An extensive comparison of species-abundance distribution models.
Abstract
A number of different models have been proposed as descriptions of the species-abundance distribution (SAD). Most evaluations of these models use only one or two models, focus only a single ecosystem or taxonomic group, or fail to use appropriate statistical methods. We use likelihood and AIC to compare the fit of four of the most widely used models to data on over 16,000 communities from a diverse array of taxonomic groups and ecosystems. Across all datasets combined the log-series, Poisson lognormal, and negative binomial all yield similar overall fits to the data. Therefore, when correcting for differences in the number of parameters the log-series generally provides the best fit to data. Within individual datasets some other distributions performed nearly as well as the log-series even after correcting for the number of parameters. The Zipf distribution is generally a poor characterization of the SAD.
02 /Specification & Classification
Click any tag to browse matching papers- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A unifying model of species abundance distribution
Yingnan Gao, Ahmed Abdullah, Martin Wu·Nature CommunicationsPeer-reviewed·Apr 29, 2025
- The Poisson-lognormal model as a versatile framework for the joint analysis of species abundances
J. Chiquet, M. Mariadassou, S. Robin·bioRxiv·Oct 7, 2020
- A general framework for species-abundance distributions: linking traits and dispersal to explain commonness and rarity
T. Koffel, K. Umemura, … C. A. Klausmeier·Ecology LettersPeer-reviewed·Nov 1, 2022
- A quantitative review of abundance-based species distribution models
C. Waldock, R. D. Stuart-Smith, … L. Pellissier·bioRxiv·May 25, 2021
- Empirical abundance distributions are more uneven than expected given their statistical baseline
R. M. Diaz, H. Ye, S. K. M. Ernest·bioRxiv·Jan 18, 2021
- Power laws govern the abundance distribution of birds by rank
S. Da Silva, R. Matsushita·BirdsPeer-reviewed·Apr 7, 2023