Skills

Social Policy Impact Analysis

10 weeks · 0 milestones

Analyse the differential impact of a real, named social policy (named legislation, government programme, or institutional intervention) on a specific named population. Draw on primary evidence (surveys, interview data) or secondary evidence (published research, official statistics). Identify what impacts are present, what impacts are absent from the official account, and whose experience is underrepresented. Proof is the analysis plus a documented review by a social policy academic or practitioner who challenges your selection of impact metrics — specifically, what your analysis missed and whose perspective is absent. Your written response addressing their critique is a required part of the proof.

Part of: Social Sciences, Law & Humanities · Proves for: UG

Milestone map

3 milestones

Map a real social policy area and its comparative context

4 weeks

Select a real social policy area — welfare benefits, housing policy, healthcare access, childcare provision, or criminal justice — in a specific country, and produce a comparative policy map: the policy's goals (as stated officially), its instruments (benefits, services, regulations), coverage gaps (who is excluded), and comparison with at least two other countries' approaches to the same policy area. Use official statistics and cross-national databases (OECD Social Expenditure Database, Eurostat, World Bank).

Proof required

Comparative policy map document (600+ words) covering: policy goals (cited to official sources), instruments, coverage gaps with evidence, and comparison with at least two other countries — each comparison on the same named dimension with data.

What gets checked

Policy goals are cited to official sources — not inferred
Coverage gaps are evidenced with statistics — not just described
Comparison with at least two other countries is on the same named dimension with data for all countries

Common mistakes

Comparing countries without specifying the dimension — 'country X is better' is not a comparative analysis
Coverage gaps described without evidence — gaps must be documented with statistics
Policy goals inferred rather than cited from official sources

Powstik Guide

A comparative map of one policy area across countries.

Steps

Pick one policy area and two or three countries.
Quote each policy's official goals.
List instruments and who is covered.
Note gaps with data sources.

Template

| Country | Official goal (source) | Instruments | Coverage | Gaps |
|---------|------------------------|-------------|----------|------|

What gets sent back

Goals not cited to official sources.
Only one country.
No data for gaps.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Check policy goals citations — confirm at least one is from an official government or OECD source
Review coverage gaps — confirm they are evidenced with statistics
Check comparative analysis — confirm the same dimension is used for all countries with data

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Assess policy effectiveness and produce a reform recommendation

4 weeks

Assess the effectiveness of the selected social policy against its stated goals using available evidence (official evaluations, academic research, OECD assessments). Identify where the policy is effective, where it falls short, and why. Produce a specific reform recommendation — a named change to policy instruments, coverage, or eligibility — justified by the effectiveness evidence and informed by the comparative analysis from M1. Assess the feasibility and distributional implications of the reform.

Proof required

Policy effectiveness assessment and reform recommendation document (600+ words) covering: effectiveness assessment against stated goals with evidence, at least two areas where policy falls short with reasoning, a specific named reform recommendation justified by the evidence, and feasibility and distributional implications of the reform.

What gets checked

Effectiveness assessment is against the policy's own stated goals — not goals the analyst imposes
Reform recommendation is specific and named — not 'increase spending'
Distributional implications are addressed — who benefits and who bears costs

Common mistakes

Assessing effectiveness against goals the analyst imposes rather than the policy's own stated goals
Reform recommendation that is not specific — 'improve coverage' is not actionable without specifying the coverage change
Not addressing distributional implications — every social policy reform has distributional effects that must be identified

Powstik Guide

An evidence-based verdict on the policy and a reform.

Steps

Copy the policy's own stated goals word for word.
Gather official evaluations and research for each goal.
Mark where it works and where it falls short.
Propose one specific reform that fixes a shortfall.
State who gains, who loses, and whether it's feasible.

Template

| Stated goal | Evidence | Met? | Source |
|-------------|----------|------|--------|
Shortfalls:
1.
2.
Reform (specific change):
Who gains / who loses:
Feasibility:

What gets sent back

Goals you imposed, not the policy's own.
A vague reform like 'improve coverage'.
No distributional effects discussed.

Resources

Foundationstart here

Depthgo deeper

Masteryfor the dedicated

What a verifier looks for

Check effectiveness assessment — confirm it is against the policy's own stated goals with evidence
Review reform recommendation — confirm it is specific and named
Check distributional implications — confirm they address who benefits and who bears costs

You'll sign in first, then come straight back here.

Defend social policy analysis under policy analyst or academic challenge

1 week

Present the social policy analysis and reform recommendation to a social policy academic, welfare researcher, or policy practitioner for a structured Q&A. The reviewer must challenge the comparative analysis and reform recommendation — 'your comparison assumes these countries are comparable on institutional capacity — are they?', 'your reform recommendation — who loses from it and have you accounted for their political response?'. This Q&A satisfies the ADVERSARIAL VERIFICATION RULE.

Proof required

Q&A notes (250+ words) documenting the reviewer's social policy or welfare research credentials, at least three specific challenges to the analysis or recommendation with responses, and any updates committed to.

What gets checked

Reviewer is a social policy academic, welfare researcher, or policy practitioner
At least three specific challenges to the analysis or recommendation are documented
At least one analysis update is committed to

Common mistakes

Reviewer validates without challenging comparability assumptions
Not being able to identify who loses from the reform recommendation under challenge
No updates after a genuine challenge to effectiveness evidence or comparability

Powstik Guide

Your policy analysis, challenged by a welfare researcher.

Steps

Check your comparison cases are really comparable.
Name who loses under your reform.
Book a social policy academic or practitioner.
Ask for three challenges to evidence and reform.

Template

Challenge session log
Date:            Duration:
Reviewer name:
Reviewer role and credentials:

Challenge 1 (comparability or who loses):
  What they asked:
  My answer:
  Did it hold?
Challenge 2:
  What they asked:
  My answer:
  Did it hold?
Challenge 3:
  What they asked:
  My answer:
  Did it hold?

Update I am committing to:

What gets sent back

A reviewer who doesn't test comparability.
No answer to who loses.
No update after the session.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Confirm reviewer is a social policy academic, welfare researcher, or policy practitioner
Review Q&A notes — confirm at least three specific challenges are documented
Check that at least one analysis update is committed to

You'll sign in first, then come straight back here.

Part of

Sociology & Social Research →

Related outcomes

Milestone map

3 milestones

Map a real social policy area and its comparative context

4 weeks

Proof required

What gets checked

Policy goals are cited to official sources — not inferred
Coverage gaps are evidenced with statistics — not just described
Comparison with at least two other countries is on the same named dimension with data for all countries

Common mistakes

Comparing countries without specifying the dimension — 'country X is better' is not a comparative analysis
Coverage gaps described without evidence — gaps must be documented with statistics
Policy goals inferred rather than cited from official sources

Powstik Guide

A comparative map of one policy area across countries.

Steps

Pick one policy area and two or three countries.
Quote each policy's official goals.
List instruments and who is covered.
Note gaps with data sources.

Template

| Country | Official goal (source) | Instruments | Coverage | Gaps |
|---------|------------------------|-------------|----------|------|

What gets sent back

Goals not cited to official sources.
Only one country.
No data for gaps.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Check policy goals citations — confirm at least one is from an official government or OECD source
Review coverage gaps — confirm they are evidenced with statistics
Check comparative analysis — confirm the same dimension is used for all countries with data

You'll sign in first, then come straight back here.

Assess policy effectiveness and produce a reform recommendation

4 weeks

Proof required

What gets checked

Effectiveness assessment is against the policy's own stated goals — not goals the analyst imposes
Reform recommendation is specific and named — not 'increase spending'
Distributional implications are addressed — who benefits and who bears costs

Common mistakes

Assessing effectiveness against goals the analyst imposes rather than the policy's own stated goals
Reform recommendation that is not specific — 'improve coverage' is not actionable without specifying the coverage change
Not addressing distributional implications — every social policy reform has distributional effects that must be identified

Powstik Guide

An evidence-based verdict on the policy and a reform.

Steps

Copy the policy's own stated goals word for word.
Gather official evaluations and research for each goal.
Mark where it works and where it falls short.
Propose one specific reform that fixes a shortfall.
State who gains, who loses, and whether it's feasible.

Template

| Stated goal | Evidence | Met? | Source |
|-------------|----------|------|--------|
Shortfalls:
1.
2.
Reform (specific change):
Who gains / who loses:
Feasibility:

What gets sent back

Goals you imposed, not the policy's own.
A vague reform like 'improve coverage'.
No distributional effects discussed.

Resources

Foundationstart here

Depthgo deeper

Masteryfor the dedicated

What a verifier looks for

Check effectiveness assessment — confirm it is against the policy's own stated goals with evidence
Review reform recommendation — confirm it is specific and named
Check distributional implications — confirm they address who benefits and who bears costs

You'll sign in first, then come straight back here.

Defend social policy analysis under policy analyst or academic challenge

1 week

Proof required

What gets checked

Reviewer is a social policy academic, welfare researcher, or policy practitioner
At least three specific challenges to the analysis or recommendation are documented
At least one analysis update is committed to

Common mistakes

Reviewer validates without challenging comparability assumptions
Not being able to identify who loses from the reform recommendation under challenge
No updates after a genuine challenge to effectiveness evidence or comparability

Powstik Guide

Your policy analysis, challenged by a welfare researcher.

Steps

Check your comparison cases are really comparable.
Name who loses under your reform.
Book a social policy academic or practitioner.
Ask for three challenges to evidence and reform.

Template

Challenge session log
Date:            Duration:
Reviewer name:
Reviewer role and credentials:

Challenge 1 (comparability or who loses):
  What they asked:
  My answer:
  Did it hold?
Challenge 2:
  What they asked:
  My answer:
  Did it hold?
Challenge 3:
  What they asked:
  My answer:
  Did it hold?

Update I am committing to:

What gets sent back

A reviewer who doesn't test comparability.
No answer to who loses.
No update after the session.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Confirm reviewer is a social policy academic, welfare researcher, or policy practitioner
Review Q&A notes — confirm at least three specific challenges are documented
Check that at least one analysis update is committed to

You'll sign in first, then come straight back here.