General government spending as share of GDP, excluding transfers already captured under fiscal.transfer_expansion to avoid double-counting.
Size of cash and near-cash transfer programmes (unemployment benefits, means-tested assistance, universal child benefits). Architecturally distinct from forced-saving schemes — see condition welfare_architecture.
Ease of hiring/firing, collective-bargaining scope, minimum wage rigidity, temporary/permanent contract regulation.
Statutory and effective corporate tax rates, treatment of depreciation, and international competitiveness.
Finland's basic-income pilot, launched 1 January 2017 by the Sipilä centrist government under Act 1528/2016 and run by Kela, paid €560 per month tax-free to 2,000 randomly selected unemployed individuals aged 25-58 for two years, replacing existing means-tested benefits. The randomised design aimed to test labour-supply, well-being and bureaucratic-burden effects. The intended effect was to gather rigorous evidence on whether unconditional cash could improve activation and reduce administrative friction in the Nordic welfare model.
Per invariant 3, reforms are scored by what they did on each channel-separated axis, not by the party that enacted them. This fingerprint is how the policy-match engine finds historical analogues.
Explicit links are curated by the author. Inferred links are hypotheses in the library that test the same axes this policy moved — the framework's answer to "what does the data say about a policy like this?".
Ranked by axis-fingerprint overlap with this policy. Direction match bolded — those are the closest historical analogues. Shape of the match is what drives policy-outcome comparison, not the country or party label.