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Your Guide to Our Vision

Public Impact & Accountability Index

A scoring framework built for public results, not political theater.

This is the public methodology for how NPIRS measures bills, actions, institutions, and lived outcomes. It is intentionally simple enough to explain, structured enough to audit, and disciplined enough to defend.

Master Question

Did this decision improve life for the public, or did it mainly serve narrow interests while public outcomes stayed flat or got worse?

Core Principle

We measure government and public institutions not by promises or rhetoric, but by the actions they take and whether people s lives are actually improving.

0-100

Bill Score

Scores major bills and policy proposals for public benefit, distribution, and long-term value.

Public Benefit30%
Cost of Living Impact20%
Jobs and Economic Opportunity15%
Long-Term National Value15%
Equity of Benefit Distribution10%
Private Interest Risk Adjustment10%

0-100

Action Score

Scores executive actions, agency decisions, enforcement, budgeting, and implementation quality.

Public Benefit25%
Execution Quality20%
Speed and Responsiveness15%
Transparency15%
Cost Efficiency15%
Private Interest Risk Adjustment10%

0-100

Constituent Living Standards Score

Anchors the system in reality by measuring whether people affected by policy are actually doing better.

Cost of Living20%
Income and Wage Growth15%
Housing Affordability15%
Employment Stability10%
Healthcare Access10%
Education and Skills10%
Public Safety10%
Infrastructure and Service Quality10%

Composite Scores

Bills, actions, and living standards remain separate score families, then combine into a public impact score for elected officials or an institution impact score for non-elected bodies.

Elected officials

Public Impact Score

[(Bill Score x 0.35) + (Action Score x 0.25) + (Living Standards Score x 0.40)] x Responsibility Factor

Non-elected institutions

Institution Impact Score

[(Action Score x 0.50) + (Living Standards Score x 0.50)] x Responsibility Factor

Plain-Language Scale

Strong Public Impact85-100
Positive Public Impact70-84
Mixed Impact55-69
Weak Public Impact40-54
High Concern0-39

Confidence Rating

High ConfidenceModerate ConfidencePreliminary

Every score must show whether the evidence is high confidence, moderate confidence, or still preliminary. That protects the system from pretending weak inputs are settled fact.

Issue-to-Jurisdiction Attribution

Issues should be tied to districts and jurisdictions through an attribution layer, not forced into a single hard-coded district. Each issue gets one primary jurisdiction, related jurisdictions, responsible entities, and a responsibility factor.

country
state_or_province
county_or_region
city_or_locality
postal_area
congressional_district
state_senate_district
state_house_district
city_council_district
school_district
administrative_region
service_area

Guardrails

The system measures decisions and outcomes, not personalities.
Public input is included, but verified facts and outcome data carry greater weight.
Public sentiment alone cannot determine a score.
Verified and unverified inputs are separated.
Bot, spam, brigading, duplicate, and geographic anomaly signals are used to limit manipulation.
Every score includes a confidence level and plain-language explanation.

System Flow

1Public submits real-world issues and feedback.
2AI groups and prioritizes problems.
3Issues are linked to policies, decisions, and responsible institutions.
4Bills and actions are scored.
5Living standard data is tracked over time.
6The public dashboard shows what is happening, who is responsible, and whether conditions are improving.

Public Input Weighting

Public input matters for detection, urgency, and pattern recognition, but it cannot dominate final scoring. Verified outcomes and policy analysis still carry most of the weight.

Public input signals20%
Objective outcome data40%
Policy and action analysis40%
Open Accountability DashboardReport an IssueView Methodology JSON