// findings.yaml
33 empirical claims
Each finding cites a source and reports effect size, standard error, p-value, and sample size where available.
A US visa expansion for Filipino nurses (2000-2006) caused 9 new nurses to be licensed in the Philippines for every 1 nurse who emigrated, increasing both the tertiary-educated nursing workforce and overall tertiary-educated labor stock. Net brain gain over 2000-2006: ~86,940 nurses (113,775 newly licensed minus 26,835 emigrants).
effect
9
unit
site
// method: Difference-in-differences exploiting exogenous US visa-cap expansion (Abarcar & Theoharides 2024 / cited as ref 20)
// model: Difference-in-differences (province × year × program-type) using pre/post US nurse-visa expansion and cross-province exposure to nursing-program supply. Effect-size is a ratio (newly licensed / emigrants), not a regression coefficient — effect_size_type left null.
When the US H-1B visa cap was relaxed (raising US wages of Indian IT workers by ~10%), IT employment in India rose by 5.8%, indicating induced computer-science skill acquisition exceeded the outflow.
effect
0.58
unit
country-year
// method: Quasi-experimental general-equilibrium analysis exploiting H-1B cap variation (Khanna & Morales 2021 / ref 21)
// model: Structural / quasi-experimental general-equilibrium model linking US H-1B caps to US Indian wages and Indian IT employment. Reported magnitude is an elasticity (Δemployment%/Δwage%); no PAX enum slot for elasticity, so effect_size_type left null.
Top academic achievers from five small/middle-income countries (Ghana, New Zealand, Tonga, Micronesia, Papua New Guinea) earn $35,000-$79,000 USD per year more after migrating, equivalent to a 53-600% income increase. The review reports a range across countries, not a point estimate.
unit
individual
// effect: range +$35,000 to +$79,000/year; +53% to +600% income gain (across 5 countries)
// method: Survey-based comparison of academic high achievers who migrated vs nonmigrants (Gibson & McKenzie 2012, ref 8)
// model: Cross-sectional comparison with selection adjustments using counterfactual home wages. Range is across 5 countries; no point estimate reported in review — effect_size_value left null to avoid hallucinated precision.
A one-standard-deviation increase in the post-2008-recession emigration rate of young, skilled Italians reduced new firm creation by 4.8%.
beta
-0.048
unit
site
// method: Shift-share IV exploiting post-2008 recession emigration shocks (Anelli et al. 2023 / ref 18)
// model: Shift-share IV with historical emigration shares × post-2008 emigration shocks; controls for local economic conditions
Following EU enlargement (2004/2007), tertiary-educated emigration from Eastern European new-EU countries raised home-market labor costs by 7%. (From the origin-welfare perspective this is a cost-side adjustment, not a welfare gain.)
beta
0.07
unit
country-year
// method: Staggered DID across origin-country × industry timing of EU labor-market access (Elsner et al. / ref 41)
// model: Staggered DID across countries-of-origin × industries × time of EU labor-market access
Following EU enlargement, productivity in the home markets of Eastern European new-EU countries fell by 6% as tertiary-educated workers emigrated.
beta
-0.06
unit
country-year
// method: Staggered DID across origin-country × industry timing of EU labor-market access (Elsner et al. / ref 41)
// model: Staggered DID across countries-of-origin × industries × time of EU labor-market access
A 10% increase in a country's high-skilled migrant ethnic network in the US (driven by 1990 US Immigration Act variation) raised manufacturing output in the sending country by 3% (elasticity ~0.30).
effect
0.3
unit
country-year
// method: DID exploiting 1990 US immigration reform variation across origin countries (Hovhannisyan & Keller / ref 37)
// model: DID with country-level treatment from 1990 US Immigration Act changes for scientists/engineers; reported as elasticity, not standardized beta — effect_size_type left null.
A 1% increase in emigration from European countries (driven by EU mobility-law changes) increased patent applications in those origin countries by 0.64% over the subsequent two years (elasticity 0.64).
effect
0.64
unit
country-year
// method: Quasi-experimental analysis exploiting European mobility-law changes (Prato 2024 / ref 46)
// model: Distributed-lag panel regression with policy-change instrument; reported as elasticity.
Returning Fulbright Fellows are cited 90% more in their home countries than a matched control group of nonmigrant scholars.
effect
0.9
unit
individual
// method: Matched comparison of Fulbright recipients vs comparable nonrecipients (Kahn & MacGarvie 2016 / ref 33)
// model: Matched-comparison citation regression; effect is a percent difference vs control.
Return migration of a US-trained African scientist increases the publication output of their nonmigrant scientist colleagues at home by 12% through improved knowledge access and networks.
effect
0.12
unit
individual
// method: Quasi-experimental scholar-level analysis (Mohnen / ref 48)
// model: Scholar fixed-effects panel with returnee-arrival treatment; reported as percent change.
Internationally mobile Chinese scholars had 7.3% more international collaborators than their nonmobile counterparts.
effect
0.073
unit
individual
// method: DID comparing mobile vs nonmobile Chinese scholars (ref 54)
// model: DID with scholar fixed effects and mobility treatment; effect is a percent difference.
Cross-border collaborations among researchers in new-EU countries fell after EU enlargement, as researchers with international linkages departed for other EU countries (qualitative DID, magnitude not numerically reported in review).
unit
individual
// effect: qualitative decline (negative DID estimate)
// method: DID across new-EU vs comparison researchers (ref 55)
// model: Researcher panel DID around EU enlargement
Chinese provincial talent-return programs increased the valuation and productivity of resident firms whose corporate boards added returnee directors (staggered rollout DID; qualitative magnitudes in review).
unit
firm-quarter
// effect: qualitative increase in firm valuation and productivity
// method: Staggered DID exploiting timing of provincial return-migration incentive programs (ref 43)
// model: Staggered DID at firm level with provincial return-program treatment
Indian Fortune 500 employees randomly assigned (by HR rotation uncorrelated with their characteristics) to managers with US return-migrant experience filed more US patents than peers under non-returnee managers.
unit
individual
// effect: qualitative positive effect on patent filings
// method: Quasi-random HR assignment of employees to returnee vs non-returnee managers (Choudhury 2016 / ref 45)
// model: OLS with HR-rotation as as-if-random assignment
A randomized intervention to integrate Cape Verdean immigrants in Portugal had spillover effects on their closest contacts in Cape Verde, increasing support for gender equity in household decision-making by 4-6 percentage points.
unit
individual
// effect: +4 to +6 pp support for gender equity
// method: Randomized integration-intervention RCT with measured spillovers to nonmigrant contacts (ref 64)
// model: Randomized RCT with intent-to-treat estimates on nonmigrant contacts; reported as a 4-6 pp range across outcome variants — value left null to avoid hallucinated precision.
The same Cape Verde RCT increased electoral participation among migrants' closest home-country contacts by 12 percentage points relative to contacts of untreated migrants.
effect
0.12
unit
individual
// method: Randomized integration-intervention RCT with measured spillovers (ref 64)
// model: Randomized RCT with ITT estimates on nonmigrant contacts; effect is a percentage-point change.
Bangladeshi visa-lottery winners (won the right to work in Malaysia) had spouses 148% more likely to be identified as the household head than spouses of unsuccessful entrants.
effect
1.48
unit
household
// method: Random-assignment visa lottery (Mobarak et al. / ref 65)
// model: ITT regression on lottery indicator with no controls (random assignment); effect is a relative-risk-style percent change.
Bangladeshi visa-lottery winners' households showed a 75% increase in females holding exclusive household decision-making authority, vs unsuccessful-entrant households.
effect
0.75
unit
household
// method: Random-assignment visa lottery (Mobarak et al. / ref 65)
// model: ITT regression on lottery indicator (random assignment); effect is a relative-risk-style percent change.
Eliminating Filipina women's ability to work as entertainers in Japan reduced mean household income by 0.5% in Filipino provinces (moving from 25th to 75th percentile in pre-policy province dependence).
beta
-0.005
unit
site
// method: DID across Filipino provinces with differential pre-policy entertainer-employment dependence (ref 83)
// model: DID with province × year fixed effects, treatment intensity = pre-policy entertainer-employment dependence
Eliminating Filipina entertainer migration to Japan raised the rate of child labor by 2.8 percentage points (25th→75th percentile dependence).
beta
0.028
unit
site
// method: DID across Filipino provinces with differential pre-policy entertainer-employment dependence (ref 83)
// model: DID with province × year fixed effects
A one-standard-deviation positive remittance shock (driven by exchange-rate movements in migrant destinations) increased Philippine origin-province income per capita by 1,349 PHP (real 2010 pesos) and expenditure per capita by 1,224 PHP — each 0.12 SD increases.
beta
1349
unit
site
// method: Shift-share IV using exchange-rate shocks at migrant destinations (Yang 2008 / ref 30)
// model: Shift-share IV with province-share × destination-exchange-rate shock
Across 53 African countries, IV-identified physician and nurse emigration rates do NOT lead to substantial reductions in domestic physician and nurse stocks (null finding).
N
53
unit
country-year
// effect: no significant effect on home physician/nurse stocks
// method: Instrumental variables panel regression across 53 African countries (Bhargava et al. / ref 86)
// model: IV panel regression with destination-policy instruments for physician/nurse emigration
The same 53-African-country IV study cannot detect any worsening of population health (infant mortality or disease prevalence) attributable to physician and nurse emigration (null finding).
N
53
unit
country-year
// effect: no significant effect on infant mortality or disease prevalence
// method: IV panel regression across 53 African countries (Bhargava et al. / ref 86)
// model: IV panel regression with country and year fixed effects
Mexican households' marginal propensity to spend remittance income on health care is approximately 6%.
effect
0.06
unit
household
// method: Mexican household-level analysis (Ambler et al. / ref 88)
// model: Household expenditure regression with instrumented remittance income; reported as marginal propensity to consume.
A 1-percentage-point increase in the share of Mexican households containing a return migrant from the US led to a 13% decrease in the share of households without health-care access (SSIV using interior US enforcement variation as the instrument).
beta
-0.13
unit
site
// method: Shift-share IV using cross-state variation in US interior immigration enforcement (ref 89)
// model: Shift-share IV with state interior-enforcement shocks × historical migration shares
The Nigerian government's random assignment of new doctors to rural communities (NYSC program) substantially reduced infant mortality and eliminated the rural-urban gap, indicating that within-country distribution of medical workers — not international emigration — is the binding constraint on rural population health.
unit
site
// effect: rural-urban infant mortality gap eliminated
// method: Random assignment of doctors via NYSC program (Okeke / ref 87)
// model: ITT regression on random NYSC rural assignment
Migration-induced changes in social norms around reproductive health in the Philippines led to reduced origin-community fertility and lower infant mortality in shift-share IV analysis using destination reproductive-health policy variation.
unit
site
// effect: qualitative reduction in fertility and infant mortality
// method: Shift-share IV using destination-country reproductive-health policy liberalization (ref 67)
// model: SSIV with province-share × destination-policy-shock
Sending international college students to study in high-quality democracies is associated with subsequent improvements in democratic quality in origin countries (cross-country panel association; suggestive but not causally identified).
unit
country-year
// effect: qualitative positive association
// method: Cross-country panel analysis (Spilimbergo 2009 / ref 57)
// model: Cross-country panel regression with destination-democracy weights; suggestive non-experimental evidence.
Low-skilled migration of Malawians to South Africa benefited origin-area education and structural development in the long run, with returnee capital financing nonfarm investments and shifting rural workers from farming to nonfarm work.
unit
site
// effect: qualitative long-run positive education and structural-change effect
// method: Causal panel evidence on Malawi-South Africa migration (Dinkelman & Mariotti / refs 29, 53)
// model: Panel regressions with cohort and area fixed effects; long-run outcomes 30+ years post-mine-employment-shock
Migration from Mexico to the US increased birth weights and reduced infant mortality in origin households, partly due to improved medical knowledge transmitted from migrants.
unit
household
// effect: qualitative increase in birth weights; qualitative reduction in infant mortality
// method: Causal analysis of Mexico-US migration and health knowledge spillovers (ref 90)
// model: IV / panel design exploiting migration-network variation
Vietnamese refugee resettlement in the US created exogenous diaspora variation that increased bilateral US-Vietnam trade flows decades later — natural-experiment evidence that ethnic networks lower trade frictions.
unit
dyad-year
// effect: qualitative positive elasticity of bilateral trade w.r.t. refugee-driven diaspora
// method: Natural experiment using Vietnamese refugee resettlement in US counties (Parsons & Vezina / ref 38)
// model: OLS with county-level refugee allocation as exogenous variation in diaspora stocks
Japanese ethnic networks formed during WWII internment causally increased post-war trade between US counties and Japan, providing further natural-experimental evidence on the migrant-network → trade channel.
unit
dyad-year
// effect: qualitative positive trade impact of historical network size
// method: Natural experiment using WWII Japanese internment locations (ref 39)
// model: DID/IV with internment-camp locations as historical-network instrument
US counties with larger ancestry-based migrant networks send more foreign direct investment to migrants' origin countries (shift-share IV evidence on the diaspora→FDI channel).
unit
dyad-year
// effect: qualitative positive elasticity of FDI w.r.t. ancestry-network size
// method: Shift-share IV on US-county ancestry data (Burchardi, Chaney, Hassan / ref 35)
// model: Shift-share IV using ancestry shares × push-factor shocks