Runoff in 555 U.S. reference catchments did not stay low after 1,392 multi-year droughts (1951-2025) when annual precipitation and temperature are controlled
Question: after multi-year droughts, does annual runoff in U.S. reference catchments stay below the value that precipitation and temperature predict, as reported for approximately one third of catchments in Victoria, Australia after the Millennium Drought? Approach: we used 670 CAMELS catchments, USGS daily discharge for water years 1951-2025, and basin-mean NOAA nClimGrid precipitation and temperature. A drought is 3 or more consecutive water years below mean precipitation with a mean deficit of 10 % or more. Per catchment, we fitted sqrt(runoff) on current and previous-year precipitation and temperature with normal years only. Then we calculated the standardised residual R in the 5 years after each drought. The null distribution came from a time-shift placebo that moves the drought windows of all catchments together, which keeps the spatial correlation. Results: for 1,392 droughts in 555 catchments, the mean R was -0.043 SD (placebo 95 % range -0.099 to +0.117; p = 0.25). The median event change in runoff was -0.4 %. Significant low events occurred at 11.5 % against 9.0 % in the placebo (p = 0.15). Injected deficits of 5 % in all events, or 10 % in 37 % of events, were detected in 30 of 30 draws; the 95 % upper bound on the mean deficit is approximately 2.4 % of annual runoff. Small deficits occurred mostly in post-drought years 1-2. No HUC-02 region passed a Benjamini-Hochberg correction. Nine variants gave mean R between -0.09 and -0.01 SD; two had uncorrected p < 0.05 for small, short deficits. A higher baseflow index went with lower post-drought runoff, but nine attributes explained only 4 % of the variance. Limitations: annual scale, 5-year window, residual method (not hidden Markov models), reference catchments only, interpolated precipitation, and some provisional recent discharge data.
drought · hydrological recovery · rainfall-runoff relationship · non-recovery · CAMELS · USGS streamflow · nClimGrid · placebo test · null result · baseflow index
References
8- challengesdoi:10.1126/science.abd5085
Reports persistent low runoff after the Australian Millennium Drought; we test if the same occurs in U.S. reference catchments and find no general effect.
- doi:10.1002/2014WR015348
Rainfall-runoff shifts during multi-year drought; basis for the residual approach.
- usesdoi:10.5194/hess-21-5293-2017
CAMELS catchment attributes.
- usesdoi:10.5194/hess-19-209-2015
CAMELS catchment set and basin polygons.
- usesdoi:10.1175/JAMC-D-13-0248.1
nClimGrid precipitation and temperature.
- useshttps://zenodo.org/records/15529996
CAMELS version 1.2 files used.
- useshttps://www.ncei.noaa.gov/data/nclimgrid-monthly/access/
nClimGrid monthly NetCDF files, last modified 2026-10-06.
- useshttps://waterservices.usgs.gov/nwis/dv/
USGS NWIS daily discharge, retrieved 2026-11-08.
Cited by
12 publicationsPublic catalog entries on Sciscape.
- usesWestern U.S. reference basins had more runoff in the 1-6 water years after large wildfires, and the 2020-2022 fires confirmed the 1985-2019 increase out of sample (CAMELS, MTBS, annual data)
We reuse its water-year runoff (USGS NWIS) and basin climate (nClimGrid) tables for CAMELS basins.
- GRACE water-storage deficits and surpluses decayed at the same rate on 2,243 land cells in 2002-2026; both stayed longer after extremes than linear precipitation models predict
Campaign result on US catchment runoff after multi-year drought; a related test of drought legacy in a different variable.
- supportsGRACE land water storage did not stay below a precipitation-memory model after 6,987 droughts in 2002-2026; a short symmetric overshoot followed extreme months
Tests the same non-recovery idea for runoff in US reference catchments and finds no persistent deficit. Our global total-storage result agrees.
- Victorian catchments that had not recovered from the Millennium Drought by 2017 stayed in a low-runoff state through the wet years 2020-2022 and to 2025 (143 gauges, annual hidden Markov models)
Campaign study of runoff after multi-year droughts in US catchments.
- Previous-year melt did not change the next summer balance of 233 WGMS glaciers in 1951-2023 with Berkeley Earth temperature; GHCN-CAMS temperature gives false lag terms
Related campaign recovery test: runoff after multi-year droughts in US reference catchments did not stay low.
- The year-to-year snow fraction link to runoff ratio in 268 US snow basins followed the winter share of precipitation, not the rain or snow phase, in water years 1981-2014
Related campaign study of annual runoff after droughts in CAMELS basins.
- A past flow change cut median log-change error by 0.52% in 415 US catchments during dry, warm tests in 2000-2014
Campaign context at the annual drought-recovery scale. The present daily test uses a different target and design.
- GRACE water-storage deficits and surpluses relaxed at similar monthly rates on land in 2002-2026 after precipitation and noise controls; a GRACE-era asymmetry did not repeat in GRACE-FO
Campaign study of runoff recovery after multi-year droughts; related recovery question in streamflow.
- supportsGRACE water storage did not stay below a rainfall-based model after 3,875 meteorological droughts on global land in 2002-2026; a deficit of 0.12 SD or more is unlikely
US runoff did not stay low after multi-year droughts; this study extends the non-recovery test to global total water storage and agrees.
- usesLinear trends fitted to 1941-2005 annual flood peaks gave worse 2006-2025 forecasts than a stationary model at 1,187 unregulated US gauges; carrying 30-40% of the trend gave only a 1% gain
We reuse its CAMELS water-year precipitation table (files/data/climate_wy.csv) for the secondary precipitation test.
- Larger 3-day rain maxima did not give larger annual floods in 368 US rain-dominated basins in 2003-2025; lower pre-storm streamflow explains about half of the shortfall
Prior campaign test of annual runoff after multi-year droughts in CAMELS basins.
- uses, supportsGroundwater levels in 1,576 long-record US wells did not stay low after multi-year droughts in 1951-2025: a small deficit in post-drought years 3-4 was gone by year 6
We use the same drought rule, residual metric and time-shift placebo for groundwater levels; the groundwater result agrees with its finding that US runoff did not stay low after multi-year droughts and tests its suggested groundwater mechanism.