financial deregulation

In an OECD panel 1980-2023, the 5-year cumulative growth of private credit to non-financial corporations (BIS WS_CREDIT) is positively associated with the subsequent (t+1 to t+5) volatility of non-residential fixed investment and with downward revisions to ex-ante TFP growth forecasts.

Between 2002 and 2007 the US effective Federal Funds Rate ran on average more than 200 basis points below the rate prescribed by a standard Taylor rule (1.5 inflation-gap, 0.5 output-gap weights, 2% natural rate).

Abenomics 2012-2020 produced weaker inflation response than orthodox monetary-policy models predicted, vindicating post-Keynesian view that monetary policy alone cannot lift effective demand at zero lower bound.

Kenya's 2007 launch of M-Pesa and subsequent build-out of mobile-money rails (2007-2024) produced a measurable acceleration in financial inclusion, household consumption smoothing, and informal-to-formal transition relative to Sub-Saharan African peers without comparable mobile-money penetration.

Nigeria's May 2023 elimination of the petrol subsidy under President Tinubu produced a fiscally favourable but socially costly trajectory: federally-retained revenue rose, the primary fiscal balance improved relative to the 2018-2022 baseline, but headline CPI inflation accelerated and household real-consumption proxies weakened in the 12-24 months post-removal.

Generative-AI tool adoption following ChatGPT's November 2022 release will produce a measurable but modest sector-level labour-productivity divergence by 2026 — high-AI-exposure white-collar sectors (information, professional services, finance) running 1-3pp/year above low-exposure sectors (construction, accommodation, transportation), consistent with Brynjolfsson's productivity-J-curve at an early-diffusion stage.

Albania's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Argentina's December 2015 cepo lift produced a discrete official-peso devaluation and higher short-run monthly inflation, while BCRA reserves did not collapse over the next 90 days.

Argentina's 2019 PASO shock generated an immediate official-FX break, reserve loss, and inflation pass-through; the 2020 base-money expansion was followed by a lagged inflation pickup by Q4.

Armenia's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Bangladesh's apparel-export-led growth model 1985-2024 — anchored by the 1985 establishment of the EPZ regime, the MFA-quota dynamics pre-2005, the EU Everything But Arms preferences from 2008, and a sustained labour-cost advantage — produced cumulative real GDP-pc-PPP growth that converges toward the SAARC peer mean (IND, PAK, NPL) and a manufacturing value-added share rise of at least +5 percentage points 1985 to 2019.

Sri Lanka's April 2022 sovereign default — preceded by FX-reserve depletion, Rajapaksa-era tax cuts (2019), unfunded fertilizer-import ban (2021), and tourism collapse (2020-2021) — produced a measurable growth contraction with real GDP falling at least 7% in 2022, 33%+ CPI inflation peak in 2022, and the March 2023 IMF EFF arrangement produced a partial 2023 stabilisation visible in inflation deceleration to under 10% by year-end and FX-reserve recovery to at least 3 months of imports by end-2023.

Australia’s long expansion after the Hawke-Keating reforms (1983–1996) — including tariff cuts, financial deregulation, competition-policy introduction, and fiscal consolidation — is better predicted by market liberalisation than by sector-specific state direction.

Australia's punitive tobacco excise escalation (four 12.5% increases 2013-2020, plus plain packaging 2012) reduced adult smoking prevalence more than comparator countries that adopted less punitive, harm-reduction-friendly approaches: New Zealand (legalised vaping 2020), the United Kingdom (NHS promotes vaping as quit aid), and Sweden (snus as dominant harm-reduction product).

US business-dynamism measures — the firm-formation rate (new establishments per 1000 working-age population), the job- reallocation rate, and the share of employment in firms aged 0-5 — declined materially over 1980-2020.

Post-2008 countries with larger automatic stabilisers (Nordics, Germany short-time work) experienced milder output and employment contractions than countries with weaker welfare-state cushions (UK, southern Eurozone).

Spikes in the US Baa-Aaa corporate bond spread are followed by deteriorating real activity, visible as rising unemployment and falling industrial production within twelve months.

Bangladesh's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

The 2007-2009 Global Financial Crisis was a systemic banking-and-credit rupture in the advanced-economy core (USA, UK, Ireland, Iceland, Spain, the Eurozone periphery) with the canonical multi-metric pattern of large credit-to-GDP run-up followed by sharp output contraction, persistent unemployment, large fiscal-deficit blowout, and long real-house-price retracement.

Argentina's 2001-2002 crisis — convertibility regime collapse, December 2001 corralito freeze on bank deposits, January 2002 currency-board abandonment, sovereign default, pesification of bank balance sheets, and real-GDP contraction of >= 10% peak-to-trough — is the canonical case of a hard-peg / currency-board collapse compounded by banking-system suspension.

The 1997-1998 Asian Financial Crisis affected a tightly-clustered group of east-Asian economies (Thailand, Indonesia, Korea, Malaysia, Philippines) through a common pattern of currency-peg collapse, foreign-currency-denominated bank-and-corporate balance-sheet distress, large IMF programmes, and sharp output contractions.

Brazil's January 1999 abandonment of the crawling peg and devaluation of the real by >= 35% against USD, combined with the IMF programme negotiated in late 1998 and the legacy of the PROER bank-restructuring programme of 1995-1997, constitutes a canonical EM exchange-rate-anchor-failure case in which banking-system stress was managed without a Laeven-Valencia-coded systemic banking crisis.

Brazil's PROER (Programme to Stimulate the Restructuring and Strengthening of the National Financial System) of 1995-1997 — interventions in Banco Nacional, Banco Económico, Banco Bamerindus, central-bank liquidity facilities, and pre-emptive bank cleanup — is a canonical case of pre-emptive bank-balance-sheet cleanup in the wake of macro stabilisation (Plano Real 1994).

China's 2015 stock-market crash and the 2020-2024 property-sector deleveraging episode (Evergrande default August 2021, Country Garden distress August 2023, the "three red lines" macroprudential framework introduced 2020) constitute a sustained financial-stress episode characterised by extreme equity volatility 2015-2016, real residential property price decline >= 10% in tier-2/3 cities 2021-2024, and developer-bond defaults exceeding RMB 1 trillion cumulative.

The March 2013 Cyprus banking crisis, in which uninsured depositors at Bank of Cyprus and Laiki Bank were converted to equity / written down ("bail-in"), produced a real GDP peak-to-trough decline of >= 8%, a bank-credit-to-GDP decline of >= 100 pp, an unemployment-rate rise of >= 10 pp, and required an EUR 10bn ESM programme.

Greece 2010-2018 exhibits the canonical sovereign-banking doom-loop: sovereign-debt distress propagated through bank holdings of Greek government bonds, requiring three successive IMF/EU programmes (2010, 2012, 2015), a sovereign restructuring in 2012 (PSI), and bank recapitalisations that depressed real GDP cumulatively by >= 25% peak-to-trough.

The 2008 Icelandic banking collapse (failure of Glitnir, Landsbanki, and Kaupthing in October 2008) is a canonical case of a small-open-economy systemic banking crisis driven by external-funded balance-sheet expansion exceeding any plausible lender-of- last-resort capacity.

The 2008-2013 Irish banking crisis was a property-credit-bust event in which the Anglo Irish Bank, Allied Irish Banks, and Bank of Ireland balance-sheet expansion during 2003-2007 produced a real-house-price peak-to-trough decline of >= 50%, a bank-rescue fiscal cost of >= 25% of GDP, an unemployment rate rise of >= 9 pp, and a Troika programme entry.

Italy's 2016-2017 banking-distress episode — Banca Monte dei Paschi di Siena precautionary recapitalisation in July 2017, Veneto-banks resolution in June 2017, and a peak system-wide non-performing-loan ratio above 17% — represents a protracted-NPL-overhang post-GFC banking distress case that did NOT meet the canonical full-systemic-banking-crisis threshold but DID require multiple state-aid resolution events.

Japan's 1990-2003 banking-and-asset-bubble bust — Nikkei index decline of >= 60% peak-to-trough, real residential property price decline of >= 40%, persistent bank-NPL accumulation that required government recapitalisation in 1998 and 2003, and a "lost decade" of GDP growth averaging <= 1% — is a canonical case of a delayed-resolution banking crisis.

In the Laeven-Valencia systemic-banking-crisis panel covering 1980-2020, four ex-ante observables jointly predict crisis onset: (i) high private-credit-to-GDP, (ii) negative current-account balance, (iii) real-effective-exchange-rate appreciation versus a 3-year trailing average, and (iv) low foreign-exchange reserve coverage of short-term external liabilities.

Latvia's 2008-2010 banking crisis — Parex Banka nationalisation in November 2008, EUR-peg defence, EUR 7.5bn IMF / EU programme, real-GDP cumulative decline of >= 20% peak-to-trough, and unemployment-rate rise of >= 13 pp — is a canonical small-open-economy hard-peg-defence + banking-rescue case from the GFC era.

Lebanon's 2019-2024 banking collapse — informal capital controls, multi-tier exchange rates, sovereign default on Eurobonds in March 2020, and a real-GDP cumulative decline of >= 35% — constitutes a canonical case of a peg-plus-Ponzi- banking-system unwind in a small, dollarised, post-civil-war economy.

Mexico's December-1994 Tequila Crisis — peso devaluation against the USD by >= 50%, IMF / US Treasury rescue package, real-GDP contraction of >= 6% in 1995, and a Laeven-Valencia-coded systemic banking crisis 1994-1996 — is the canonical EM-currency-and-banking-twin-crisis case of the early 1990s.

The 1988-1993 Nordic banking crises (Norway 1988-1991, Sweden 1991-1992, Finland 1991-1993) are a canonical post-deregulation credit-boom-bust panel.

The August 1998 Russian crisis — domestic-currency sovereign default, ruble devaluation of >= 60% against USD, real-GDP contraction of >= 5%, banking-system collapse with widespread bank failures, and IMF programme entry — is the canonical EM sovereign-and-banking-twin-default case of the late 1990s.

In the Schularick-Taylor cross-country macrohistory panel restricted to the post-1980 era, sustained acceleration of bank credit to the private non-financial sector relative to GDP raises the conditional probability of a systemic banking crisis within a five-year forward window.

South Africa's August 2014 African Bank Limited curatorship — SARB-led resolution of an unsecured-consumer-credit lender, retail-deposit guarantee, good-bank / bad-bank split, no propagation to systemic banks (Standard Bank, FirstRand, Absa, Nedbank) — is a canonical case of a contained-resolution single-institution failure in an emerging market with an effective supervisory framework.

Spain's 2012 banking-sector restructuring of the cajas (regional savings banks), including the FROB recapitalisation, the creation of SAREB (the bad-bank vehicle), and the EUR 100bn ESM bank-recapitalisation programme, occurred in response to a multi-year buildup of property-credit exposure that produced a peak-to-trough real house-price decline of >= 35%, an unemployment rate rise to >= 25%, and a government-debt run-up of >= 50 pp of GDP.

Turkey's February 2001 banking crisis — exchange-rate-based stabilisation collapse, TRL devaluation of >= 50% against USD, real-GDP contraction of >= 5%, large IMF programme, and Banking Regulation and Supervision Agency takeover of failed banks — is a canonical case of an EM exchange-rate-anchor disinflation programme failing through the banking-system channel.

The March 2023 US regional-banking distress — Silicon Valley Bank failure 10-Mar-2023, Signature Bank failure 12-Mar-2023, First Republic Bank failure 1-May-2023, plus the Bank Term Funding Program created 12-Mar-2023 — was a duration-mismatch / uninsured-deposit-flight event triggered by the 2022-2023 Fed-tightening cycle marking long-duration AFS securities below-water.

The US Savings & Loan crisis of 1986-1995 — closure or assistance of >= 1,000 thrifts, Resolution Trust Corporation creation in 1989, FDIC bank failures peaking in 1988-1992, estimated taxpayer cost in the USD 100-200bn range, and a Laeven-Valencia coded systemic banking crisis 1988 — was a US-domestic banking crisis with limited GDP impact.

Vietnam's 2012-2015 banking-sector restructuring — Vietnam Asset Management Company (VAMC) created July 2013, NPL ratio peak above 4%, mandatory mergers of weak banks, and forced central-bank acquisition of three commercial banks at zero VND in 2015 — represents a controlled-resolution emerging-market banking distress event without a full systemic crisis.

Across countries 1990-2020, faster insolvency and bankruptcy resolution — measured by years to resolve, recovery rate, and strength of insolvency framework index — predicts stronger post- shock productivity recovery than discretionary rescue policy (bailouts, forbearance, and evergreening).

Bhutan's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

In a broad-country panel 1990-2020, the cumulative stock of bilateral investment treaties (BITs) signed predicts higher subsequent net FDI inflows as a share of GDP and higher real GDP per capita growth, controlling for institutional quality, market size, and trade openness.

In BIS/WDI country panels, high household debt-service stress is followed by weaker private-consumption growth over the next two years.

Household debt-service stress predicts subsequent private-credit slowdown.

Household debt-service stress predicts slower real house-price appreciation.

In BIS/WDI country panels, high household debt-service stress is followed by larger unemployment increases over the next two years.

Strict building-height restrictions near transit nodes predict lower agglomeration productivity and higher office or housing costs.

El Salvador's ~98% homicide-rate decline from 103/100k (2015) to 2.4/100k (2023) — with the sharpest decline occurring after the Mar 2022 régimen de excepción and the Jan 2023 CECOT opening — is causally attributable in material part to the Bukele-era mass-incarceration regime (régimen de excepción + Plan Control Territorial + CECOT).

Cambodia's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Canadian real household disposable income per capita has stagnated or grown more slowly than in comparable resource-plus-anglophone-plus-small- open-developed economies (USA, AUS, NZL, GBR, NOR, CHE) over 2015-2023, once adjusted for CPI and household size.

Capital-account liberalisation predicts faster growth only above rule-of-law and regulatory-quality thresholds; below them it raises crisis frequency.

Increased capital mobility after 1980 (capital account liberalisation across OECD) is correlated with declining worker bargaining power, measured via union density and strike frequency.

Across Caribbean small-island economies 1990-2024, climate-related shocks (named hurricanes, tropical-storm landfalls, sea-level encroachment events) imposed measurable cumulative real-GDP-per- capita losses correlated with storm frequency and intensity, and insurance-market and disaster-financing arrangements (CCRIF SPC, contingent-credit lines) reduced — but did not eliminate — the growth penalty.

The EU Carbon Border Adjustment Mechanism (CBAM) entered its definitive phase on 1 January 2026 (after a 2023-2025 transitional reporting-only phase), imposing financial liability on EU importers of cement, iron and steel, aluminium, fertilisers, electricity, and hydrogen embedding non-EU carbon costs.

US-style Certificate-of-Need restrictions predict slower capacity growth and weaker health-access improvement than non-CON regimes.

Across the empirical universe of school-voucher and means-tested school-choice programmes that have been evaluated with random-assignment or quasi-random-assignment designs (USA Milwaukee, Cleveland, DC OSP, New York School Choice Scholarships, Louisiana, Indiana; Chile post-1980 voucher; Sweden post-1992 friskolor; Colombia PACES), the population- weighted mean effect on standardised reading and mathematics test scores is positive at +0.05 to +0.15 standard deviations after 2-4 years of programme exposure, with effects largest for low-income participants drawn from the worst-performing public schools.

Universal child-benefit / expanded child tax credit expansions (US ARP 2021, UK pre-2013 child benefit) reduced child poverty rates by measurable magnitudes in real time.

Chile's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

China's property-sector deleveraging shock 2020-2024 — triggered by the August 2020 "three red lines" policy on developer leverage, escalating through Evergrande's September 2021 default, Country Garden's 2023 liquidity crisis, and the persistent ghost-cities inventory overhang — produced a structural break in residential investment and a sustained drag on aggregate growth that is identifiable in real GDP, gross capital formation, and the household-consumption share of GDP.

China's December-2022 abrupt reopening from dynamic-zero-COVID produced a partial-and-fading recovery in 2023 rather than a sharp pent-up-demand rebound.

China's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

China's strongest total factor productivity acceleration occurred during the WTO-accession period (2001-2008) linked to tariff reduction, foreign competition, and regulatory harmonisation, while the subsequent subsidy-heavy state-direction phase (post-2008, intensifying post-2015) is associated with weaker TFP growth and rising capital misallocation.

Chinese state-owned enterprises in strategic sectors (steel, energy, telecoms) post-1978 grew faster than privatised peers in Eastern Europe through the 1990s-2010s, demonstrating that public ownership with planning can outperform market transition.

Across US states 2000-2022, higher occupational-licensing intensity in licensed service sectors (proxied by share of state workforce requiring a state-issued license, derived from BLS Current Population Survey supplements) is associated with higher consumer prices in the affected service sectors and lower employment in those sectors, conditional on state per-capita income, demographic composition, and rural/urban share.

Longer construction-permit approval times predict higher construction costs and lower housing-output elasticity.

Restrictions on cross-border data flows predict lower digital-service exports, higher cloud-computing costs, and reduced foreign SaaS adoption.

Following the July 2021 protests (largest mass demonstrations in Cuba since 1959), the Cuban government enacted incremental economic reforms: legalisation of small/medium private enterprises (MIPYME, August 2021), partial dual-currency unification (Tarea Ordenamiento followed through), expansion of MLC (USD-denominated) retail circuits, and adjustment of official FX rates.

Cuban post-1991 Special Period forced degrowth (real GDP per capita contracted ~35% over 1989-1993 after the Soviet bloc collapse cut off concessional sugar/oil terms) demonstrated that basic-needs provision (life expectancy, infant mortality, primary-school enrolment) can be maintained — or improved — during rapid material-throughput reduction when institutions are aligned around free universal health and education.

Every documented modern hyperinflation episode (Cagan ≥50% monthly inflation, Hanke-Krus catalogue) since 1900 falls into one of two categories: (a) the issuing state had material foreign-currency or gold-clause obligations, hard-currency-pegged debt, or external market dependency that left it operating effectively as a currency-user (Weimar reparations, Hungary 1945-46 occupation obligations, Yugoslavia FX debt, Zimbabwe USD obligations 2007+, Venezuela USD oil revenue dependency, Argentina USD debt, Lebanon USD-pegged banking system, Turkey 2021-2024 FX-denominated debt), or (b) the issuing state experienced a documented physical supply collapse independent of the monetary regime (Weimar Ruhr occupation, Hungary post-WW2 occupation/reparation, Zimbabwe land-reform output collapse, Venezuela oil-sector collapse).

Removal of dairy production quotas predicts output expansion and price normalisation without persistent farm-income collapse.

Across OECD countries 1990-2023, the rise in the old-age dependency ratio is associated with a proportional increase in public pension expenditure as a share of GDP and crowding-out of productive public investment, particularly where pay-as-you-go pension architecture predominates.

Israel absorbed approximately 900,000 Soviet Jewish immigrants 1989-1994 (~20% of the pre-immigration population).

Sweden absorbed approximately 163,000 asylum applicants in 2015 (~1.6% of population in one year).

Ecuador's January 2000 unilateral dollarisation (in the wake of the 1998-1999 banking and currency crisis) produced a permanent break in the inflation series and a measurable stabilisation of macro outcomes relative to a Latin American non-dollarised peer pool over the subsequent two decades.

Germany's 2010-2024 Energiewende-driven reduction in territorial CO2 emissions, valued at a central social-cost-of-carbon (SCC) of USD 185/tCO2 (Rennert et al.

The 2022 European gas-price shock plus heterogeneous national policy responses (German Doppelwumms ~€200bn relief package, Spanish-Portuguese Iberian gas-price-cap mechanism, Italian energy-aid bridges, French EDF nationalisation + nuclear price cap) produced a divergent industrial- relocation pattern within Europe and across the Atlantic over 2022-2025.

ESOP (employee-stock-ownership) firms in the US post-1974 ERISA show higher survival rates and comparable productivity to matched conventional firms.

Ethiopia's pre-war 2000-2019 development episode combined fast real GDP per-capita growth, large child-mortality reduction, rising life expectancy, and a shift toward services employment.

Across the EU-27 panel 2005-2023, territorial CO2 emissions declined in absolute terms while real GDP rose -- a pattern-consistent absolute-decoupling regime.

EU Green Deal 2020-present emissions reductions have outpaced aggregate GDP growth, showing partial decoupling, but at rates still below 1.5C-consistent pathways.

The natural-gas price shock that began in late 2021 and intensified after the Russian invasion of Ukraine in February 2022 produced a measurable differential contraction of EU industrial output relative to US, UK, and non-EU Asian comparators over 2021-2024.

The cumulative EU regulatory stack (GDPR 2018, MiFID II 2018, DMA 2022, DSA 2022, AI Act 2024, Taxonomy Regulation 2020, CSRD 2023, MiCA 2023, CBAM 2023, plus sector-specific accretion) has imposed measurable productivity drag on EU firms relative to US counterparts in the same sectors.

Across emerging-market and developing economies 1990-2020, higher expropriation risk — measured by ICRG expropriation risk index, Heritage investment-freedom score, and political-risk ratings — predicts shorter investment horizons (higher share of short-term investment, lower share of structures and machinery) and lower capital intensity in tradable sectors.

Hard ceilings on farm size predict lower agricultural labour productivity after 20 years than market-determined scale.

The 2013-2019 phase-in of Basel III capital, leverage, and liquidity standards produced a measurable rise in bank-equity-to-assets ratios across G-SIB and domestic-systemic banks in BIS-reporting jurisdictions, with median CET1 capital ratios rising from <= 9% pre-2013 to >= 13% by 2019.

The Bank of England's operational independence (May 1997, instrument-independence on monetary policy) and its post-GFC macroprudential remit (Financial Policy Committee created April 2013 under the Bank of England Act 2013) are associated with (a) lower realised UK CPI-inflation volatility 1997-2008 vs 1985-1997, (b) flatter UK credit-cycle amplitude 2014-2022 vs 2000-2007, and (c) lower exchange- rate-passthrough volatility post-1997 vs pre-1997.

Major episodes of financial deregulation — the 1999 US Gramm-Leach- Bliley repeal of Glass-Steagall, the 1986 UK Financial Services Act ("Big Bang"), Chile's 1974-1981 banking liberalisation, Sweden's late-1980s credit-market liberalisation, and Japan's 1996-2001 Big Bang — are followed within 10 years by higher-than-baseline incidence of banking crises, measured by the Laeven-Valencia Systemic Banking Crisis Database, and by elevated credit-to-GDP gaps per BIS.

Financial liberalisation (capital-account opening, domestic interest-rate deregulation, removal of credit controls) without prudential regulation (strong supervision, capital adequacy, macro-prudential buffers) raises the probability and severity of banking and currency crises, which can erase long-run market-reform gains in GDP per capita.

Across countries that introduced loan-to-value (LTV) and debt-service-to-income (DSTI) macroprudential limits on residential mortgage lending in 2010-2022, the growth rate of household credit and the change in real residential property prices decelerate over the 3-year window following limit introduction relative to matched control country-years.

Deeper private financial markets predict stronger productivity and income growth by reallocating capital.

The ECB's June-2014 introduction of a negative deposit-facility rate (initially -0.10%, cut to -0.50% by September-2019) and the parallel Swiss / Danish / Swedish / Japanese negative-rate experiments lowered short-end money-market rates and core sovereign-bond yields below zero, but did NOT cause an aggregate decline in eurozone bank deposits or measurable deposit-flight from the banking sector.

Share of value added going to financial-sector profits in the US rose from under 15% in 1970 to over 30% by 2007, consistent with Hilferding-style financialisation hypothesis.

Across advanced economies post-1970, the finance-and-insurance sector's share of gross value added rose materially while the manufacturing sector's share fell, and the two trajectories are not jointly accounted for by a balanced services-sector reweighting.

Post-2010 Southern-European departures from euro fiscal rules (Greece 2001–2009) produced the specific pattern Ordoliberal theory predicts: credibility loss, borrowing-cost spikes, and forced stabilisation on worse terms than voluntary rule-compliance would have produced.

Germany's Schuldenbremse (constitutional debt brake adopted 2009 and binding on the federation from 2016) did not produce a sustained growth or investment collapse over 2010-2019 (pre-COVID) at the single-country time-series level.

The Fed's 1929–1933 contraction of M2 by approximately one-third was the proximate cause of the Great Depression's severity, not a Keynesian demand-collapse failure.

Countries with stronger market-institution scores around 1960 were more likely to remain in, or converge into, the high-income frontier by 2024 than countries with weaker property rights and heavier state-directed allocation, after controlling for initial GDP per capita.

The cumulative EU digital-sector regulatory stack — GDPR (2018), Digital Markets Act (2022), Digital Services Act (2022), AI Act (2024) — has imposed a measurable fixed-compliance-cost burden that falls disproportionately on scale of EU-headquartered digital firms relative to US counterparts.

Following Koo (2008, 2014), the post-2008 advanced-economy recovery exhibited the diagnostic pattern of a balance-sheet recession: the private sector (households especially, plus non-financial business in the most leveraged countries) shifted simultaneously from net borrowing to net saving in pursuit of debt reduction, even when policy interest rates were at the zero lower bound.

The 2007-2009 global financial crisis produced deeper and more persistent output contractions in liberalised financial systems (United States, United Kingdom, Ireland, Iceland) than in more state-managed financial systems (China, Vietnam), controlling for pre-crisis openness, exchange-rate regime, and fiscal space.

The 2007-2009 financial crisis originated in endogenous leverage build-up (Minsky hedge→speculative→Ponzi financing transition) within financial sector balance sheets, not in exogenous shocks.

The 2007-2009 global financial crisis originated in household-debt-financed consumption sustaining aggregate demand despite stagnant real wages, a Minsky-plus-Marx pattern.

Ghana's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Strict gig-economy reclassification rules predict lower platform-worker entry and reduced service availability without clear income gains.

Countries permitting GM crop cultivation without prolonged moratoria experienced faster agricultural yield convergence than ban or delay countries.

The 1929-1933 Great Depression contraction in US output was precipitated by an endogenous over-accumulation crisis in the 1920s (rising capital-to-output ratio, falling profitability) rather than by Federal Reserve policy errors alone.

Greek fiscal crisis 2010-2015 was fundamentally a currency-user crisis (Greece issued no sovereign euro), not evidence of fiscal limits on sovereign currency-issuers.

The 2022-2026 wave of major-economy industrial-policy programmes — US IRA + CHIPS, EU Critical Raw Materials Act + Net-Zero Industry Act, EU Chips Act, Japan Green Transformation (GX, ¥150tn / ~$1tn announced), Korea K-Chips + Korean New Deal 2.0, China 14th Five-Year Plan + Made-in-China-2025-2.0 with semiconductors and clean energy as national-security frontier — represents the largest coordinated wave of industrial-policy spending in the post-1970s OECD record.

Countries with aggressive green-transition regulatory stringency layered on top of gas-indexed wholesale electricity markets and premature phase-out of firm-dispatchable generation (Germany, UK, Belgium, Netherlands) have experienced materially higher industrial electricity prices 2015-2023 than comparable economies with more measured transition paths (France's nuclear retention, Nordic hydro, USA's shale-gas-backed grid).

In post-1992 China, sectors and provinces with persistently high state-owned-enterprise (SOE) shares of fixed-asset investment exhibit lower TFP growth and higher incremental capital-output ratios (ICOR — capital used per unit of additional output) than sectors and provinces dominated by private firms, after controlling for sector composition, urbanisation, and human capital.

Across 26 Swiss cantons 1990-2023, cantons with persistently lower effective corporate tax rates, looser regulatory burden, and higher Fraser-style sub-national economic-freedom ranks exhibit higher per-capita GDP growth, higher private business formation rates, and higher net inward migration of high-earning workers than cantons with persistently tighter regulation and higher tax rates.

In an OECD panel 2000-2023, increases in OECD Product Market Regulation (PMR) stringency and increases in regulatory uncertainty (proxied by year-to-year changes in the OECD PMR sub-indices) are negatively associated with private non-residential investment as a share of GDP, with effects concentrated in capital-intensive long-duration sectors.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available account ownership.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available employment rate.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have lower latest-available extreme-poverty headcount.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available female labour-force participation.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available high-technology export share.

Countries in the top quartile of Heritage business freedom in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available gross-capital-formation share.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available life expectancy.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available physician density.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available real private consumption per capita.

Countries in the top quartile of Heritage business freedom in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available private-credit depth.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available tertiary enrollment.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have higher latest-available trade openness.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage business freedom in 2024 have lower latest-available under-5 mortality.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available account ownership than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available account ownership.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available electricity access than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available electricity access.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available employment rate than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available employment rate.

Countries in the top quartile of Heritage financial freedom in 2024 have lower latest-available extreme-poverty headcount than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have lower latest-available extreme-poverty headcount.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available female labour-force participation than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available female labour-force participation.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available real GDP per capita PPP than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available high-technology export share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available high-technology export share.

Countries in the top quartile of Heritage financial freedom in 2024 have lower latest-available consumer-price inflation than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have lower latest-available consumer-price inflation.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available gross-capital-formation share.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available life expectancy than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available life expectancy.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available physician density than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available physician density.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available real private consumption per capita than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available real private consumption per capita.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available private-credit depth.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available tertiary enrollment than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available tertiary enrollment.

Countries in the top quartile of Heritage financial freedom in 2024 have higher latest-available trade openness than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have higher latest-available trade openness.

Countries in the top quartile of Heritage financial freedom in 2024 have lower latest-available under-5 mortality than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage financial freedom in 2024 have lower latest-available under-5 mortality.

Countries in the top quartile of Heritage government integrity in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage government integrity in 2024 have higher latest-available gross-capital-formation share.

Countries in the top quartile of Heritage government integrity in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage government integrity in 2024 have higher latest-available private-credit depth.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available account ownership than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available account ownership.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available electricity access than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available electricity access.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available employment rate than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available employment rate.

Countries in the top quartile of Heritage investment freedom in 2024 have lower latest-available extreme-poverty headcount than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have lower latest-available extreme-poverty headcount.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available female labour-force participation than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available female labour-force participation.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available real GDP per capita PPP than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available high-technology export share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available high-technology export share.

Countries in the top quartile of Heritage investment freedom in 2024 have lower latest-available consumer-price inflation than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have lower latest-available consumer-price inflation.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available gross-capital-formation share.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available life expectancy than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available life expectancy.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available physician density than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available physician density.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available real private consumption per capita than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available real private consumption per capita.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available private-credit depth.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available tertiary enrollment than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available tertiary enrollment.

Countries in the top quartile of Heritage investment freedom in 2024 have higher latest-available trade openness than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have higher latest-available trade openness.

Countries in the top quartile of Heritage investment freedom in 2024 have lower latest-available under-5 mortality than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage investment freedom in 2024 have lower latest-available under-5 mortality.

Countries in the top quartile of Heritage judicial effectiveness in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage judicial effectiveness in 2024 have higher latest-available gross-capital-formation share.

Countries in the top quartile of Heritage judicial effectiveness in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage judicial effectiveness in 2024 have higher latest-available private-credit depth.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available account ownership.

Countries in the top quartile of Heritage labour-market freedom in 2024 have higher latest-available employment rate than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available employment rate.

Countries in the top quartile of Heritage labour-market freedom in 2024 have lower latest-available extreme-poverty headcount than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have lower latest-available extreme-poverty headcount.

Countries in the top quartile of Heritage labour-market freedom in 2024 have higher latest-available female labour-force participation than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available female labour-force participation.

Countries in the top quartile of Heritage labour-market freedom in 2024 have higher latest-available real GDP per capita PPP than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available high-technology export share.

Countries in the top quartile of Heritage labour-market freedom in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available gross-capital-formation share.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available life expectancy.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available physician density.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available real private consumption per capita.

Countries in the top quartile of Heritage labour-market freedom in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available private-credit depth.

Countries in the top quartile of Heritage labour-market freedom in 2024 have higher latest-available tertiary enrollment than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available tertiary enrollment.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have higher latest-available trade openness.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage labour-market freedom in 2024 have lower latest-available under-5 mortality.

Countries in the top quartile of Heritage monetary freedom in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage monetary freedom in 2024 have higher latest-available gross-capital-formation share.

Countries in the top quartile of Heritage monetary freedom in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage monetary freedom in 2024 have higher latest-available private-credit depth.

Countries in the top quartile of Heritage property-rights protection in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage property-rights protection in 2024 have higher latest-available gross-capital-formation share.

Countries in the top quartile of Heritage property-rights protection in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage property-rights protection in 2024 have higher latest-available private-credit depth.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available account ownership.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available employment rate.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have lower latest-available extreme-poverty headcount.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available female labour-force participation.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available high-technology export share.

Countries in the top quartile of Heritage trade freedom in 2024 have higher latest-available gross-capital-formation share than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available gross-capital-formation share.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available life expectancy.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available physician density.

Countries in the top quartile of Heritage trade freedom in 2024 have higher latest-available private-credit depth than bottom-quartile countries, consistent with free-market country policy regimes outperforming less market-oriented regimes on this outcome.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available private-credit depth.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available tertiary enrollment.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have higher latest-available trade openness.

Conditional on latest real GDP per capita and broad Heritage region, countries with higher Heritage trade freedom in 2024 have lower latest-available under-5 mortality.

Post-Keynesian / Minsky reading: across advanced economies in the decade preceding the 2008 GFC, the rise in household credit-to-GDP was the leading indicator of subsequent banking-sector distress.

Real disposable wage growth for median earners is higher in metropolitan areas and countries with more flexible housing supply (lower regulatory barriers to new construction, higher land-use elasticity) than in otherwise-similar peers with restrictive zoning, even when headline GDP growth is comparable.

India's digital public infrastructure stack — Aadhaar (universal biometric ID, 2009-2016 build-out), UPI (Unified Payments Interface launched 2016), and the JAM trinity (Jan Dhan accounts + Aadhaar + Mobile) — produced productivity gains visible in formal-sector employment, financial-inclusion measures, and government-to-person transfer leakage reduction.

India's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

India's post-1991 liberalisation accelerated growth but services-heavy rather than manufacturing-led, leaving labour-intensive employment gains smaller than in East Asian industrial-policy peers.

Indonesia's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Industrial policy episodes without clear exit rules or export-discipline conditions generate weaker long-run GDP-per-capita and productivity outcomes than episodes with hard performance conditions, in a broad panel of economies during 1970-2020.

Across liberal democracies, the country's general-government spending share at the start of the corpus window negatively predicts subsequent statist drift.

The Inflation Reduction Act (IRA, signed August 2022) produced a measurable step-change in US clean-energy investment, manufacturing reshoring, and fiscal cost over 2022-2026 relative to a pre-IRA trajectory and to non-US comparators (EU, China, Japan, Korea).

Japan's 1990-2020 near-zero per-capita GDP growth regime (mean GDP/capita growth < 1%) coincided with a meaningful improvement in life expectancy at birth (+5 years), a sharp decline in average annual hours worked per employed person (~-15%), and a stable Cantril life-satisfaction trajectory at OECD-median levels.

South Korea's post-1997 corporate governance and financial liberalisation reforms explain a larger share of post-crisis frontier productivity convergence than the earlier heavy-and-chemical-industry (HCI) drive.

The observed decline in the labour share of gross value added across OECD economies over 1980-2020 (typically 4-8 percentage points) is explained by a decomposable set of channels rather than a single cause: (a) capital-intensity technological change with capital and labour complementarity below unity (Karabarbounis-Neiman), (b) globalisation and import competition lowering tradable-sector wage bargaining power (Elsby-Hobijn-Sahin), (c) rising market concentration enabling markup expansion (De Loecker-Eeckhout-Unger), and (d) measurement artefacts from owner-occupier imputed-rent accounting and self-employment income allocation (Rognlie, Gollin).

In a broad-country panel 1990-2019, greater labour-market flexibility — measured by lower OECD EPL overall strictness, higher ease-of-hiring scores, and absence of centralized wage bargaining — predicts higher employment-to- population ratios and faster real GDP per capita growth, controlling for institutional quality, education, and trade openness.

Japan's 2004 Worker Dispatch Law amendment (manufacturing- sector liberalisation effective 2004-Q1, period extension to 3 years) raised the Japanese non-regular-worker share by at least 4 pp by 2008 relative to a synthetic control of high-income peers, but did not raise aggregate employment rate above donor pool baseline.

New Zealand's 1991 Employment Contracts Act (abolition of national awards, individual contracts default, voluntary unionism) lowered the New Zealand unemployment rate by at least 2 pp by 1996 relative to a synthetic control of Anglo peer economies, with the largest gains in low-skill employment, but did not raise productivity growth above donor-pool baseline.

Across an OECD post-1980 panel, the rise in cross-border capital-account openness is the dominant treatment channel reducing the labour share of gross value added, with a magnitude that exceeds the contributions of technology, trade, or measurement adjustments.

Following El Salvador's perceived success with the régimen de excepción (March 2022 onward) and the homicide-rate collapse, multiple Latin American jurisdictions enacted Bukele-style emergency measures: Honduras (Estado de Excepción in select municipalities, December 2022), Ecuador (Estado de Excepción + designation of gangs as terrorist organisations, January 2024), Peru (Estado de Emergencia in Lima/Callao, 2023-).

Across Latin American economies 1990-2024, the cross-country variation in real-GDP growth is materially driven by the global commodity-price cycle, with a measurable "China-supercycle" dividend 2003-2014 and a "post-supercycle penalty" 2014-2019.

Across six Latin American economies with high US-source remittance dependency (MEX, GTM, HND, SLV, NIC, DOM), the post-COVID expansion of US-to-LatAm remittance flows (2020-2024) combined with the 2022-2023 Federal-Reserve hiking cycle produced measurable dollarisation pressure: rising USD share of resident deposits, rising USD-denominated household savings, and (where measurable) rising USD-denominated retail circulation.

Across countries 1990-2020, higher capital-account openness (proxied by EFW area-4 freedom-to-trade-internationally sub- components covering capital controls, plus IMF AREAER-derived binary capital-control intensity where available) predicts higher subsequent 10-year real per-capita GDP growth, conditional on initial income, rule-of-law level, trade openness, and financial- development depth.

Liberal democracies experience monotonic positional drift toward larger, more redistributive states across multi-decade horizons.

Across US states and a cross-country panel of OECD and middle- income economies 1980-2020, higher occupational and business licensing burdens predict weaker entrepreneurship rates and lower intergenerational income mobility over long horizons.

Brazil's Nova Indústria Brasil (NIB) 2024 industrial-policy plan targets six "missions" (sustainable agribusiness, health complex, infrastructure, digital transformation, defence/ bioeconomy, decarbonisation) with R$300bn of subsidised credit + procurement preferences.

Brazil's Novo Arcabouço Fiscal (Lei Complementar 200 of 2023) holds the federal primary-balance path and the real-spending growth rate within its statutory band (real primary spending growth 0.6-2.5% per year, conditional on primary-balance target attainment) through 2026, and the cumulative 2023-2026 primary- balance outcome does not diverge from target by more than one standard deviation of the historical primary-balance forecast error.

Monetary base expansion (M2 growth) correlates with asset price inflation in equities and real estate with a lag, measurable via cointegration and lead-lag analysis across major developed economies 2008-2025.

Macron 2017-2019 labour-tax reforms produced measurable employment gains but had distributional costs; welfare-state-adjustment outcome is mixed and depends on transfer-side offsets.

Malaysia's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Maldives's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Deregulation of entry permits and licensing predicts higher firm-entry rates and lower informal-sector share.

Unified national building, sanitary, and product standards predict faster cross-regional firm entry and higher productivity than fragmented subnational regulation.

Across a pre-registered narrower OECD/market-peer panel from 1996 to 2021, more open capital accounts predict higher FDI inflows as a share of GDP after country and year fixed effects and basic macro controls.

Across a pre-registered narrower OECD/market-peer panel from 1996 to 2021, more open capital accounts predict faster real GDP per capita growth after country and year fixed effects and basic macro controls.

Across a pre-registered narrower OECD/market-peer panel from 1996 to 2021, more open capital accounts predict higher high-technology export intensity after country and year fixed effects and basic macro controls.

Across a pre-registered narrower OECD/market-peer panel from 1996 to 2021, more open capital accounts predict higher private fixed-investment shares after country and year fixed effects and basic macro controls.

Across a pre-registered panel of OECD and major emerging-market economies from 1996 to 2023, stronger control of corruption predict deeper private credit intermediation after country and year fixed effects and basic macro controls.

Across a pre-registered narrower OECD/market-peer panel from 1996 to 2021, stronger fiscal balances predict deeper private credit intermediation after country and year fixed effects and basic macro controls.

Across a pre-registered narrower OECD/market-peer panel from 1996 to 2021, larger public-debt shares predict shallower private credit intermediation after country and year fixed effects and basic macro controls.

Across a pre-registered panel of OECD and major emerging-market economies from 1996 to 2023, more predictable and market-compatible regulation predict higher private and total investment shares after country and year fixed effects and basic macro controls.

Across a pre-registered panel of OECD and major emerging-market economies from 1996 to 2023, stronger rule-of-law institutions predict deeper private credit intermediation after country and year fixed effects and basic macro controls.

The May 2018 US withdrawal from the JCPOA and subsequent maximum-pressure sanctions regime (re-imposition 2018-2019, oil-buyer-waiver elimination 2019, expanded financial sanctions 2020-2024) caused a measurable Iranian economic contraction visible in real GDP, oil exports, FX market dislocation, and household real-consumption proxies.

Lebanon's October-2019-onwards economic collapse (banking-sector freeze, BdL multi-rate regime, lira hyperinflation, GDP contraction, dollarisation reversal) produced one of the largest real-economy contractions of the 21st century, with World Bank estimating GDP shrinking ~58% peak-to-trough.

Middle-class wealth accumulation (median household net worth growth, homeownership rates, and financial-asset participation) is stronger in countries with deeper capital markets (stock-market capitalisation to GDP, private credit to GDP) and more secure property rights (WGI rule of law, Heritage property-rights score) than in peers at similar income levels with shallow financial systems or weak tenure security, over 1990-2020.

Argentine quarterly real GDP, having contracted in 2024H1 under the Milei stabilisation shock, recovers along a trajectory that by Q4 2025 closes at least 50% of the peak-to-trough output gap observed during the shock's worst quarter, and by Q4 2026 returns to or exceeds the pre-Milei (Q4 2023) real-GDP level.

US state-level minimum-wage increases over 1990-2024 produce small, statistically uncertain effects on teen and low-wage employment when compared to contiguous counties or neighbouring states that did not raise their minimum.

German Mittelstand-supporting institutional architecture (vocational training, Landesbanken patient capital, co-determination) correlates with higher manufacturing productivity persistence than Anglo-Saxon shareholder-primacy arrangements in capital-intensive sectors.

Mongolia's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Across US industries 1980-2020, rising concentration (top-4 / top-8 firm shares of industry sales) is associated with a parallel rise in aggregate non-financial corporate markups, and the cross-industry relationship is positive and material in magnitude.

In a broad-country panel 1990-2020, mortgage-market liberalisation episodes (abolition of interest-rate caps, reduction of down-payment requirements, privatisation of state mortgage banks, and introduction of securitisation) predict higher homeownership rates, higher residential investment as a share of GDP, and lower housing-rent-to-income ratios, controlling for income growth, demographic structure, and urbanisation.

Privatisation of natural monopolies (electricity transmission, water distribution, rail infrastructure, fixed-line telecommunications) without strong independent regulation fails to improve long-run consumer welfare compared to well-governed public ownership or regulated private provision.

Nepal's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Nordic 1990s reforms (Swedish pension 1999, Norway handlingsregel 2001, Danish flexicurity) preserved welfare-state scope while restoring fiscal sustainability, showing that welfare-state scale is not inherently unsustainable.

Nordic persistent outcome advantages (GDP per capita, Gini disposable income, unemployment) over comparable high-welfare Southern European economies over 1996-2023 are substantially explained by a decomposable set of institutional, market-economy, and fiscal-discipline features — specifically government effectiveness, rule of law, and debt-to-GDP ratio — rather than by welfare architecture or Nordic-specific cultural factors alone.

Countries that enacted market-oriented structural reforms with credible institutional commitment (Norway handlingsregel 2001, Sweden pension- architecture reform 1999) experienced systematically better post-treatment GDP-per-capita and unemployment trajectories than their own pre-treatment trends would have predicted.

The September 2022 sabotage of the Nord Stream 1 and 2 pipelines formalised a structural pivot in European gas supply: the share of EU gas imports from Russia (pipeline + LNG combined) fell from ~40% in 2021 to <15% by 2024, US LNG exports to the EU rose from ~22 bcm/yr pre-shock to ~50-70 bcm/yr 2023-2024, Norwegian pipeline gas became the largest single EU supplier (>30% of imports), and EU LNG regasification capacity expanded materially (FSRU additions in DEU Wilhelmshaven + Brunsbüttel + Stade, NLD Eemshaven, ITA Piombino, FRA Le Havre).

From a comparable (arguably DPRK-favoured) 1953 armistice starting point — same ethnicity, language, pre-colonial institutional inheritance, and a Japanese colonial industrial capital stock disproportionately located in the North — the Republic of Korea's market economy with state-directed industrial policy and export discipline, versus the Democratic People's Republic of Korea's autarkic central planning under Juche, produced by 2023 a canonical divergence that pattern-matches >=7 of 10 pre-registered extreme-outcome metrics, each drawn from a different publisher or methodology family.

The post-Fukushima nuclear phase-outs in Germany (2011-2023), Belgium (legislated 2003, accelerated 2025) and Switzerland (Energy Strategy 2050, 2017) produced an expected-loss reduction -- probability of severe accident multiplied by actuarial cost per accident (NEA 2018; Sovacool et al.

The 2022-2026 window saw rhetorical and policy-stated revival of Western large-scale nuclear power: France committed to EPR2 fleet (6 + 8 reactors by 2050) under loi accélération du nucléaire 2023; UK confirmed Sizewell C investment FID 2024 + Small Modular Reactor (SMR) competitive selection 2024-2025; US Vogtle Unit 4 commercial start July 2024 + several SMR / advanced-reactor licensing applications; Japan re-pivoted to nuclear restart + lifetime extension (2023 GX framework permits >60-year operation); Sweden, Finland, Netherlands, Belgium reversed phase-out policies.

OECD economies 2010-2023 have absolutely decoupled territorial CO2 emissions from real GDP -- emissions fell while GDP rose -- AND the pace of that decoupling falls short of the rate consistent with a 1.5C-aligned linear pathway (50% reduction 2019-2030, ~7%/year).

Abolishing parking minimums near transit predicts lower per-unit construction costs and faster multifamily permitting.

Pinochet-era Chile's rapid liberalisation programme (1973-1982) produced an initial growth collapse culminating in the 1975 recession and the 1982 banking-and-debt crisis, with sustained recovery only after selective state re-engagement (copper-sector re-nationalisation, Banco del Estado expansion, pension-system guarantee backstopping).

Technology markets with sustained multi-platform competition show faster quality-adjusted improvement than markets protected by interoperability barriers.

Poland's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Across a broad panel of economies 1990-2020, higher policy uncertainty — measured by economic-policy-uncertainty (EPU) indices, election-frequency volatility, and regulatory-turnover rates — predicts lower private-investment shares of GDP and slower long-run total-factor-productivity growth in the years following state-led reform shifts.

The US COVID labour-market shock 2020-2024 produced a sharp asymmetric reallocation — leisure/hospitality and brick-and-mortar retail collapsed in 2020 then over-recovered nominal wages relative to trend, while professional/information sectors saw remote-work entrenchment with persistently elevated WFH share and lower CBD office utilisation through 2024.

Precautionary-principle-based regulation in the EU produces a three-order causal chain relative to the US regulatory baseline.

Countries maintaining long-lived food price controls or state procurement show slower agricultural value-added growth than market-priced peers.

Statutory price ceilings set below plausible market-clearing prices produce measurable shortage indicators — stockouts, queue formation, black-market emergence, quality degradation, and in monetary- expansion contexts, large divergences between official and parallel- market prices.

Following Schularick-Taylor 2012 and Jorda-Schularick-Taylor, the five-year change in private credit-to-GDP is a leading indicator of subsequent financial-sector distress in the OECD post-1980 panel.

Post-1945 US and Western European public investment in rail/transit produced lower per-capita emissions than the post-1980 privatised-deregulated transport regime.

Stable rules-based regulation predicts higher cross-sector private investment and faster technology adoption than discretionary intervention.

Lower administrative and regulatory burdens, stronger impact assessment, and more stakeholder engagement predict higher investment shares.

Deregulation of remote work and cross-border service provision predicts faster geographic wage convergence within countries.

Stringent rent control predicts slower rental-stock growth and higher uncontrolled market rents over long city or country panels.

Western sanctions on Russia 2022-2025 produced material but bounded economic damage — GDP contraction shallower than Western forecasters predicted in March 2022 — because oil-revenue rerouting (China + India + Turkey absorption of seaborne crude under the G7 price cap) and import-substitution from EAEU partners blunted the trade-shock impact, while the ruble stabilised after initial collapse via capital controls and a current-account surplus.

Rwanda's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

The Philippines' business-process-outsourcing (BPO) sector — built through PEZA tax incentives, English-language workforce, and a 2005- onwards explicit industrial-policy push — produced a measurable services-led structural shift, with services value-added share of GDP rising by at least +5 percentage points 2005-2019 and per-capita GDP growth differential vs the ASEAN-5 peer mean (IDN, MYS, THA, VNM) averaging at least +0.3pp/yr over 2005-2019.

Singapore's LKY-era market-rule and financial-hub trajectory produced deep private credit, large FDI intensity, and high market-rule scores by the modern endpoint, consistent with an open financial-services hub rather than a closed developmental state.

South Korea's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

The Spanish police-recorded sexual-offence rate per 100,000 population cannot be interpreted directly across the 7 October 2022 entry into force of Ley Orgánica 10/2022 ("Ley de garantía integral de la libertad sexual", colloquially "solo sí es sí"), because that statute redefined the boundaries of the sexual-offence category: it replaced the prior distinction between "abuso sexual" (without violence/intimidation) and "agresión sexual" (with violence/intimidation) with a single consent-based "agresión sexual" offence category, broadened what conduct is prosecutable, and reorganised statistical reporting categories used by INE and the Sistema Estadístico de Criminalidad of the Ministerio del Interior.

Countries moving from administrative spectrum allocation to market auctions show faster mobile and internet diffusion.

Sri Lanka's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Deeper private financial-market proxies predict stronger productivity growth than state-directed allocation alone.

Across the OECD 38, over 2000-latest, larger general government final consumption as a share of GDP is associated with slower growth in real household disposable income per capita, controlling for demographics, initial-income level, energy-price exposure, and trade openness.

Export-processing zones with market-compatible rules show stronger export and employment growth than zones with heavy state direction and local-content requirements.

The 2003 Jobs and Growth Tax Relief Reconciliation Act (JGTRRA), which cut US qualified-dividend and long-term-capital-gains rates to 15 percent, shifted the composition of top-1 pre-tax income toward dividend and capital-gains realisations between 2003 and 2007, raising the top-1 share by 1.5 to 3 percentage points relative to the pre-2003 trend.

The Pena Nieto 2014 Mexican tax reform (top marginal income tax rate raised from 30 to 35 percent, capital-gains taxation introduced at 10 percent, dividend tax 10 percent) produced a measurable but small reduction in the Mexican top-1 pretax income share over 2014-2018 vs LATAM synthetic control, with the effect attenuated by Mexico's high informal-sector share which limits the formal-tax-base distributional margin.

Nigel Lawson's 1988 budget cut the UK top marginal income tax rate from 60 to 40 percent, producing a discrete jump in the UK top-1 pre-tax national income share within three years that exceeds the contemporaneous G7-ex-UK trajectory.

Thailand's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

The growth of the top-1% pre-tax national income share across OECD economies over 1980-2020 is primarily driven by two channels that are consistent with marginal-product returns in skill-biased and capital- deep economies — (a) specialist-wage growth concentrated in superstar- firm and specialist-services sectors, and (b) capital-income growth driven by asset-price appreciation relative to wage income — with material but smaller contributions from (c) rent-extraction indicators (finance-sector share, executive-compensation-to-worker-pay ratio) and (d) sector concentration effects.

Lower trade costs (tariffs, logistics, border delays) predict declining informal-sector shares through formal-firm expansion.

The African Continental Free Trade Area (AfCFTA), with trading formally commencing 2021-01-01, has not yet produced a measurable acceleration in aggregate African trade-openness ratios over the 2021-2024 window relative to a synthetic-control donor pool of non-AfCFTA emerging-market regions, because of slow tariff- schedule ratification, COVID-19 trade disruption, and weak cross-border infrastructure.

Argentina's manufacturing sector did not benefit durably from Mercosur (1991 onward) — manufacturing share of GDP fell over 1995-2019 from approximately 18% to 14%, a trajectory broadly consistent with non-Mercosur Latin American comparators (suggesting global deindustrialisation, not Mercosur-induced gain).

Bangladesh's preferential duty-free, quota-free access to EU markets under the Everything-But-Arms (EBA) scheme — strengthened by Multi-Fibre Arrangement phase-out completion in 2005 and EBA-rules-of-origin simplification effective 2011 — produced a structural acceleration in Bangladesh apparel exports and manufacturing-share-of-GDP over the 2005-2019 window.

The EU's 2007 (BGR, ROU) and 2013 (HRV) enlargements produced a smaller per-capita-income convergence acceleration than the 2004 enlargement, because (a) accession occurred into the financial- crisis and post-crisis austerity environment rather than the pre-crisis growth boom, and (b) baseline institutional quality was lower at the accession date.

NAFTA (effective 1994-01-01) raised Mexican manufacturing value-added and merchandise-export intensity over the 1994-2007 pre-China-shock window relative to a synthetic-control pool of Latin American non-NAFTA economies.

Turkey's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

The UAE's free-zone, commercial-court, and state-capacity model is visible in relatively high government effectiveness, regulatory quality, rule-of-law, and market-rule scores compared with many resource-rent peers.

The UAE's Jebel Ali and free-zone strategy produced a highly open trade and investment platform by Gulf standards: trade intensity is high, exceeds the GCC peer median, FDI intensity has become material, and trade-freedom scores remain high.

UK post-1945 Attlee reforms (NHS, nationalisation of coal/rail/steel, expanded public housing) delivered measurable improvements in life expectancy and child mortality without undermining subsequent 1950s-1960s growth.

UK post-war nationalised industries (coal, rail, steel, gas) through 1979 achieved capital-investment rates comparable to sectoral peers in West Germany and France, falsifying the claim that public ownership categorically starves investment.

The UK labour share of national income fell during the Thatcher era (1979-1990) by a magnitude not explained by sectoral composition shifts alone.

UK market reforms from 1979 onward — privatisation, trade liberalisation, labour-market deregulation, and competition-policy strengthening — predict stronger long-run services-sector productivity and employment performance over 1979–2024 than comparable European corporatist regimes (France, Germany, Italy).

Higher market-compatible regulatory quality predicts stronger high-technology output from university spinout ecosystems.

The 2020-2021 US fiscal response (CARES + ARP, roughly $5tn) produced a transient inflation episode that receded by 2023-2024 as supply-side capacity normalised, consistent with MMT's real-constraint view.

The US-EU GDP per capita (PPP, constant international dollars) gap has widened materially between 2000 and 2023.

Pre-2008 US household debt expansion sustained aggregate demand in the face of stagnant real median wages, a pattern inconsistent with representative-agent rational-expectations models.

Uzbekistan's 1990-2023 development trajectory combined sustained real income growth, large child-mortality reductions, rising life expectancy, and a services-employment shift.

Deeper private financial-market proxies predict stronger high-technology and innovation diffusion outcomes.

Vienna's sustained social-housing programme has delivered lower rent burdens and housing-cost inflation than comparable European capitals without supply collapse, a counter-example to the rent-control-supply-destruction narrative.

Volcker disinflation 1979-1982 produced output costs (unemployment rising to 10.8%) that mainstream models systematically underestimated, consistent with post-Keynesian insistence that disinflation costs are real and persistent.

Argentine Menem-era rapid privatisation and opening 1991–2001 produced a decade of growth followed by collapse — underperforming the comparable-size Korean developmental-state path.

PRWORA 1996 (TANF block-grant + work requirements) raised single-mother labour-force participation by at least 5 percentage points relative to single-childless-women within five years of state TANF adoption, holding constant EITC expansion and the late-1990s tight labour market.

Universal-childcare expansions in three jurisdictions — Quebec 1997 (CAD 5/day universal subsidised childcare), Germany 2013 (legal-entitlement to under-3 childcare via U3 Ausbau), Korea 2013 (universal free childcare for ages 0-5) — produced cross-jurisdiction-replicable maternal-LFP increases of at least 4 percentage points within five years of universal-rollout, identified off rest-of-Canada, rest-of-Germany (eastern-states pre-treatment baseline), and synthetic-control donor pools, providing triangulation evidence for a generalisable maternal-LFP effect of universal childcare.

Across OECD economies 2020-2024, sector-level work-from-home adoption is uncorrelated or weakly positively correlated with sector-level labour-productivity growth — i.e.

Across country-years, higher WGI Regulatory Quality predicts higher average FDI net inflows as a share of GDP over the next three years after fixed effects and macro controls.

Zimbabwe's Fast Track Land Reform Programme (FTLRP, 2000-2002) combined with Reserve Bank of Zimbabwe deficit monetisation produced a canonical institutional and economic collapse 2000-2009 that manifests as >=7 of 10 pre-registered extreme-outcome metrics, each drawn from an independent data source and measuring a different causal layer (agricultural-capacity destruction, monetary collapse, output contraction, human-capital flight, humanitarian stress).

Upzoning and deregulation of single-family-only zoning predict faster permit growth and lower real rent growth than restrictive zoning.