestrels breeding in nest boxes in northwestern New Jersey. J Raptor Res 50:54–59
Smallwood JA, Bird DM (2020) American Kestrel (Falco sparverius), version 10. In: Poole AF, Gill FB (eds) Birds of the World. Cornell Lab of Ornithology, Ithaca. https://doi.org/10.2173/bow.amekes.01
Smallwood PD, Smallwood JA (1998) Seasonal shifts in sex ratios of fledgling American kestrels (Falco sparverius paulus): the early bird hypothesis. Evol Ecol 12:839–853
Smallwood JA, Causey MF, Mossop DH, Klucsarits JR, Robertson B, Robertson S, Mason J, Maurer MJ, Melvin RJ, Dawson RD, Bortolotti G, Parrish JW, Breen TF, Boyd K (2009) Why are American kestrel (Falco sparverius) populations declining in North America? Evidence from nest-box programs. J Raptor Res 43:274–282
Smith SH, Steenhof K, McClure CJ, Heath JA (2017) Earlier nesting by generalist predatory bird is associated with human responses to climate change. J Anim Ecol 86:98–107
Sohrabi MM, Ryu JH, Abatzoglou J, Tracy J (2013) Climate extreme and its linkage to regional drought over Idaho, USA. Nat Hazards 65:653–681
Stearns SC (1989) Trade-offs in life-history evolution. Funct Ecol 3:259–268
Steenhof K, Heath JA (2009) American Kestrel reproduction: evidence for the selection hypothesis and the role of dispersal. Ibis 151:493–501
Steenhof K, Heath JA (2013) Local recruitment and natal dispersal distances of American kestrels. Condor 115:584–592
Stevenson IR, Bryant DM (2000) Climate change and constraints on breeding. Nature 406:366–367
Thornton PE, Thornton M, Mayer BW, Wei Y, Devarakonda R, Vose RS, Cook RB (2018) Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 3. ORNL DAAC, Oak Ridge
Verhulst S, Nilsson JA (2008) The timing of birds’ breeding seasons: A review of experiments that manipulated timing of breeding. Philos Trans R Soc B 363:399–410
Verhulst S, Tinbergen JM (1991) Experimental evidence for a causal relationship between timing and success of reproduction in the great tit Parus major. J Anim Ecol 60:269–282
Visser ME, Holleman LJ, Gienapp P (2006) Shifts in caterpillar biomass phenology due to climate change and its impact on the breeding biology of an insectivorous bird. Oecologia 147:164–172
White GC, Burnham KP (1999) Program MARK: survival estimation from populations of marked animals. Bird Study 46:S120–S139
Woodworth BK, Wheelwright NT, Newman AE, Schaub M, Norris DR (2017) Winter temperatures limit population growth rate of a migratory songbird Nature. Communications 8:1–9
Zuckerberg B, Bonter DN, Hochachka WM, Koenig WD, DeGaetano AT, Dickinson JL (2011) Climatic constraints on wintering bird distributions are modified by urbanization and weather. J Anim Ecol 80:403–413
Zurita-Milla R, Goncalves R, Izquierdo-Verdiguier E, Ostermann FO (2017) Exploring vegetation phenology at continental scales: linking temperature-based indices and land surface phenological metrics. In: Proceedings of the 2017 Conference on Big Data from Space, Toulouse, pp 28–30
Acknowledgements
We thank Jason Winiarski for the extended spring index analysis. Jason Winiarski and Chris McClure provided statistical advice and thoughtful comments on early drafts of the manuscript. Comments from our handling editor, Rob Robinson, and two anonymous reviewers greatly improved the manuscript. We thank landowners for allowing access to their property.
Funding
Funding for this project was provided by a grant from the Strategic Environmental Research and Development Program (SERDP) of the US Department of Defense (US DoD; Award Number: RC-2702) and the Boise State and American Kestrel Partnership Adopt-A-Box Partners. Release time for JAS was provided by the Faculty Scholarship Program, Montclair State University.
Author information
Authors and Affiliations
Contributions
KRC, JAH, JAS, ARH originally formulated the idea, all authors conducted fieldwork and curated data for analysis, KRC and JAH analyzed data, KRC wrote the first draft of the manuscript and all authors contributed to revision.
Corresponding author
Ethics declarations
Conflict of interest
The authors have no conflicts of interest to declare.
Ethics approval
American kestrels were handled and marked under the authority of federal bird banding permits (JAH: 23307, JAS: 21378), New Jersey scientific collecting permit SC 2017023, and its predecessors, Idaho scientific collecting permits, and institutional IACUCs.
Additional information
Communicated by Thomas Koert Lameris.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Callery, K.R., Smallwood, J.A., Hunt, A.R. et al. Seasonal trends in adult apparent survival and reproductive trade-offs reveal potential constraints to earlier nesting in a migratory bird. Oecologia 199, 91–102 (2022). https://doi.org/10.1007/s00442-022-05169-w
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00442-022-05169-w