Random population fluctuations bias the Living Planet Index

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dc.contributor.author Buschke, Falko T.
dc.contributor.author Hagan, James G.
dc.contributor.author Santini, Luca
dc.contributor.author Coetzee, Bernard Walter Thomas
dc.date.accessioned 2022-07-07T12:41:44Z
dc.date.available 2022-07-07T12:41:44Z
dc.date.issued 2021-08
dc.description DATA AVAILABILITY: Empirical data of population time series in the Living Planet database are available from the dedicated website maintained by the Zoological Society of London (ZSL) (http://stats.livingplanetindex.org/) and are subject to the Data Use Policy by the Indicators & Assessments Unit at the ZSL and WWF International. Simulated data to replicate the results are available from https://doi.org/10.5281/zenodo.4744533. en_US
dc.description CODE AVAILABILITY : All simulation outputs and code (R scripts) to reproduce the results in this manuscript are available from https://doi.org/10.5281/zenodo.4744533. en_US
dc.description EXTENDED DATA FIG. 1: The nine steps to calculating the Living Planet Index (LPI). en_US
dc.description EXTENDED DATA FIG. 2: The Living Planet Index (LPI) for randomly fluctuating populations that are stable on average. en_US
dc.description EXTENDED DATA FIG. 3: Starting population sizes of time series added to the Living Planet Index have declined between 1950 and 2015. en_US
dc.description EXTENDED DATA FIG. 4: Larger population fluctuations cause less precise estimates of the Living Planet Index (LPI) in nonlinear population trajectories. en_US
dc.description EXTENDED DATA FIG 5: Population fluctuations cause generalised additive models (GAM) to misestimate starting and ending populations when populations decrease from 100 to 40 individuals. en_US
dc.description EXTENDED DATA FIG 6: Population fluctuations cause generalised additive models (GAM) to misestimate starting and ending populations when populations increase from 100 to 160 individuals. en_US
dc.description EXTENDED DATA FIG 7: The reshuffling null model used to account for random population fluctuations. en_US
dc.description EXTENDED DATA FIG. 8: Cumulative population declines can occur in the Living Planet Index even when average population declines are zero. en_US
dc.description EXTENDED DATA FIG. 9: Cumulative population changes represent empirical trajectories more accurately than average changes as time series lengths increase. en_US
dc.description.abstract The Living Planet Index (LPI) is a standardized indicator for tracking population trends through time. Due to its ability to aggregate many time series in a single metric, the LPI has been proposed as an indicator for the Convention on Biological Diversity’s post-2020 Global Biodiversity Strategy. However, here we show that random population fluctuations introduce biases when calculating the LPI. By combining simulated and empirical data, we show how random fluctuations lead to a declining LPI even when overall population trends are stable and imprecise estimates of the LPI when populations increase or decrease nonlinearly. We applied randomization null models that demonstrate how random fluctuations exaggerate declines in the global LPI by 9.6%. Our results confirm substantial declines in the LPI but highlight sources of uncertainty in quantitative estimates. Randomization null models are useful for presenting uncertainty around indicators of progress towards international biodiversity targets. en_US
dc.description.department Zoology and Entomology en_US
dc.description.librarian hj2022 en_US
dc.description.sponsorship The National Research Foundation of South Africa and the Jennifer Ward Oppenheimer Research Grant. en_US
dc.description.uri https://www.nature.com/natecolevol en_US
dc.identifier.citation Buschke, F.T., Hagan, J.G., Santini, L. et al. Random population fluctuations bias the Living Planet Index. Nature Ecology and Evolution 5, 1145–1152 (2021). https://doi.org/10.1038/s41559-021-01494-0. en_US
dc.identifier.issn 2397-334X (online)
dc.identifier.other 10.1038/s41559-021-01494-0
dc.identifier.uri https://repository.up.ac.za/handle/2263/86068
dc.language.iso en en_US
dc.publisher Nature Publising Group en_US
dc.rights © The Author(s), under exclusive licence to Springer Nature Limited 2021. en_US
dc.subject Biodiversity en_US
dc.subject Macroecology en_US
dc.subject Living Planet Index (LPI) en_US
dc.subject Population fluctuations en_US
dc.subject Population trends en_US
dc.title Random population fluctuations bias the Living Planet Index en_US
dc.type Postprint Article en_US


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