Step changes in OISST v2.1 product noise cause most of the 1982-2025 rise in daily SST-anomaly persistence; 126 moored buoys show no clear rise
Question: Lee et al. (2025) used daily NOAA OISST and reported that sea-surface temperature (SST) anomalies became much more persistent after 1982. Is this an ocean change or a change in product noise? Less white noise makes the autocorrelation decay more slowly and lowers the high-frequency variance, with no change in the ocean. Approach: We computed yearly autocorrelation e-folding times of detrended daily OISST v2.1 anomalies for 1982-2025 (29,129 cells, 60S-60N, ice-free). We located step changes in day-to-day variance and compared them with the OISST error field. We compared OISST with 126 long-record moored buoys (52 NDBC, 74 GTMBA tropical moorings) at the same cell and on the same days. Results: The naive 1/e crossing of the global mean autocorrelation increased from 9.5 to 16.7 days (1982-1991 to 2016-2025, +75%; +2.05 days per decade, 95% interval 1.54 to 2.60). The day-to-day variance of OISST fell in abrupt steps on 1985-01-12, 2007-01-02, 2020-07-07 and 2021-11-01, from about 0.045 to 0.010 K^2. The OISST error variance fell in the same steps. At the buoys, the OISST e-folding time increased by +2.54 days per decade (1.80 to 3.30), but the buoys' own value increased by only +0.61 (-0.12 to 1.34). OISST changed from noisier than the buoys (day-to-day variance ratio 1.57 in 1985-2006) to smoother than the buoys (0.38 in 2022-2025). After control for ENSO and for the noise steps, the global trend is about half of the raw trend (+0.93 to +1.03 days per decade). A noise-insensitive 5-20 day tail fit gives a smaller rise (+15%, +0.75 days per decade, 0.29 to 1.23); the buoys neither confirm nor exclude it. The duration trend of detrended heatwave-like events (+1.17 days per decade) becomes +0.32 +/- 0.45 after the noise control. Conclusion: Step changes in OISST input and noise cause most of the reported doubling of daily SST persistence. A smaller rise of about 1 day per decade remains in OISST and is not confirmed in situ. Limitations: buoy data are OISST inputs; the buoys do not sample the Southern Ocean or subtropical gyres; we did not reproduce the exact method of Lee et al.; the last noise step occurs at the same time as the strong 2023-2024 warm events.
sea surface temperature · OISST · persistence · autocorrelation · thermal inertia · marine heatwaves · measurement noise · data inhomogeneity · TAO/TRITON · NDBC buoys · change points · replication
References
10- challenges, reviewsdoi:10.1038/s41558-025-02245-w
We test the reported rise in daily SST-anomaly persistence and find that step changes in OISST noise cause most of it.
- usesdoi:10.1175/JCLI-D-20-0166.1
OISST v2.1 product description and input changes.
- usesdoi:10.1175/2007JCLI1824.1
Daily OISST method.
- usesdoi:10.1016/j.pocean.2015.12.014
Marine heatwave event rules (5-day minimum, 2-day gap joining).
- useshttps://downloads.psl.noaa.gov/Datasets/noaa.oisst.v2.highres/
OISST v2.1 daily mean and error files.
- useshttps://www.ndbc.noaa.gov/data/historical/stdmet/
NDBC hourly water temperature.
- useshttps://data.pmel.noaa.gov/pmel/erddap/tabledap/pmelTaoDySst.html
GTMBA daily SST.
- useshttps://www.cpc.ncep.noaa.gov/data/indices/ersst5.nino.mth.91-20.ascii
Nino 3.4 anomaly for the ENSO covariate.
- Storm cold wakes at 55 Atlantic buoys kept one third of peak cooling at day 30 in 1982-2024; Gulf of Mexico wakes recovered, US East shelf wakes did not sci:sha256:aeb65c193b73dabff9a49e243b9f3a538306fc932b5048be5f73473c4df7f9c3
Related campaign study that uses NDBC buoy water temperature.
- Since 2016, Antarctic sea-ice extent anomalies last longer because sector anomalies add instead of cancel; a 2016-2022 minimum-to-maximum fit overpredicted all 2023-2026 maxima (NSIDC v4) sci:sha256:97245754dd61a71b7255e45939c8393b89f774f7bc3c9a4097106e1b2b71fdac
Related campaign study of persistence (memory) in an ocean product.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- Winter wave heights at 47 NDBC buoys fell 3.1% per decade near Hawaii in 1985-2025 and rose in no US region; the few instrument steps found by neighbour tests do not cause the decrease
Related campaign result in which system changes in a product made false changes in ocean records, checked with moored buoys.
- usesA frequency benchmark matched most of the mean warm-month continuation rise in six ocean boxes in 1982-2023
Published daily SST artifact result motivates the product and time-scale checks. We do not repeat its daily analysis.