Constituency intelligence / AC 57
A statewide-calibrated party nowcast for the next Assembly election, with uncertainty, evidence gaps and model limits kept visible.
Most likely party to win
Promoted answer, not consensus: 4 of 7 audited specifications favor BRS and 3 favor BJP. Candidates, polling and booth history remain unavailable.
Winner distribution
Specification risk / current forecast
Decision ruleThis audit exposes specification risk; it does not average research-only challengers into the promoted forecast. A fresh representative constituency poll, candidate split-sample tests and reconciled station history are required to resolve the Assembly-versus-Lok-Sabha disagreement.
Model explanation
BJP received 51.3% of modeled major-party votes in the Musheerabad Lok Sabha segment in 2024.
BRS received 49.5% of modeled party votes in the 2023 Assembly election; the two offices diverge sharply.
Congress remains within the model's broad 80% vote-share interval and cannot be treated as eliminated.
4 of 7 audited specifications currently favor BRS and 3 favor BJP; the promoted model remains BJP because challengers are not eligible for promotion.
Confidence unlocks
Every intelligence domain has an assigned effect. The model is promoted on a proper probability score, but its lower winner-hit rate and the 4–3 BRS/BJP specification split remain visible. Candidates, polling, booth history and organization evidence are still absent, so confidence remains low.
Statewide calibration lab
Parameters selected on 2014 and 2018; 2023 held out as the prospective test.
The selected model is promoted because its probabilities score better, not because it predicts more winners. Its winner hit rate is lower than the benchmark, so this remains a low-confidence research forecast.
Challenger model registry
It remains first on the common prospective Brier score. Every tested challenger is worse, and repeated use of the consumed holdout is not a valid promotion gate.
Musheerabad holdout audit
A correct historical call is useful evidence, not proof that today's BJP edge is right.
The 2023 holdout is now consumed. New challenger results on it are diagnostic and cannot alone justify promotion.
This is a design target, not a guaranteed error bound; non-response, frame coverage and weighting diagnostics remain mandatory.
Live measurement layer
No poll result exists. The final constituency total is verified, but the station frame and post-delimitation boundary crosswalk are incomplete, so the BJP 41.8% structural nowcast remains unchanged.
Probability-proportional station selection, random household selection, one randomly selected eligible elector, every verified current geographic stratum, and no interviewer substitution.
At effective n 600, the approximate 95% margin at 50% is ±4.0 points. Realized weight moments—not raw completes—determine precision.
Response rate, contact method, question wording, field dates, item nonresponse and unweighted sample sizes are mandatory disclosures.
No name, phone, exact address, voter ID, caste, religion or respondent-level political-opinion record is accepted by this system.
Ten hard gates enforce exact columns, complete and unique stations, final-boundary coverage, source traceability, positive counts and the official general-elector control total.
Once eligible, the fixed seed selects 36 unique stations by ward-stratified systematic probability proportional to size and records selection probabilities and base weights.
Field instrument / musheerabad-baseline-poll-v0.4.0
Dirichlet evidence update using the promoted structural forecast as a transparent prior and the poll's effective decided-voter sample as new evidence. The update stays inactive until every hard gate passes, and undecided voters remain visible rather than being forced into a party.
Evidence-to-action playbook
Convert the uncertain party edge into measurable constituency-wide support without individual voter profiling.
Operating ruleNo action is called vote-winning until a representative measurement shows movement against a pre-registered baseline.
Recover the final 2025 ward boundary descriptions or polygons, intersect them with Assembly Constituency 57, and map all 274 current polling stations to the verified current units. Keep the 2016/2020 wards as a separate historical vintage.
After the current geography gate passes, complete at least 900 interviews across every verified current geographic stratum, use probability-based household selection, publish weighting and non-response diagnostics, and back-check at least 15% of interviews.
Acquire all 289 statutory 2023 station results, reconcile every candidate total to ECI controls, and separately build the source-backed lineage into the 274-station current frame and final 2025 geographic units.
After the current final station frame is verified, record one aggregate row per station for accountable ownership, active and trained volunteer counts, planned/completed shifts, public-issue resolution and independent back-check status. Do not retain staff or voter identities.
Use the representative poll and verified service records to select the top three constituency-wide problems, publish specific commitments, owners and monthly completion measures, and record counter-evidence.
Before names are finalized, approve common candidate criteria, survey wording and scenario rules; activate the layer only after credible announcements.
Executive decision layer
BJP is the promoted party-level favorite at 41.8%, while 4 of 7 audited specifications favor BRS and 3 favor BJP. Confidence remains low because only 30 of 100 evidence-weight points are model-ready.
Single source of truth
476 constituency results across four statewide elections
476 assembly-segment results across four statewide elections
110 candidate rows across 12 returns for historical wards 85–90; 72/72 reconciliation checks passed
Current circles 40 and 41 and 12 surrounding ward candidates recovered; exact AC 57 intersection and 274 station mappings remain unknown
Exact statutory file paths resolved; 0/289 Assembly stations and 0/274 Lok Sabha-segment stations recovered; longitudinal join blocked
274/274 secondary station names located, but 0 official elector measures, 0 post-delimitation mappings and zero interviews
Government of Telangana lists Muta Gopal (BRS) as current MLA; no next-election candidacy is inferred and the candidate layer remains inactive
No final alliance configuration
0/274 aggregate station audits; 12 hard gates including current-boundary vintage and ≥42 independent back-check requirement registered
No representative issue study
301,811 electors/289 stations in 2023 → 308,839/274 in 2025; 274 secondary station names located, elector measures and current geography unverified
Intake ledger ready; zero corroborated reports
No representative or calibrated signal
One candidate-set claim
Evidence gate
Eligible after reconciliation and provenance checks.
Eligible with a visible discount and replacement task.
Eligible only with sampling, back-check and freshness controls.
Stored as hypotheses; excluded from the model.
Decision governance
Registered electors
301,811ECI 2023 final reportTurnout
50.8%153,312 electors votedPolling stations
2891,044 electors / station avg.Winning margin
37,79724.65% of votes polledVerified baseline
Local electoral history / 2016 → 2020
Predictive role: scenario only. Municipal elections measure a different office, candidate set and turnout environment. These returns inform local persistence, volatility and research allocation; they cannot move the Assembly forecast mean until an out-of-sample office-transfer relationship is validated.
Historical baseline / 2018 → 2023
Quality boundary: 2018 candidate totals are internally reconciled secondary data; official Form 20 verification is pending. This panel is descriptive evidence, not a forecast.
Data spine / exact reconciliation
ECI uses “valid votes” for votes excluding NOTA. The candidate ledger includes NOTA. Both measures are retained, explicitly named and reconciled; neither can silently substitute for the other.
Vote path / aggregate arithmetic
Boundary: These are constituency-wide arithmetic thresholds under fixed central vote shares. They are not a poll, a promise of additional votes, or an individual targeting plan. Recalculate only when an eligible aggregate signal changes turnout, party support, candidate effects, alliance structure, booth history or measured organization capacity.
Decision engine / v0.2
Blocking research queue
Booth intelligence / ingestion gate
Booth analytics will activate only after every candidate total in the station-level file reconciles to the verified ECI EVM totals.
station_number × candidate_number × votes0 result rows in the databaseGeographic evidence control
The certified frame changes from 289 stations in 2023 to 274 in 2025, and no station-lineage crosswalk has been verified.
A source-backed 2023→2024/2025 station-lineage crosswalk before any station swing, persistence or geographic transfer feature is calculated.Next acquisition actionObtain the final descriptions or polygon file from GHMC Town Planning, the Kavadiguda or Musheerabad circle office, the Secunderabad zonal office, or a formal public-record response; then run the crosswalk validator.
Hard ruleWards 85–90 may describe only the 2016 and 2020 municipal returns. Do not label them as the current ward structure, stratify a current poll by them, roll up current organization data to them, or transfer their effects into the Assembly forecast until the current AC 57 crosswalk is verified.
Quality finding5 names appear truncated. The inventory organizes official-source matching only; it cannot select polling clusters or move the forecast.
Quality boundaryAll 237 source ballot units contain six unique party rows, but two physical units have six-party votes greater than their reported total and are quarantined. The file omits lower-ranked candidates and differs from the same source's constituency aggregates. It is not a certified Form 20 and cannot move the forecast mean.
All 289 stations; every candidate EVM total must reconcile to the 32-row certified result and 152,535 EVM votes.
official index verified2024 Lok Sabha segment station results0/274 rows · polling station × parliamentary candidateAll 274 Musheerabad segment stations; candidate totals must reconcile to the statutory PC Form 20 segment total before use.
verified summary2025 final station elector frame0/274 rows · polling station aggregateExactly 274 unique station rows summing to 308,813 general electors; 26 service electors remain outside physical-station PPS.
missingCurrent station-to-final-2025-ward crosswalk0/274 rows · polling station × boundary-versioned GHMC wardEvery current station maps once to the exact final-2025 ward intersection with AC 57; 274 rows, 308,813 general electors and boundary provenance must reconcile.
The official index resolves the exact AC 57 filename; the PDF origin did not return the file during repeated retrieval attempts.
archiveInternet Archive capture searchindex captured file not capturedThe archived index proves the filename, but no usable archived PDF capture was recovered.
peer reviewed open dataIndian election data for polling stations and villagesdownloaded no ac57 rowsAP_PSdata_2014.tab (Dataverse file 11587733) was downloaded and inspected; it contains zero rows for AC 57 Musheerabad, so it cannot supply the requested history.
secondary data catalogDataful Telangana election collectionwrong grainVisible collection metadata covers state and constituency aggregates, not Musheerabad station × candidate returns.
commercial sampleMusheerabad Assembly Factbook sampleincomplete 2018 excerptsThe 14-page sample visibly contains discontinuous 2018 excerpts only: station names 1–42, vote rows 36–70 and winner rows 71–105. It is neither complete nor the target election.
secondary election data portalChanakyya Musheerabad 2014 booth filerecovered wrong year partial candidate setThe public file contains 1,422 rows across 236 physical booths plus one postal unit for the six leading 2014 parties. Two physical units fail internal arithmetic and are quarantined; the file is not the missing 2023 target.
Promotion ruleIncomplete, wrong-year, wrong-grain or unreconciled files remain visible in the ledger but cannot move the forecast mean.
Model ruleUse verified electorate totals to define turnout denominators and widen uncertainty. The secondary 274-row current name inventory may organize acquisition only; the recovered 2014 booth ecology may inform historical scenarios only. Wards 85–90 are historical 2016/2020 units. Do not select a sample, move party vote-share means or estimate current ward effects until official station electors, final-2025 wards and lineage controls pass.
Execution capacity / aggregate audit
Organization records cannot be joined safely until the current frame and post-2025 ward map pass.
274 station rows · 308,813 general electors · exact current AC 57 ward setAnecdotes cannot establish organization capacity or geographic gaps.
274/274 aggregate station auditsSelf-reported capacity requires independent verification.
≥15% independent back-check coveragePromotion ruleMeasured capacity may inform an aggregate execution scenario. It cannot move expected party support until a pre-registered relationship is validated on elections not used to design the score.
Historical coverage map
ముషీరాబాద్
Next research action · baselineMaintain baseline representative coverage; monitor for new candidate, alliance or service-delivery evidence.
Persistent evidence intake
Research controls
The structural party nowcast is live. A higher-confidence candidate and booth model remains blocked until representative samples and organization evidence exist.
Analyst co-pilot
Turn the evidence gaps into a prioritized research and measurement directive.
Aggregate evidence · citations requiredCommunity context
Two of the top three candidates were described as Gangaputra and all three as BC.
Community context is retained as constituency-level research. It becomes an aggregate feature only after corroboration, coverage review and analyst approval.
Provenance