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.
Two-phase fiscal stimulus under Abhisit Democrat coalition. Phase 1 (Thai Khem Khaeng 1, January 2009) was a ~THB 117bn supplementary-budget demand-stimulus including a THB 2,000 per-capita cheque ("cheque help the nation") issued to low-income earners, free-basic-education extension, price controls on utilities, and elderly-universal THB 500/month allowance. Phase 2 (Thai Khem Khaeng 2012, announced 2009) pipelined ~THB 1.4tn multi-year infrastructure spending on transport, water, education facilities, and hospital upgrades. Combined with BoT rate cuts from 3.75% to 1.25% (December 2008 - April 2009), delivered GDP growth rebound from -2.3% (2009) to +7.8% (2010) though much of the rebound reflected base effects.
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.