Data & Methods — The Alabama Policy Dashboard
UA · SLP The Alabama Policy Dashboard — a Governance Operations Center publication
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Editorial, methodological, and data standards

Every number has a source.
Every method has a page.

The Governance Operations Center commits to a level of transparency unusual in policy-adjacent research: source citations on every indicator, revision histories on every dataset, authorship on every memo, and a standing methodology protocol that any legislator, journalist, or citizen can audit.

01Editorial Standards

Every rapid-response memo produced by the Governance Operations Center is reviewed by a named SLP faculty member before release to a client. Every indicator on the public Dashboard traces to an authoritative source listed in §03. Every analytic method sits in a methodology note with a version number and a date. No memo leaves the Center without an author, a reviewer, and a source list — no exceptions.

The GOC's editorial guidebook is maintained by the Director in consultation with the Advisory Council. Current version: 1.4 (March 2026). Prior versions are archived at this URL.

02Neutrality Protocol

The GOC is a neutral, evidence-based analytic shop — not an advocacy organization. Our standing protocol:

  • Framing symmetry. Every memo that advances fiscal or policy trade-offs presents the strongest form of the opposing position, even when the evidence base leans.
  • Client parity. Memo requests are served in the order received, without regard to the requesting member's chamber or party. This is logged and published in the quarterly report.
  • Recommendation restraint. Memos present options and trade-offs. They do not endorse. Direct policy recommendations appear only when a client explicitly requests one and the Director approves.
  • Bipartisan Advisory Council oversight. The Council reviews any memo where neutrality is challenged by a client. Their review is part of the public record.

03Data Sources

All Dashboard indicators are drawn from authoritative public sources. Where a source has been transformed (e.g., rate calculation, multi-year smoothing), the transformation is documented in §04.

CategorySourceFrequencyNotes
FiscalAlabama Department of FinanceDailyGeneral Fund, ETF balances; revenue receipts published monthly; daily cash position via state portal
FiscalLegislative Services AgencyWeeklyFiscal notes, appropriations trackers, bond issuance records
FiscalMoody's / S&P / FitchQuarterlyBond rating reports; licensed access via UA Libraries
EducationAlabama State Dept. of EducationMonthlyEnrollment, assessment, graduation; district-level via ALSDE data portal
EducationNational Assessment of Educational ProgressBiennial4th and 8th grade reading and math; NCES
WorkforceAlabama Dept. of LaborMonthlyLAUS, QCEW; seasonally adjusted where noted
WorkforceBLS Current Population SurveyMonthlyLabor force participation; national benchmarks
HealthAlabama Dept. of Public HealthWeeklyVital statistics, disease surveillance; infant mortality lag ~14 months
HealthAlabama Medicaid AgencyMonthlyEnrollment, expenditure by aid category; published with two-month lag
HealthCDC WONDERQuarterlyMortality, including provisional overdose data
Public SafetyAlabama Law Enforcement AgencyQuarterlyUCR/NIBRS-equivalent; agency participation varies by county
Public SafetyAlabama Dept. of CorrectionsWeeklyPopulation, capacity, staffing; published via DOC monthly statistical report
LegislativeAlabama Legislature ALISONContinuousBill text, committee actions, vote records; ingested via LSA daily feed

04Indicator Methodology

Each of the ~40 core Dashboard indicators has a standalone methodology note covering: source agency and dataset version, transformation logic, smoothing or seasonal-adjustment choices, revision policy, and known limitations. A representative note:

Indicator: 4th-Grade Reading Proficiency

Source: ALSDE Student Assessment Office — ACAP annual assessment, grade 4 reading subscore.
Transformation: Raw proficiency rate (state-level, all students) reported directly. District-level variants available in the underlying dataset.
Revisions: ALSDE revises prior-year results occasionally; Dashboard auto-updates, with revision date logged.
Limitations: Not directly comparable to NAEP; standard was re-normed in 2022. Comparisons pre- and post-2022 flagged with a vertical rule on the sparkline.

Every indicator's full methodology note is accessible by clicking the indicator tile on the Dashboard.

05Impact Scoring Methodology

The Legislative Impact Tracker's composite Impact Score is a simple, defensible triangulation — transparently named so any user can reconstruct it.

Impact Score = |Fiscal Impact ($M)| × Passage Probability × GOC Engagement Weight
  • Fiscal Impact — Twelve-month FY27 projected revenue or expenditure effect in millions of dollars, sourced from LSA fiscal notes where available; GOC-produced estimate otherwise, with method disclosed on the bill detail page.
  • Passage Probability — Current-session probability estimated from a regression model trained on 2019–2025 Alabama legislative outcomes. Inputs: sponsor party-majority alignment, cosponsor count, bill type, committee composition, stage, and days remaining. Model card and training data available on request.
  • GOC Engagement Weight — 1.0 when a memo has been delivered, 0.85 when a memo is in draft, 0.7 for monitoring-only bills. Reflects our confidence that the underlying estimates are anchored to primary analysis.

The score is directional — it is meant to help analysts and readers rank attention, not to predict outcomes with precision. We publish it so readers can interrogate it.

06Faculty Review Process

Every memo follows a four-step review path before it reaches a client:

  • Draft — Graduate Policy Fellow(s) produce draft within 24 hours of client request.
  • Research Fellow check — Postdoctoral Research Fellow reviews sources, calculations, and framing.
  • Faculty review — Named SLP faculty member reviews substantive conclusions and signs off.
  • Director release — Director approves final release to client. Memo enters 30-day embargo, then auto-publishes.

Reviewer names are printed on every memo. A memo without a reviewer does not exist.

07Corrections Policy

Errors discovered after release are corrected within 48 hours of verification. Every corrected memo carries a dated correction notice at the top. A running log of all corrections since GOC inception is maintained at goc.slp.ua.edu/corrections.

To flag an error in any memo or indicator: corrections@slp.ua.edu

08Audit & Replication

Underlying data and analytic code for every published memo are archived and made available on request to any qualified researcher, journalist, or state official. Replication materials include raw input data, transformation scripts, model specifications where used, and sensitivity analyses. The archive is preserved indefinitely.

Our commitment

Every dollar in the GOC budget is named, reportable, and tied to a measurable output. Every number on this Dashboard is sourced. Every memo is reviewed and signed. No black boxes.

Governance Operations Center · UA School of Leadership & Policy · Methodology version 1.4 · March 2026
corrections@slp.ua.edu