sciscape Publications
← All publications

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

Admitted 0 citing publications

References

8
  1. 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.

  2. usesdoi:10.5281/zenodo.10115288

    Code and data release V2.3 (Supplementary Data 2 and 3) that we reanalyse.

  3. 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.

  4. 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.

  5. 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.

  6. 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.

  7. doi:10.1086/497402

    Regression to the mean in ecology and its correction.

  8. doi:10.1093/ije/dyh299

    Regression to the mean: definition and correction with control groups, as cited by van Klink et al.

Cited by

0 publications

Public catalog entries on Sciscape.

No incoming citations on Sciscape.