Southern WAR methodology
Construction, coverage, geography, finance, and interpretation for the 2016–2024 Southern state-legislative WAR map.
1. Estimand
Race WAR = raw gap − fitted structural expected gap
Democratic WAR = race WAR; Republican WAR = −race WAR
The score is a race differential, not a pooled candidate-career effect. A residual cannot uniquely divide credit between candidate strength, opponent weakness, and omitted local conditions.
2. Structural model
The selected decaying_lag ridge specification (alpha 100) models the ordinary legislative-ticket gap using ticket margin and its square, state, chamber, baseline office family, election timing, symmetric incumbency, prior presidential margin, ticket change, and a ticket-change-by-years interaction. Specification selection used earlier-cycle forward validation.
3. Historical scoring
Races after 2016 preserve the published Southern WAR v3 same-cycle fitted residual. The strict 2016 races are a backward application of the selected model fitted only on strict races after 2016.
4. Coverage and missing races
The explorer contains all 116 scheduled state/cycle/chamber map slices and every district outline in the exact election-year Census cartographic-boundary file. Only strict observed D–R regular contests receive WAR. Uncontested races, non-D/R races, research-only context, and missing outcomes remain unscored; gray never means WAR zero.
Louisiana, Mississippi, and Virginia retain their actual odd-year election schedules. South Carolina’s staggered Senate schedule is also retained.
5. Fundraising
Fundraising is displayed only when both major-party observations and both candidate identities are complete. The model tested viability gates at every $10,000 from $10,000 through $100,000, plus $250,000. Finance failed the prespecified nested time-forward promotion gate, so it does not enter headline WAR.
Missouri has no usable finance in the warehouse run underlying this map, and Mississippi has very limited electronic coverage. Other states have residual race-level gaps. Missing finance is unavailable, not zero.
6. Geography
Each slice uses the U.S. Census Bureau’s cartographic boundary released for that election year and chamber. A scored race must match one unique district feature in the exact state/year/chamber file. Census geometry is display evidence; it does not overwrite the warehouse’s provider-reported plan-vintage label.
7. State coverage and release limitations
One row per scheduled state: scheduled state/election/chamber maps, maps that contain no strict race, strict D-versus-R races that received WAR, the split between 2016 backcasts and published v3 same-cycle residuals, source-file lineage, excluded outcomes by class, finance overlay completeness, the plan-provenance label, and the exact run identifiers. The machine-readable copy is the state release coverage download linked below.
| State | Code | Scheduled maps | Maps with no strict race | Strict scored races | 2016 backcast races | Published v3 same-cycle races | Strict races with registered source file | Strict races with unresolved source file | Excluded: research-only outcomes | Excluded: baseline not strict | Excluded: incumbency experimental | Finance-complete races (share of strict) | Plan provenance | Historical WAR run | Upstream v3 model run | Warehouse build run |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alabama | AL | 4 | 0 | 97 | 0 | 97 | 97 | 0 | 0 | 0 | 0 | 97 (100.0%) | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Arkansas | AR | 10 | 0 | 223 | 28 | 195 | 223 | 0 | 0 | 0 | 0 | 219 (98.2%) | provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Florida | FL | 10 | 0 | 473 | 73 | 400 | 473 | 0 | 16 | 0 | 16 | 457 (96.6%) | provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Georgia | GA | 10 | 0 | 473 | 44 | 429 | 473 | 0 | 1 | 0 | 1 | 453 (95.8%) | provider-reported district; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Kentucky | KY | 10 | 0 | 336 | 70 | 266 | 336 | 0 | 8 | 0 | 8 | 320 (95.2%) | provider-reported district; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Louisiana | LA | 4 | 0 | 36 | 0 | 36 | 36 | 0 | 5 | 0 | 5 | 34 (94.4%) | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Mississippi | MS | 4 | 0 | 56 | 0 | 56 | 56 | 0 | 9 | 0 | 9 | 0 (0.0%) | provider-reported district; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Missouri | MO | 10 | 0 | 487 | 75 | 412 | 487 | 0 | 15 | 0 | 15 | 0 (0.0%) | provider-reported district; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| North Carolina | NC | 10 | 0 | 622 | 92 | 530 | 622 | 0 | 41 | 0 | 41 | 622 (100.0%) | provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Oklahoma | OK | 10 | 0 | 291 | 87 | 204 | 291 | 0 | 5 | 0 | 5 | 277 (95.2%) | provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| South Carolina | SC | 8 | 0 | 275 | 39 | 236 | 275 | 0 | 9 | 0 | 9 | 261 (94.9%) | provider-reported district; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Tennessee | TN | 10 | 0 | 302 | 56 | 246 | 302 | 0 | 0 | 0 | 0 | 301 (99.7%) | provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Texas | TX | 10 | 0 | 467 | 56 | 411 | 467 | 0 | 0 | 0 | 0 | 456 (97.6%) | provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| Virginia | VA | 6 | 2 | 142 | 0 | 142 | 142 | 0 | 193 | 151 | 42 | 138 (97.2%) | provider-reported district; plan vintage unverified | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
| All 14 states | — | 116 | 2 | 4,280 | 620 | 3,660 | 4,280 | 0 | 302 | 151 | 151 | 3,635 (84.9%) | — | WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1 | WAR-POST2016-V3-530FBD4238CC483E557C | RUN-504CE4C4DF904D88A5A40D268F3FCEAB |
- Historical WAR run
WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1- Upstream Southern WAR v3 run
WAR-POST2016-V3-530FBD4238CC483E557C- Warehouse build run
RUN-504CE4C4DF904D88A5A40D268F3FCEAB
Machine-readable QA: Map join audit · State release coverage · Run manifest · Slice coverage
Score labels
Published v3 same-cycle residual. 3,660 races carry the exact residual from Southern WAR v3 run WAR-POST2016-V3-530FBD4238CC483E557C, fitted in the same cycle. 2016 backcast. 620 strict 2016 races are backward applications of the post-2016 model; the explorer labels them “post-2016-model backcast” and they are descriptive, not contemporaneous fits.
Excluded outcomes
Research-only outcomes (302; Florida, Georgia, Kentucky, Louisiana, Mississippi, Missouri, North Carolina, Oklahoma, South Carolina, Virginia) are outcomes the model carries only as context and never scores. Baseline not strict (151; Virginia): Virginia 2017 and 2021 lower-chamber outcomes whose governor baseline uses 2019-plan cross-election precinct membership. The baseline is not a same-plan observation, so those races are excluded rather than scored, which is why those two scheduled maps contain no strict race. Incumbency experimental (151; Florida, Georgia, Kentucky, Louisiana, Mississippi, Missouri, North Carolina, Oklahoma, South Carolina, Virginia): prior-winner continuity rows without roster evidence. Incumbency is a model input, so a race whose incumbency rests on an unverified continuity inference is excluded. Exclusion is not a claim that a district was uncontested.
Source lineage
All 4,280 strict races resolve to a registered source file.
Plan provenance
Plan-provenance labels by state: “provider-reported district; plan vintage unverified” (Georgia, Kentucky, Mississippi, Missouri, South Carolina, Virginia); “provider-reported district; plan vintage unverified | provider-reported; plan vintage unverified” (Arkansas, Florida, North Carolina, Oklahoma, Tennessee, Texas); “provider-reported; plan vintage unverified” (Alabama, Louisiana). “Provider-reported district” means the district number is the election provider’s; “plan vintage unverified” means the warehouse did not confirm which redistricting plan the provider applied; and the election-year Census boundary drawn in the explorer is display geometry that does not certify the provider’s allocation of votes to districts.
Finance overlay coverage
3,635 of 4,280 strict races (84.9%) display a complete two-candidate fundraising overlay. No finance-complete races: Mississippi, Missouri. Partial coverage: Arkansas 98.2%, Florida 96.6%, Georgia 95.8%, Kentucky 95.2%, Louisiana 94.4%, Oklahoma 95.2%, South Carolina 94.9%, Tennessee 99.7%, Texas 97.6%, Virginia 97.2%. Missing finance is unavailable, not zero, and finance never enters WAR.
Scheduled maps
116 scheduled maps; 2 contain no strict race (Virginia). Empty maps still show every district outline and explain the missing score.
8. Downloads
Race WAR · Candidate orientations · Coverage · State release coverage · Map join audit · Run manifest · Geometry sources
Run WAR-SOUTH-HIST-V1-6D84680E7B757B057AF1