General government spending as share of GDP, excluding transfers already captured under fiscal.transfer_expansion to avoid double-counting.
Rule of law as institutional substrate — contract enforcement, judicial independence, equal treatment before the law. Upstream of most other axes.
Federal response to 29 Aug 2005 Hurricane Katrina (~1,800 deaths, USD 125bn damage). Congress appropriated ~USD 120bn in three supplementals; FEMA housing vouchers + trailers; Gulf Opportunity Zone Act (22 Dec 2005, P.L. 109-135) provided accelerated depreciation + tax-exempt bonds + rehab credits for reconstruction. Federal-state coordination failures (FEMA director resignation 12 Sep 2005) drove institutional-reform push — Post-Katrina Emergency Management Reform Act 2006.
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.