Methodology

Problem-First Framing

PolicyLens frames analysis around problems — "Poverty & Economic Security" — rather than policies — "Universal Basic Income." This distinction matters: most people across the political spectrum agree that poverty is a problem worth solving. Where we differ is in how we weight competing values when evaluating solutions. Starting with the shared problem, then exploring solutions through different value lenses, makes disagreement more productive and empathy more possible.

The Seven Perspectives

Rather than mapping debates onto a simple left/right axis, PolicyLens uses seven analytical frameworks that each represent a coherent set of values and priorities:

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  Free Market — Prioritizes economic freedom, voluntary exchange, and price signals as the most efficient mechanism for allocating resources.
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  Social Democratic — Accepts market economies while arguing for robust redistribution, universal services, and regulation to ensure collective welfare.
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  Labor / Union — Centers worker power, collective bargaining, and the protection of jobs and wages as primary policy concerns.
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  Communitarian / Conservative — Emphasizes community bonds, cultural continuity, family stability, and the role of work in social identity.
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  Pragmatic / Technocratic — Evaluates policies primarily on measurable outcomes — cost-effectiveness, administrative feasibility, and empirical evidence.
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  Libertarian Left — Combines skepticism of both state and corporate power with a strong commitment to personal autonomy and freedom from coercion.
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  Status Quo / Reform Skeptic — Values institutional stability, proven track records, and incremental change — treating radical reform as a risk to be weighed seriously.

These perspectives are analytical lenses, not partisan affiliations. Real political parties and individuals rarely map cleanly onto a single framework.

Solutions, Not Proposals

Each topic includes 5-7 named solutions representing distinct approaches to the problem. Critically, multiple perspectives can prefer the same solution for different reasons — what we call “strange bedfellows.” For example, Free Market and Libertarian Left perspectives might both support a basic income, but for entirely different reasons (economic efficiency vs. personal autonomy). Highlighting these unexpected agreements is one of PolicyLens's most powerful features for building cross-partisan understanding.

Content Generation

Topic analyses are generated offline using a multi-step pipeline powered by large language models. Each topic goes through five sequential steps:

1. 1.Problem overview — why this challenge matters, historical context, current status, key facts
2. 2.Solutions — 5-7 distinct named approaches to the problem, spanning the policy spectrum
3. 3.Perspectives — how each of 7 value frameworks evaluates the problem and each solution
4. 4.Tradeoffs — core tensions identified across perspectives
5. 5.Quiz — value-probing questions with dimension weights

All content is validated against a structured schema. Balance validation ensures every perspective has substantive arguments on both sides of the debate.

The Values Quiz

The quiz measures six underlying value dimensions rather than policy preferences:

• ·Role of the State — how much government intervention is appropriate
• ·Individual vs Collective — whether individual rights or collective welfare take precedence
• ·Work & Obligation — whether economic support should be tied to labor
• ·Market Trust — confidence in market mechanisms to allocate resources fairly
• ·Pragmatism vs Idealism — empirical outcomes versus principled commitments
• ·Redistribution — attitudes toward transferring wealth through policy

Dimension scores are used to compute alignment with each perspective, which in turn determines which solutions best match your values. Scoring is entirely deterministic and runs in your browser — no data is sent to any server. Results are URL-encoded so you can share them directly.

Limitations

• !LLM-generated analysis may contain errors or reflect training data biases. Treat it as a starting point, not authoritative analysis.
• !The seven perspectives are a simplification. Many political traditions don't fit neatly into any category.
• !Quiz results show values alignment, not policy endorsement. You may align with a perspective on values while disagreeing with their policy conclusions.
• !Citations are generated and should be independently verified before use.
• !Solution alignment is derived by averaging perspective alignments — nuances within perspectives are smoothed over.