Targeted industrial and sectoral subsidies (renewable energy, chip manufacturing, agriculture, green hydrogen, etc).
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.
Product-market regulation, entry barriers, licensing burdens, network-industry regulation, price controls.
Ease of hiring/firing, collective-bargaining scope, minimum wage rigidity, temporary/permanent contract regulation.
Beginning in late 2015 and accelerating under Vision 2030, Saudi Arabia phased in administered-price hikes for gasoline, diesel, electricity, and water tariffs to reduce regressive energy subsidies. Implemented via Council of Ministers Resolutions and offset by the Citizen's Account (Hesab Al-Mowaten) cash-transfer programme launched in 2017 to compensate lower-income households.
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.