Vote Dilution: Malapportionment and the First Gingles Precondition

Two legal tests, run on the census blocks of one Georgia county

Democracy’s Data

Last updated September 15, 2026 at 4:42p EDT

A district map can make your vote worth less than your neighbour’s while nobody stops you from casting it. American law calls that vote dilution, and it recognises two kinds. Districts of unequal population — malapportionment, in the law’s word — dilute everyone living in the large ones: twice the people, one representative each, half a representative apiece. Districts drawn so that a minority group can never elect anyone dilute that group instead.

So when does a map cross either line, and how does a court decide? One answer is arithmetic you could do in a spreadsheet. The other asks a plaintiff to prove something about a district that has never existed, which means somebody has to build it first.

The test

Four files describe Houston County, Georgia, and the map its Board of Education runs on. The population counts are the 2020 census at block level, from the redistricting file that a 1975 statute, Public Law 94-171, obliges the Census Bureau to hand every state legislature so it can draw districts.1 The shapes are the Bureau’s 2020 TIGER/Line files, its published digital outlines of every block. The enacted five-district plan is law, passed by the Georgia General Assembly and in force. And the registered-voter counts come from Georgia’s statewide voter registration file, which records each voter’s self-reported race, the box the voter ticked when registering. That column exists because Section 5 of the Voting Rights Act once obliged the state to show what a change in its election rules did to minority voters.2

Those four are the right files because the first Gingles precondition asks about a map that does not exist. Answering it needs a building block small enough to reassemble into any map at all, and the census block is that. They also supply three counts of “the people” at once, which almost nowhere else does, because almost nowhere else records race on the registration form.

The four meet on one column: GEOID20, the census block’s fifteen-character identifier. Every join carries the assumptions of both files plus one more about how they line up. That is the subject of Join Keys and Crosswalks, a crosswalk being a table that translates one set of areas into another. Here the join is checked rather than trusted: the four block lists were compared and match exactly, and the population the TIGER file carries for each block equals the published tables to the person.

One disclosure belongs here. Houston County’s method of electing its Board of Commissioners is the subject of pending litigation, Driver v. Houston County, No. 5:25-cv-00025 (M.D. Ga.), in which the instructor has been retained by plaintiffs.3 No material from any expert report is used anywhere in this brief, and nothing here reaches a legal conclusion.

The data

One row is a 2020 census block, the smallest unit the census publishes. There are 3,269.

Census block Enacted district Population Voting age Black adults Registered Black registered
131530211162000 4 959 677 413 228 141

GEOID20 names the block and boe5 says which of the five enacted districts it sits in. Then pop, vap and reg count its residents, its adults and its registered voters, each with a _black companion. Three counts of the people, and they are not the same number: the county is 34.54% Black by population, 32.43% among adults, and 35.56% among registered voters. That spread is 3.13 points wide, and it will decide a question the Supreme Court calls dispositive, meaning the one that settles the case.

The enacted plan arrives as a block equivalency file: one row per block, one district number, no boundary and no coordinate anywhere in it. A districting plan is a lookup table, and the picture everyone argues about is drawn afterwards by merging blocks that share a number.

Three cleaning decisions were made and none was collapsed away afterwards. “Black” means any-part Black, alone or in combination, matching Voting Rights Act practice. The registration counts use reported race only: voters whose race the file had inferred rather than recorded are left out. And blocks with nobody living on them are kept, 875 of the 3,269, because a district has to be drawn across empty ground.

Two things are in none of the four files. Which block touches which is worked out from the block outlines. And most of the districts in this brief did not exist until this brief’s own code made them, which is what evidence for the first precondition always is.

Before you read on, write two numbers down. The county is 32.43% Black among adults and holds 3.24 times the Black adults a majority-Black district would need. Ignoring geography entirely gets you to 67.1%.

First: the highest Black share a contiguous district of 32,727 people can reach. Second: how compact that district will be, on a scale where a perfect circle is 1 and a spidery tendril is near 0.

What it says about democracy

The dilution you can settle by subtraction

Add up the population of each of the enacted plan’s five districts and compare it to the average. That average, the county’s population divided by five, is the ideal population of 32,727, and a district’s deviation is how far above or below it the district sits, as a percentage of the ideal. District 3 is the largest at 33,090 people, which is 363 over the ideal, or +1.11%. District 4 is the smallest at 32,550, or -0.54%. The distance between those two, 1.65 points, is the plan’s maximum deviation, and it is the number a court asks for.

Total spread 1.65 points; the shaded band is the 10 points a legislature drawing state or local districts is presumed to be within.

Figure 1. The enacted plan against equal population. One bar per Board of Education district, running left or right of the ideal of 32,727 people. Bars from a zero line fit this question, because the question is distance from a single number in two directions. The shaded band is the 10-point maximum deviation a state or local plan is presumed to be within.

Reynolds v. Sims, 377 U.S. 533 (1964) required that legislative districts hold substantially equal populations,4 and Brown v. Thomson, 462 U.S. 835, 842 (1983) collected the rule that a state or local plan under a 10% maximum deviation is a minor one and does not by itself make a case.5 This plan spans 1.65 points, a sixth of that allowance. Read as a price, a vote in the smallest district is worth 1.66% more than a vote in the largest, because one seat is shared among 32,550 people there and 33,090 here. That is the entire malapportionment inquiry, done in one subtraction.

If it is that easy, what was the rule for? Until 1963 Georgia nominated statewide officers under the county unit system, in which counties cast two to six unit votes each regardless of size.6 Gray v. Sanders, 372 U.S. 368, 381 (1963) struck it down, and gave the rule its name: political equality “can mean only one thing — one person, one vote.”7

Quantity Value
People per unit vote, largest county 177,785
People per unit vote, smallest county 780
Ratio between them 228 to 1
Counties that together hold a unit-vote majority 103 of 159
Share of Georgians living in them 15.3%

A vote in the smallest county was worth 228 votes in the largest, and 15.3% of Georgians could outvote the rest. The equal-population rule worked so completely that it stopped being where the argument is.

The dilution you cannot settle by subtraction

The argument moved to the other kind. Section 2 of the Voting Rights Act, 52 U.S.C. § 10301(b), makes out a violation where a group has “less opportunity than other members of the electorate to participate in the political process and to elect representatives of their choice.”8 Thornburg v. Gingles, 478 U.S. 30, 50–51 (1986) turned that into three things a plaintiff must show first, now called the Gingles preconditions.9 The group must be large enough and geographically compact enough to be a majority in one district; it must vote cohesively, meaning largely for the same candidates; and the majority must vote as a bloc against it, so that the group’s candidates usually lose.

Preconditions two and three are claims about elections that happened. Precondition one is a claim about a district that did not, and it is the only one a census file can answer.

Its arithmetic half is quickly done. Each of five districts holds 24,424 voting-age people, so a bare majority takes 12,212 Black adults, and the county has 39,605. “Sufficiently large” is satisfied 3.24 times over. The other half, which Gingles called “geographically compact,” is a fact about where those adults live.

All 3,269 census blocks, shaded by the Black share of their voting-age population; the 875 hatched blocks contain nobody at all. Red lines are the five enacted districts. The county’s index of dissimilarity is 39.9.

Figure 2. Where the Black adults are. All 3,269 census blocks, shaded by the Black share of their voting-age population, with the five enacted districts in red. The 875 hatched blocks contain nobody at all, which is the absence of the quantity rather than a low value of it.

There is no single Black neighbourhood to enclose. The index of dissimilarity, meaning the share of Black adults who would have to move blocks for the two groups to be spread identically, is 39.9.10 Only 306 of 3,269 blocks are majority-Black among adults, holding 36.4% of the county’s Black adults, so the other 63.6% live where they are outnumbered.

So build the district and find out. Start at the block with the most Black adults and annex neighbours until the district holds 32,727 people. At each step the mapmaker looks at the reach nearest available blocks on the frontier, the blocks touching the district so far, and takes whichever leaves the Black share of adults highest. At reach = 1 one candidate is ever considered, so race never enters the rule for growing the district; at reach = ∞ every frontier block is a candidate.

Each point is one setting of the dial. Hover for the district it produced.

Figure 3. What the dial buys, and what it costs. Each point is one setting of reach, plotted by the compactness of the district it produced and the Black share of that district’s adults. Polsby-Popper is the area-to-perimeter score: 1 for a circle, near zero for a long ragged edge. The triangle is the ceiling reached by dropping contiguity altogether.

The dial buys Black share and pays in compactness, at a brutal rate. At reach = 1 the district is 41.3% Black among adults with a Polsby-Popper of 0.324: a respectable shape, nowhere near a majority. The first setting that clears 50% is reach 40, and its compactness is 9 times worse. At the far end the district reaches 60.0% at 0.008, which is not a shape so much as a route.

Two points deserve their own story. One setting is out of order: at reach 2 the district drops to 41.1%, below several tighter settings, because a greedy search, one that takes the best-looking next step without looking further ahead, is not guaranteed to improve as its own parameter grows. And the starting block barely matters, since restarting from each of 306 majority-Black blocks moves the answer only 2.1 points.

The honest summary an expert could write from Figure 3 is that a majority-Black district can be built here only by abandoning compactness. That summary is wrong.

The map already exists

The enacted plan has been in force this whole time. Put its District 4 on the same two axes.

District Black of adults Polsby popper Reock
Algorithm, reach 1 41.3% 0.324 0.766
Algorithm, reach 40 51.1% 0.036 0.336
Algorithm, reach unlimited 60.0% 0.008 0.284
Ceiling (contiguity dropped) 67.1% 0.006 0.056
ENACTED District 4 53.7% 0.266 0.514

District 4 is 53.7% Black among adults at a Polsby-Popper of 0.266. It is more Black than every contiguous district the algorithm drew below reach 40, and more compact than every one at or above it. 0 of the algorithm’s 15 districts beat it on both measures at once.

The same county three times. The enacted district is both more Black and more compact than the algorithm’s unlimited-reach attempt.

Figure 4. The same county, three times. Left, the district the algorithm built at reach = 1. Centre, the one it built with the dial turned all the way up, a route rather than a shape. Right, the district Georgia enacted, which is both more Black and more compact than either.

People drew that one, out of the whole county rather than outward from a seed. Exhibiting a map settles the first precondition for good; failing to find one settles nothing, because no search is ever exhaustive. That asymmetry, rather than the arithmetic, is what the fighting in these cases is about.

Majority of what?

Bartlett v. Strickland, 556 U.S. 1, 19–20 (2009) reads the precondition to require a real numerical majority, greater than 50 percent of voting-age population.11 District 4 clears 50% on all three counts. Take the four-district configuration, where it does not.

Reach Of population Of adults Of registered voters Majority
1 48.2% 44.3% 50.4% on registered voters only
4 49.6% 45.6% 50.7% on registered voters only
12 50.7% 46.8% 51.7% on registered voters only
24 52.2% 48.3% 53.2% on registered voters only
60 53.1% 49.3% 54.1% on registered voters only
100 53.1% 49.6% 53.7% on registered voters only

Every one of those districts is majority-Black among registered voters, and not one is majority-Black among voting-age population. The registered share never drops below 50.1% and the voting-age share never rises above 49.6%. Same blocks, same lines, same people, two answers to the question the Court calls dispositive.

Neither number is wrong, and the disagreement is a join. The census counts everybody who lives here; the registration file counts everybody who signed up to vote. The bottom number everything is divided by therefore comes from a different office, on a different date, under a different rule about who counts.

The standard changed four months ago

Louisiana v. Callais, 608 U.S. ___ (2026), decided 29 April 2026, left the three preconditions standing and changed what satisfies the first.12 A plaintiff now “cannot use race as a districting criterion” in drawing an illustrative map. That map must also meet all the State’s legitimate districting objectives “just as well” as the State’s own (slip op., at 29–30). Every point on Figure 3 except the leftmost was produced by letting race decide which block to annex. Same county, same census, same code, and a change in doctrine moves the admissible answer 18.7 points, down to reach = 1 and its 41.3%.

What this brief cannot tell you

Whether anyone’s vote is actually diluted. Precondition one is a threshold, not a verdict. Nothing above touches preconditions two and three, or the totality of the circumstances, which is nine mostly historical factors from the Senate report of 1982.

Whether a lawful plan containing such a district exists. The search grows one district and stops. A demonstration plan has to assign every block and keep all five districts inside the population band at once.

Whether any of these districts would perform. No election result appears in these four files, so bloc voting cannot be measured here.

And the compactness scores are not facts about fairness. Both measures used here are outline-based, so they are one limitation rather than two independent checks. A district bounded by a winding river scores badly for reasons nobody chose.

What you should have learned

Extensions

None of these is answered above, and every one can be answered from the tables the Sources section hands over.

Sources

Data

The data itself

Every figure above is drawn from these tables. They are plain CSV, they open in a spreadsheet, and they are yours to take further.

adjacency.csv, block_shapes.csv, blocks.csv, districts.csv, ga_county_units.csv, plan_shapes.csv, seed_sweep.csv, segregation.csv, tradeoff.csv

Cases and statute

Academic literature


  1. The Census Bureau’s page on the P.L. 94-171 redistricting data: https://www.census.gov/programs-surveys/decennial-census/about/rdo/summary-files.html.↩︎

  2. The Department of Justice’s description of Section 5 and the preclearance it required until 2013: https://www.justice.gov/crt/about-section-5-voting-rights-act.↩︎

  3. The docket is public. Filings are indexed by CourtListener, a free archive of federal court records: https://www.courtlistener.com/?q=%22Driver+v.+Houston+County%22.↩︎

  4. Reynolds v. Sims, 377 U.S. 533 (1964): https://www.law.cornell.edu/supremecourt/text/377/533.↩︎

  5. Brown v. Thomson, 462 U.S. 835 (1983): https://www.law.cornell.edu/supremecourt/text/462/835.↩︎

  6. The New Georgia Encyclopedia’s account of the county unit system: https://www.georgiaencyclopedia.org/articles/government-politics/county-unit-system/.↩︎

  7. Gray v. Sanders, 372 U.S. 368 (1963): https://www.law.cornell.edu/supremecourt/text/372/368.↩︎

  8. 52 U.S.C. § 10301: https://www.law.cornell.edu/uscode/text/52/10301.↩︎

  9. Thornburg v. Gingles, 478 U.S. 30 (1986): https://www.law.cornell.edu/supremecourt/text/478/30.↩︎

  10. The index is from Otis Dudley Duncan and Beverly Duncan, “A Methodological Analysis of Segregation Indexes,” American Sociological Review 20, no. 2 (1955): 210–217, https://www.jstor.org/stable/2088328.↩︎

  11. Bartlett v. Strickland, 556 U.S. 1 (2009): https://www.law.cornell.edu/supremecourt/text/07-689.↩︎

  12. Louisiana v. Callais, No. 24-109, slip opinion of 29 April 2026: https://www.supremecourt.gov/opinions/25pdf/24-109_new_jifl.pdf. The docket is at https://www.supremecourt.gov/search.aspx?filename=/docket/docketfiles/html/public/24-109.html.↩︎