Greatest-Number Scorecard: Distributional Welfare Scoring for Bills
A service that turns laws into one-page scorecards showing exactly who wins and loses from the changes.
A legislative-analysis service that turns any bill or regulation into a one-page scorecard of who wins, who loses, and by how much — scoring each provision on how many people are affected, in which direction, with what intensity and duration. It adds a perception-risk flag showing where public attitudes are likely to diverge from the distributional facts.
Concept
A legislative-analysis service that converts any proposed bill, regulation, or executive order into a standardized distributional welfare scorecard. Analysts submit the measure's text; the service identifies the affected populations, the direction of effect for each (benefit or burden), and scores each provision on the dimensions the Philosophical Radicals treated as the core of policy evaluation — extent (how many people), intensity, duration, and certainty of impact. The output is a comparable winner/loser map with a net welfare direction, plus a perception-risk flag on provisions where public attitudes are likely to diverge from the actual distributional facts. The single wedge: replace today's ad hoc "who wins, who loses" commentary with a repeatable scorecard that legislative research offices can attach to every bill analysis.
Why now
Halévy's masterwork [0] documents that the entire program of Bentham and his disciples (including James Mill) was to submit jurisprudence, politics, and economics to a single evaluative principle — the "greatest happiness for the greatest number" — through a deliberate synthesis of associationist psychology, classical political economy, and legal reform, and that this logic went on to shape modern democratic and liberal institutions. That gives the scorecard's rubric a canonical, historically validated structure rather than an invented one. The perception flag is grounded in the corpus finding [3] that attitudes to inequality have systematically failed to correspond with the actual facts of economic and political inequality — so a scorecard that reports both the distributional facts and where perception will likely diverge addresses a documented, persistent gap. Bill analyses today describe distributional effects inconsistently and incompletely across offices; a standardized, comparable product fills that hole.
Written by GLM · 10 Oct 2026
AI assessment
A conceptually elegant application of utilitarian theory to legislative analysis, though it relies more on historical philosophy than a technical mechanism for automating the complex task of distributional impact analysis.
- Evidence strength 2/5
- The idea relies on intellectual history (Halévy) and a 1966 sociology study; it lacks a modern, technical methodology for how to actually extract 'intensity' and 'duration' from raw bill text.
- Market pull 4/5
- Government relations firms and legislative bodies have a high, constant demand for standardized, defensible impact summaries to justify policy positions.
- Novelty & moat 4/5
- While it shares 'perception gap' themes with other ideas, applying a formal utilitarian scorecard to legislative bill analysis is a distinct and novel wedge.
- Feasibility 3/5
- A manual version is easy to build, but an automated version would require sophisticated LLM-driven extraction and a database of demographic impact weights.
- Wedge clarity 5/5
- The 'one-page scorecard' is a sharp, specific product that replaces a vague narrative process with a standardized metric.
- Simplicity / focus 5/5
- The product is focused on a single output (the scorecard) for a single user (the legislative analyst).
Scored by Gemma 4 · 10 Oct 2026. Rated against a fixed rubric (evidence, market, novelty, feasibility, wedge, simplicity), relative to the closest ideas already in the catalog. A prior estimate to compare ideas before real-world signal arrives.
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Who benefits
- FiscalNotecompany
Sells legislative analytics and bill-tracking to policy teams; a standardized distributional welfare scorecard is a natural premium feature layered onto its existing bill-level data.
- Congressional Research Serviceorganization
Produces objective analyses of bills for Congress; a repeatable winner/loser scorecard with perception flags would standardize its distributional summaries across the thousands of bill analyses it prepares.
- National Conference of State Legislaturesorganization
Supports state legislatures with limited research staff; the scorecard gives small state policy offices a consistent impact format they could not build themselves.
- Brookings Institutionorganization
Its scholars produce policy impact analyses; a shared scorecard rubric would make distributional claims comparable across studies and against other policy shops.
Research it builds on
- Relative Deprivation and Social JusticeWalter Garrison Runciman · 2026 · 1825 citationsAll ideas from this paper →
- La Formation du Radicalisme PhilosophiqueÉlie Halévy · 2026 · 145 citationsAll ideas from this paper →