Saktoo index

What the 1930s redlining maps predict about Los Angeles today

Between 1935 and 1940 the Home Owners' Loan Corporation graded American neighborhoods from A to D to guide mortgage lending. The D areas, outlined in red on the original maps, were overwhelmingly the Black, immigrant and working-class districts, and the grades were explicit about it. Lending followed those lines for decades afterwards.

Those maps are ninety years old. The question this page answers is a narrow, checkable one: when you lay the graded areas over the present-day neighborhood index, what do they measure like now? Every figure below is read from the same artifact behind the interactive map, so anyone can reproduce it.

The short answer: areas graded A still sit under 16% tree canopy against 3% in areas graded D, and the gradient runs the same direction on every measure we hold: pollution exposure, rent, and the adult earnings of children raised there.

Present-day measures by 1930s grade

Averaged across the index hexagons whose centre falls inside each graded area.

MeasureABCD
Areas measured130189472225
Tree canopyshare of ground under tree cover16%9%5%3%
Environment scoreair, traffic and canopy, 0-100 against the region63473524
Pollution exposuresix CalEnviroScreen measures, higher = more exposure47566170
Combined burdenexposure together with rent burden38516168
Economic mobilityadult outcomes for children raised there66483422
Median rentACS median gross rent$2,650$2,100$1,750$1,625
Median home valueACS median value, top-coded at $2,000,001$1,570,000$1,015,000$725,000$665,000

Grades read A “Best”, B “Still desirable”, C “Definitely declining”, D “Hazardous”. Those are the HOLC's own labels.

What this does and does not show

This is a correlation between a historical grade and a present-day measurement. It does not isolate redlining from everything else that shaped these areas over ninety years, and nothing here should be read as a single cause producing a single effect.

The grades only cover the parts of the region HOLC surveyed in the 1930s, which is a small share of today's built-up area. 1,016of the index's hexagons. Everything outside those boundaries is absent here, including nearly all of Orange County.

A hexagon is about a kilometre across and a graded area can be smaller, so each hexagon is counted toward whichever grade contains its centre. Hexes are assigned to a HOLC grade by centroid containment; a hex straddling two graded areas counts only toward the one holding its centre. Present-day figures are read from explore-features.json so they match the Explorer exactly. Grades cover only the parts of the region HOLC surveyed in the 1930s, which is far from all of it.

Sources. Mapping Inequality: Redlining in New Deal America (Nelson, Winling, Marciano, Connolly et al., University of Richmond Digital Scholarship Lab), digitized HOLC area descriptions, 1935-1940. Present-day figures from the Saktoo Neighborhood Index, compiled 2026-08-12.

Terms. The HOLC grades are published by the Digital Scholarship Lab at the University of Richmond under a CC BY-NC-SA 4.0 licence, which restricts commercial reuse; cite them as Nelson, Winling, Marciano, Connolly et al., “Mapping Inequality,” American Panorama. The present-day Saktoo measures on this page are covered by the terms on our data page and are not redistributed with the HOLC grades attached.

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