AquaSolvency · how it is built

What goes in, what runs, and what it refuses to say

This is the machinery behind every number in the dashboard: each source that goes in, how a gridded satellite field becomes one figure for one river basin, the eight stages in the order they run, the four equations being solved, what the answer was tested against, and the limits that stay whether or not they are convenient. Nothing here is a summary of a method written elsewhere — the counts and spans on this page are read out of the same build the dashboard uses.

AquaSolvency v2.7 202 river basins 258 monthly satellite fields Apr 2002 – Jun 2026 Dr. Pradeepika (Praddy) Kaushik
01

Everything that goes in

Fourteen sources, every one public and cited in the dashboard’s reference list. Three of them are the same quantity produced by three different groups; four are there only to test the answer, and never enter the pipeline that produces it.

SourceWhat it providesCoverage
Satellite storage
CSR RL06.3 masconsTotal water storage, monthlyApr 2002 – Jun 2026
NASA GSFC RL06 v2.0 masconsThe same quantity, processed separatelyto Mar 2026
NASA JPL RL06.3 v04 CRI masconsThe same quantity, a third timeto Jul 2026
Climate
GPCP v2.3Precipitationto Jun 2026
GHCN-CAMSAir temperaturemonthly
Land surface
CPC soil moistureModelled soil watermonthly
NCEP/DOE Reanalysis 2Snow water equivalentmonthly
Geometry
HydroBASINS level 3202 basin outlinesfixed
Surface water
GloLakesSatellite lake storage2,185 lakes in 49 basins
US Bureau of ReclamationGauged reservoir storageColorado
Check
Jasechko et al. 2024In-situ well levels worldwide41,866 wells, 2003-2022
CGWB and State Groundwater BoardsWell levels, India6,843 wells, 2013-2019
Payne et al. 2025Land subsidence measured by radar79 regions
O'Neill, Rodell & Loomis 2026A separately produced trend field155 basins compared
Screening layer, not a check
Hasan et al. 2023Land subsidence predicted by a model, worldwide57 of 202 basins
02

From a satellite grid to a basin number

GRACE and GRACE-FO measure the pull of the water beneath them, and the three processing centres turn those same observations into monthly maps of stored water. Each map is averaged over each basin outline separately, weighted by area, in an equal-area projection — so a basin’s figure is its own water rather than a pixel near it. The measurement resolves about 300 km, which is why the unit of analysis is a river basin and not anything smaller.

Where the three centres disagree, that difference measures their processing choices. It is not three independent looks at the planet, and it is not treated as one.

03

The pipeline, in the order it runs

Nothing later in the chain can reach back and change something earlier. The classifier never sees the wells; the wells are used only to test what it already decided.

  1. ExtractEach solution is read on its own native grid, with no regridding between products.
  2. Basin meansEvery solution is averaged over each of the 202 outlines separately, weighted by area, in an equal-area projection.
  3. DeseasonThe annual and semi-annual cycle is fitted with harmonics and removed. Its peak-to-trough range is kept as the basin’s annual swing.
  4. TrendTheil–Sen on annual means, with Hamed–Rao modified Mann–Kendall significance, which allows for one year resembling the next.
  5. Climate modelAn antecedent-climate model is fitted to the basin’s own rainfall and temperature, then scored on years it never saw.
  6. GroundwaterSoil moisture, snow, and lake or reservoir storage where a record exists are subtracted from total storage.
  7. ClassifyTen status classes, each with a confidence grade that can only be lowered by a failed check, never raised.
  8. Stress and checkThresholds moved, the whole analysis rerun, the record prepared other ways, and the answer set against independent ground data.
04

The equations it actually solves

Four, and no more than four. Each one is standard, and each is written out here so that the method can be checked rather than taken on trust.

S(t) = Σk [ ak cos 2πkt + bk sin 2πkt ] + S′(t)
The seasonal cycle is fitted with harmonics and taken out. S′ is what is left — the part that does not come back each year.
β = mediani<j (Sj − Si) / (tj − ti)
Theil–Sen: the median of every pairwise slope, so no single extreme year can steer the trend. Significance by the Hamed–Rao test.
Ŝ′(t) = a·Σj P′(t−j)·e−j/τ + b·Σj T′(t−j)·e−j/τ,  a ≥ 0, b ≤ 0
Rainfall and temperature anomalies with a memory of τ months, 1 to 60. The signs are fixed: rain can only fill, heat can only drain. Fitted to detrended storage, so it learns how the basin answers weather, not how it is losing water.
GWS = TWS − SM − SWE − SW
beyond climate = β − βclimate
Groundwater is what is left after the other stores; beyond climate is what is left after the weather. Neither is attributed to a single cause.
05

What the answer was checked against

Nothing here was checked against itself. Wells, sinking ground, published studies and a separately produced satellite field all sit outside the pipeline that produced the classes. Where a check contradicts a result, that basin’s confidence is lowered and the reason is shown — a check can never raise a confidence grade.

41,866in-situ wells worldwideJasechko et al. 2024 · ρ = 0.438 across 22 scored basins, p = 0.042
6,843wells in India, pre-monsoonCGWB and State Boards · ρ = 0.757, 7 of 7 basins agree
32,827 km²of measured sinking groundPayne et al. 2025 · radar interferometry, 79 regions
59,616full reruns of the analysis288 settings × 207 basins · forcing, solution, window, memory, estimator
9,936ways of preparing the record48 variants × 207 basins · mask, solution, gaps, seasonal fit
r = 0.96against a separately produced fieldO’Neill, Rodell & Loomis 2026 · 155 assessed basins, never saw this tool
06

What it will not say

A tool is worth as much as what it refuses to claim. These limits are on the page because they are real, not because they are comfortable.

About 300 km, and no finer

GRACE resolves total storage at roughly 300 km. Every result describes a whole river basin — never an aquifer, a district or a field. The satellite grid drawn on this page is at that resolution, not at a prettier one.

Eleven months with no satellite

The first mission ended its science operations in October 2017 and GRACE-FO launched in May 2018. Trends are fitted across the gap and nothing is modelled into it, so the gap stays visible in every chart.

Insolvency, not bankruptcy

Under the formal definition (Madani 2026), water bankruptcy needs insolvency and irreversibility. A storage record alone cannot establish irreversible damage, so the strongest label this tool gives is Severe insolvency. A predicted land-subsidence layer is now shown on each basin sheet as a first step on the irreversibility side, but it is a model prediction rather than a measurement and it enters no class, threshold or confidence grade.

Not a climate-change attribution

The model is fitted to observed rainfall and temperature, and observations carry natural and human-forced variability together. Both sides of the fit contain the forced signal, so the split reported is between what observed weather explains and what it does not — not between natural and forced.

The three solutions are not three measurements

CSR, GSFC and JPL process the same GRACE and GRACE-FO observations. Their spread measures processing and regularisation choices, and understates the true uncertainty. All three also apply the same glacial isostatic adjustment model, so that spread carries no GIA uncertainty at all.

Thresholds are for screening

Every threshold is published and every class is tested against alternatives, but the final values for any basin must be set locally, with the people who manage it.

07

Or watch it

The same six steps, and the method worked on one real basin, as a ninety-second film recorded from the dashboard while it runs — not re-drawn for video, so it cannot show anything the tool does not do.