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Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models

Cite this dataset

Macdonald, Kaitlin; Rotella, Jay; Paterson, J. Terrill (2023). Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models [Dataset]. Dryad. https://doi.org/10.5061/dryad.wh70rxwt3

Abstract

  1. Identifying and accounting for unobserved individual heterogeneity in vital rates in demographic models is important for estimating population-level vital rates and identifying diverse life-history strategies, but much less is known about how this individual heterogeneity influences population dynamics.
  2. We aimed to understand how the distribution of individual heterogeneity in reproductive and survival rates influenced population dynamics using vital rates from a Weddell seal population by altering the distribution of individual heterogeneity in reproduction, which also altered the distribution of individual survival rates through the incorporation of our estimate of the correlation between the two rates and assessing resulting changes in population growth.
  3. We constructed an integral projection model (IPM) structured by age and reproductive state using estimates of vital rates for a long-lived mammal that has recently been shown to exhibit large individual heterogeneity in reproduction. Using output from the IPM, we evaluated how population dynamics changed with different underlying distributions of unobserved individual heterogeneity in reproduction.
  4. Results indicate that the changes to the underlying distribution of individual heterogeneity in reproduction cause very small changes in the population growth rate and other population metrics. The largest difference in the estimated population growth rate resulting from changes to the underlying distribution of individual heterogeneity was less than 1%.
  5. Our work highlights the differing importance of individual heterogeneity at the population level compared to the individual level. Although individual heterogeneity in reproduction may result in large differences in the lifetime fitness of individuals, changing the proportion of above- or below-average breeders in the population results in much smaller differences in annual population growth rate. For a long-lived mammal with stable and high adult-survival that gives birth to a single offspring, individual heterogeneity in reproduction has a limited effect on population dynamics. We posit that the limited effect of individual heterogeneity on population dynamics may be due to canalization of life-history traits.

Methods

Individual Weddell seals are tagged at birth and resight surveys are conducted yearly to acquire the raw data used in this analysis. A multistate modeling approach in the Bayesian framework was used to estimate age-specific vital rates used in the integral projection model. The posterior estimates for calculating the age-specific vital rates of adults are contained in the file named "IPM_posterior_summary.rds".  The demographic functions are parameterized using point estimates from previous modeling efforts that are defined in the R code and the posterior estimates from the multistate modeling approach that are loaded into the IPM through the R script. 

Usage notes

The statistical computing program R will be required to run the integral projection model script. Additionally, the R packages tidyverse and truncnorm will be required to execute the integral projection model script.

Funding

National Science Foundation, Award: Division of Polar Programs: ANT-1640481

National Science Foundation, Award: Division of Polar Programs: ANT-1141326

National Science Foundation, Award: Division of Polar Programs: DEB-0635739