From CVAP to racially polarized voting, the demographic evidence courts require — built for attorneys doing serious Voting Rights Act work.
Understanding the data requirements begins with understanding the legal framework. The VRA has been amended, litigated, narrowed, and reaffirmed over six decades.
Before a court reaches the Senate Factors "totality of circumstances" analysis, a Section 2 plaintiff must establish all three Gingles threshold preconditions. Each has specific demographic and statistical requirements where census data is essential.
The minority group must be sufficiently large and geographically compact to constitute a majority in a single-member district. This is the foundational demographic showing — requiring CVAP analysis at fine geographies to demonstrate the minority population is concentrated enough to form a majority-minority district.
The minority group must be politically cohesive — meaning members vote similarly as a group. This is demonstrated through racially polarized voting (RPV) analysis using ecological inference (EI) or related statistical methods applied to precinct-level election returns and demographic data.
The white majority must vote sufficiently as a bloc to usually defeat the minority group's preferred candidate. This also requires RPV analysis and is the complement to the second precondition — together, they establish that elections are characterized by legally significant racial polarization.
If all three preconditions are satisfied, courts proceed to a "totality of circumstances" analysis guided by the Senate Judiciary Committee Report factors, including: history of voting discrimination, extent of racially polarized voting, use of enhancing voting practices, candidate slating processes, effects of past discrimination, racial appeals in campaigns, and the extent to which minority group members have been elected. Meeting Gingles is necessary but not sufficient — the totality analysis remains outcome-determinative in contested cases.
These tools pull directly from the Census Bureau API and the CensusGo database. Data from ACS 2024 5-Year Estimates and the official CVAP Special Tabulation.
Citizen Voting Age Population broken down by race at the state, county, and VTD level. The legally authoritative measure for Gingles Prong 1 and majority-minority district analysis.
Find the exact ACS table code for any demographic variable — Hispanic CVAP by tract, Black median income by county, citizen population by age and race. Returns the variable, a description, and a direct link to map it.
Ask plain-English questions — "What is the CVAP Hispanic share in Utah counties?" or "Black VAP in Alabama congressional districts" — and receive live data, charts, and tables formatted for expert reports.
Generate choropleth maps for any Voting Age Population or CVAP variable across all states. Exportable visualizations ready for expert reports and court exhibits.
Pull race, income, housing, and poverty data for any county or incorporated place. Essential for establishing demographic baselines in challenged districts and surrounding communities.
Income gaps, poverty rates, educational attainment, and homeownership by race — the quantitative evidence for Senate Factor analysis on effects of past discrimination and depressed minority political participation.
Advanced statistical analyses required by courts in Section 2 litigation. Each module is designed to produce expert-report-ready outputs defensible under Daubert standards.
Measures whether a minority group votes cohesively and whether the white majority votes as a bloc to usually defeat the minority's preferred candidate. The core statistical showing for Gingles Prongs 2 and 3. Combines precinct-level election returns with Census demographic data.
Evaluates whether a proposed or existing majority-minority district actually provides minority voters an equal opportunity to elect their preferred candidates. Tests the district across multiple election cycles to assess whether minority electoral success is consistent or episodic.
Identifies whether minority voters have been packed into a small number of districts (reducing their overall influence) or cracked across multiple districts (diluting their ability to form a majority in any). Quantifies the deviation from a benchmark plan using CVAP concentration metrics.
King's EI method estimates the racial composition of the vote within precincts using only aggregate precinct-level data — without individual-level voter data. The leading court-accepted method for inferring minority voting behavior when exit polls or voter files are unavailable. Produces precinct-by-precinct estimates of minority and majority candidate support.
The multinomial-Dirichlet extension of ecological inference for elections with more than two racial groups or more than two candidates. Essential in jurisdictions with Black, Hispanic, and Asian minority populations — or in multi-candidate primaries — where EI's two-group assumption is insufficient.
Bivariate and multivariate regression of precinct vote shares on minority population proportions. While simpler than EI, regression-based RPV analysis remains admissible in many courts and is often used as a corroborating method alongside ecological inference. Includes homogeneous precinct analysis (HPA) as a robustness check.
Since the Supreme Court's 2019 decision in Rucho v. Common Cause, federal courts are closed to partisan gerrymandering claims. State courts and state constitutions have become the new battleground — and quantitative measures are central to these cases.
Chief Justice Roberts, writing for a 5-4 majority, held that partisan gerrymandering claims present nonjusticiable political questions beyond the reach of federal courts. The Court acknowledged the "unjust" nature of extreme partisan maps but found no "judicially manageable standard" to adjudicate them under the Constitution.
588 U.S. 684 (2019)In the wake of Rucho, partisan gerrymandering litigation has shifted almost entirely to state courts interpreting state constitutional provisions on free and equal elections, separation of powers, and equal protection. High-profile post-Rucho decisions include North Carolina (Harper v. Hall), Pennsylvania (League of Women Voters), Ohio, and Wisconsin.
Expert witnesses in partisan gerrymandering cases have deployed a range of mathematical metrics to demonstrate and quantify partisan asymmetry. No single measure has been universally adopted, but courts increasingly expect experts to triangulate across multiple methods.
The Supreme Court rejected the "independent state legislature" (ISL) theory, affirming that state courts may review state legislative redistricting decisions under state constitutional law. This decision preserved the authority of state courts — including those that have struck down partisan gerrymanders — to continue serving as a check on redistricting abuses.
600 U.S. 1 (2023)Access live CVAP data, run variable searches, and explore the analysis suite — all from one platform built for redistricting professionals.