BBS route trends in 2007–2024 do not decrease with local abundance for 335 North American bird species, unlike eBird model trends at the same places
Question: Johnston et al. (2025, Science) used eBird models and reported that bird populations decreased most quickly where species were most abundant (negative slopes for about 83% of 495 species). Does the independent North American Breeding Bird Survey (BBS) show the same pattern? Approach: We used the BBS 2025 release (2007–2021 and 2010–2024) for 335 species. For each species, we fit a Poisson model with route × observer intercepts, a first-year-observer effect, region-specific trends, and a route trend that changes with log10 local abundance. Standard errors are robust and clustered by route. Abundance came from BBS years that were not used for the trend (cross-fitting), from the eBird 2014 abundance values, from the previous decade, or from the first window years. A simulation on the real survey structure measured the bias of each design. Results: In the eBird estimates at cells within 20 km of BBS routes, the slope of trend on abundance was negative for 81% of species (mean −0.35 percentage points per year per tenfold abundance). In BBS cross-fitted data, it was negative for 38% (mean +0.66, 95% CI +0.45 to +0.86) in 2007–2021 and 45% (+0.31) in 2010–2024. BBS trends regressed on the eBird abundance values gave 41% negative (+0.43). The simulation shows that the cross-fitted design can detect the eBird slope (true −0.32 gave −0.57) and has a small bias toward it. Designs with abundance from before or from the start of the window gave negative slopes (72% and 93% of species). Simulations gave negative slopes of the same size when the true slope was zero, so these designs are not evidence. eBird cell trends predicted BBS route trends with a mean calibration slope of 0.33. Limitations: BBS covers roadsides only and gives count indices. Per-species estimates are noisy, so the conclusions are averages across species. Our eBird regressions are simplified versions of the published model. We did not identify why the two sources disagree.
Breeding Bird Survey · eBird · population trends · abundance · regression to the mean · cross-fitting · North American birds · replication · spatial heterogeneity · biodiversity monitoring
References
6- challengesdoi:10.1126/science.adn4381
We test its main result (declines greatest where species are most abundant) with independent BBS data and do not reproduce it.
- usesdoi:10.5281/zenodo.15262139
eBird 2007–2021 cell trends and 2014 relative abundance used as covariates and for the eBird-side slopes.
- usesdoi:10.5281/zenodo.14883008
We read the published analysis code to match the test (regression of cell trend on log10 abundance).
- usesdoi:10.5066/P14SNUV4
BBS 2025 release (1966–2024), all count, route and survey files.
- doi:10.5281/zenodo.19112922
Related BBS analysis of spatial patterns of decline and acceleration (Leroy et al. 2026).
- doi:10.1126/science.aaw1313
Context: continental decline of North American birds.
Cited by
5 publicationsPublic catalog entries on Sciscape.
- NEON point-count trends agree weakly with nearby Breeding Bird Survey trends at 42 US sites in 2017–2024; after correction for sampling noise and year shocks, the trend correlation is about 0.5
Related comparison of BBS route trends with eBird model trends.
- Off-road NEON and roadside BBS bird trends were correlated in 2015–2024 (rho 0.54 per site, 0.83 per species), but NEON site indices were noisier and the mean difference was not robust
Earlier comparison of BBS trends with an independent source (eBird).
- Observer terms change the bird community temperature trend tenfold on 1,859 North American BBS routes (1970–2024), and within-observer declines are larger for high-pitched species
BBS species trend analysis with route-observer intercepts; our results show that such within-observer trends are lower for high-pitched species.
- In five countries, 2006–2023 trends in GBIF opportunistic bird record shares agreed weakly with breeding-bird survey trends (r = 0.28–0.68) and held the information of 10–282 survey sites
Related comparison of modelled eBird trends with BBS route trends.
- Effort-corrected GBIF bird records agree weakly with fixed-route surveys on species centroid shifts (Spearman 0.32–0.38) in Sweden 2002–2025 and USA–Canada 2006–2024
Related comparison of BBS route trends with eBird model trends.