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.
Prime Minister Juha Sipilä's centrist coalition (2015-2019) implemented €4bn of consolidation, including the 'Competitiveness Pact' (Kiky-sopimus, 2016) which cut public-sector holiday pay, lengthened working hours unpaid by 24 hours per year, and shifted social-security contributions from employers to employees. Companion spending cuts targeted education, R&D and unemployment benefits, with corporate tax held at 20%. The intended effect was to reduce unit labour costs, restore export competitiveness after the 2008-2014 slump, and meet EU fiscal targets.
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.