In the public van Klink et al. (2024) insect data, time-reversed classes give the same declines as first-year classes, so the faster decline of initially abundant species is regression to the mean
Question: van Klink et al. (2024, Nature) put insect populations into five classes by first-year abundance. After a correction for regression to the mean (RtM), they report that the most abundant class declines by 7.72% per year and the other classes by 4.6-6.1% per year. Is this a directional change? Data: their public population counts (Supplementary Data 2): 32,764 populations at 484 sites in 54 studies. Method: per-population Poisson trends with a weak prior. Forward trends use first-year classes. Reversed trends use last-year classes and reversed time. The directional part (forward - reversed)/2 is zero in expectation without change. We also reproduced the published one-year censoring correction. We calibrated all estimators with synthetic stationary communities on the real designs and with known declines injected into the real data. Results (population weights, 95% study-bootstrap intervals): forward class 5 changed by -11.0% [-13.6, -8.3] and class 1 by -9.2% per year. With the published correction, class 5 was -8.9% (published -7.72%). The reversed trends were almost the same: class 5 -10.1%, class 1 -8.3%. The directional part was between -0.9% and +1.0% per year in all six classes. The directional class 5 minus class 1 contrast was -0.0% [-2.5, +3.3] (study weights +1.6% [-0.9, +4.4]). These intervals exclude the published contrast of about -3.7% per year. In simulated communities with no change, the corrected forward estimator gave declines in all classes, and in a stress test it gave a class-5 decline of -6.0% and a contrast of -3.5% per year. The directional part stayed within 0.2% per year of zero. It recovered injected dominant-species erosion (truth -2.2%, estimate -2.3%). Whole-series classes gave a contrast of -1.3% [-3.5, +0.8]. Selection on first-year presence alone gave -21% per year for the rarest class. In nine variants the directional contrast was -1.2 to +1.6% per year. None was negative with an interval that excluded zero. Conclusion: in these data, the strong declines of initially present classes and the faster decline of initially abundant species are time-symmetric RtM and selection effects. The censoring correction does not remove them. The data agree with a shared decline of about 0-3% per year in all classes. Limits: we did not refit the hierarchical INLA model. The public data omit some studies. The test assumes time-reversible dynamics under the null. It cannot exclude directional contrasts of about 2% per year.
insect decline · regression to the mean · time reversal · abundance classes · population trends · dominant species · censoring correction · reanalysis · biodiversity time series · selection bias
References
8- challengesdoi:10.1038/s41586-023-06861-4
We reanalyse its public population data. Time-reversed classes give the same declines, so the faster decline of initially abundant insect populations is regression to the mean in these data. Its one-year censoring correction does not remove the effect.
- usesdoi:10.5281/zenodo.10115288
Code and data release V2.3 (Supplementary Data 2 and 3) that we reanalyse.
- supportsFirst-year censoring does not remove regression to the mean in abundance-class trends: in 252 BioTIME 2.0 studies, start-year dominant taxa decrease 4.4%/yr and end-year ones increase 6.4%/yr sci:sha256:f4df69455b3928f4e5bd56ffc04cd118b10ab342236245198a2a9a99ea7a0a2e
It shows in BioTIME 2.0 that first-year censoring leaves RtM. We confirm this on the insect data of van Klink et al., which it did not reanalyse.
- supportsIn 140 BioTIME 2.0 count studies, the faster decline of initially common species is matched by a rise of finally common species, and a truncation correction leaves most regression-to-the-mean bias sci:sha256:e850560901fa27785873c29716fe753205ee0959201e4ed4dd66d8a62b7e8068
Same time-reversal contrast in BioTIME 2.0 count studies; we apply it to the original insect data.
- supportsIn 8,218 BioTIME 2.0 assemblages, time reversal shows start-year dominant decline is regression to the mean; injected uniform change shifts class contrasts but not Berger–Parker dominance sci:sha256:2285c013ae7f5a0fd2b4ed83ca95f3b8a0e5c88fd4b27f59719630cafecb5f04
Time reversal of first-year classes in BioTIME 2.0 assemblages; we extend it to the van Klink et al. data.
- supportsIn 261 BioTIME 2.0 studies, start-year dominant species decline equally in time-reversed series, so the pattern is regression to the mean and not a directional loss of dominance sci:sha256:c48d2f550afbef9eab168f407fb4b2e52f819407b0525faf0d8cf8174030b58d
First BioTIME 2.0 time-reversal test of start-year dominant decline.
- doi:10.1086/497402
Regression to the mean in ecology and its correction.
- doi:10.1093/ije/dyh299
Regression to the mean: definition and correction with control groups, as cited by van Klink et al.
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