Methodology & Sources

U.S. Drought Exposure Monitor

← Back to the map

The Monitor maps where drought is hitting U.S. row-crop acreage. For each county it pairs planted acres with current drought severity from the U.S. Drought Monitor — hard data, no insurance assumptions — and renders the result as 3D relief so the most acreage under the most stress stands out. Federal crop insurance appears as honest per-county context, not as the headline. Crops tracked: corn, soybeans, wheat (winter + spring), upland cotton, grain sorghum.

Headline math

drought_severity_score  = (D0·1 + D1·2 + D2·3 + D3·4 + D4·5) / 100   # 0–5
drought-weighted acres  = planted acres × (drought_severity ÷ 5)
grain coverage          = clip(insured grain acres ÷ grain-intended acres, 0, 1)  # context only
grain-intended acres    = NASS planted acres × grain_completion
grain_completion        = Σ grain-harvested ÷ Σ planted   (per county, closed years)
loss_ratio              = indemnity ÷ premium                          # KPI + table only

The watch list ranks counties by drought-weighted planted acres = planted acres × (drought ÷ 5) — how much acreage is under stress, blending how dry a county is with how much acreage is at stake, so a large-but-not-dry county doesn't outrank a smaller, severely-stressed one (every column is still click-sortable). The same idea appears on the map as the 3D relief layers, where planted acres become bar height and drought severity becomes the bar color, rather than a single flat shade. Insurance is not part of the ranking; the grain-coverage figure above is per-county context only.

Planted vs. grain-intended acres

Drought and grain insurance act on different slices of an acre, so the tool keeps two denominators. Drought hits everything in the ground — including wheat planted for cattle grazing ("graze-out") and corn cut for dairy silage — so the drought views and the bar height use total planted acres. The grain-coverage context, though, only reflects acres taken to grain, so it uses grain-intended acres = planted × a per-county grain-completion factor (multi-year grain-harvested ÷ planted). Without this, graze-out wheat counties (Texas/Oklahoma Panhandle) and silage-corn counties (dairy regions like Idaho's Magic Valley) would show artificially low grain coverage — the acres simply were never headed for a grain policy. The factor is pooled over recent closed years, so it reflects structural land use rather than a single price- or drought-driven season.

Reading the map

Across every view, a county's bar height is its planted acres for the chosen crop — so height always means the same thing. The map lands tilted to show the relief; drag (or use the compass) to rotate, and flatten it to read like an ordinary map. Three views share the stack, each changing only what the color means:

Bar height — planted acres — stays the same in every view; only the color changes, so the same relief reads as current drought, the forward outlook, or the year-over-year shift.

Forecast

Each county's hover shows NOAA CPC's Seasonal Drought Outlook category — whether drought is forecast to develop, persist, improve, or be removed over the coming three months (issued the 3rd Thursday of each month). It's a directional outlook, so it's surfaced as the category itself rather than folded into a score; counties without a CPC assignment show no forecast.

How insurance is shown

Insurance never drives the headline; it appears only as per-county context in the detail panel. There it's shown as a footprint across the federal crop-insurance programs on a county's ground — crop-insurance acres, grazing/forage acres, and rangeland — listed separately and never summed, since a single field can carry more than one policy. The per-crop grain-coverage figure (insured grain acres ÷ grain-intended acres) sits alongside, clearly labeled as grain coverage.

That separation matters because federal insurance on a crop's grain does not capture the separate programs — Annual Forage and Pasture, Rangeland & Forage — that insure the same ground against drought. Winter wheat grazed by cattle, for instance, is often insured as forage rather than grain. So a grain-only view understates true drought insurance: in graze-heavy regions like the Texas High Plains a county can read as thinly insured on grain while being heavily covered against drought through forage policies. A low grain-coverage number is context about one program, not a measure of how exposed a county is.

For the grain-coverage figure, federal insurance is published monthly, so the open crop year under-reports per-county insured acres until late season. The figure uses an adjusted value: the observed current-year rate, unless a stable county's open-year value is missing or drops > 10pp below its 5-year mean (the reporting lag), in which case it falls back to that 5-year mean.

Sources

SourceUsed for
USDA NASS Quick StatsCounty-level area planted by crop, by year — the planted-acre bar heights.
USDA RMA Summary of BusinessFederal crop-insurance acres, liability, premium, indemnity, and loss ratio by county and program — per-county context only.
U.S. Drought Monitor (USDA/NOAA/NDMC)Percent of county area in each drought category (D0–D4). Weekly; archived back to 2000.
NOAA CPC Seasonal Drought OutlookCategorical 3-month drought forecast, issued the 3rd Thursday monthly.

All sources are matched together by county. Refreshed weekly.

Known limitations

Lineage

Pairing drought severity with agricultural exposure draws on the empirical literature — Pogach, Polson & Heil (FDIC, 2024), Drought Exposure and Agricultural Community Banks; Rodziewicz & Dice (FRB Kansas City, 2020), Drought Risk to the Agricultural Sector. This is a data visualization, not an econometric model. Sources are public-domain US government data.

Contact

Questions, corrections, or feedback — [email protected].