Pre-registration
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. The test is staggered DiD comparing 2007 and 2013 cohorts to a non-acceding Balkans donor pool.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if 2007/2013 cohort ATT on log GDP per capita over h=5y is positive but smaller than the 2004-cohort ATT (formal test: <0.7× the 2004-cohort ATT). PARTIAL if positive and similar magnitude. REFUTED if the ATT is negative.
formal test & threshold
test: cs_did_eu_2007_2013_growth_smaller_than_2004 threshold: PRIMARY: ATT(log_gdp_pc, h=5y) > 0 AND ATT(2007/2013) < 0.7 × ATT(2004). METHOD_VALID: WDI NY.GDP.PCAP.KD available for all units 1995-2019.
Method
- Template
did_callaway_santanna- Fixed effects
country, year- Clustering
country- Sample
- 9 countries · 1995 – 2019
- Evidence type
- causal
Callaway-Sant'Anna staggered DiD with 2007 and 2013 cohorts. Compare ATT magnitude against the 2004 cohort spec (trade_lib_eu_eastern_enlargement_2004_growth_convergence) in a follow-on cross-spec analysis.
Data
| Variable | Source | Transform |
|---|---|---|
log_gdp_pc_constant_usd outcome | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
trade_openness_pct_gdp outcome | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
fdi_inflows_pct_gdp outcome | world_bank_wdi:BX.KLT.DINV.WD.GD.ZStier 2 | level |
eu_2007_2013_indicator treatment | constructed:indicator = 1 for BGR, ROU from 2007-01-01; HRV from 2013-07-01tier 5 | indicator |
log_gdp_pc_pretreatment control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log_level_at_treatment_minus_1 |
investment_share control | world_bank_wdi:NE.GDI.TOTL.ZStier 2 | level |
wgi_control_of_corruption control | wgi:CC.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — trade_lib_eu_2007_2013_enlargement_balkans
Verdict: PARTIAL — ATT=+0.01288, p=0.819, N=187, treated_countries=1 (above α=0.10)
Pre-registration
- Claim: 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. The test is staggered DiD comparing 2007 and 2013 cohorts to a non-acceding Balkans donor pool.
- Falsification rule: SUPPORTED if 2007/2013 cohort ATT on log GDP per capita over h=5y is positive but smaller than the 2004-cohort ATT (formal test: <0.7× the 2004-cohort ATT). PARTIAL if positive and similar magnitude. REFUTED if the ATT is negative.
Estimate (Callaway-Sant'Anna staggered DiD, TWFE approximation)
- coefficient: 0.01288347922054034
- std_error: 0.056291366091379164
- p_value: 0.8189689328379024
- n_obs: 187
- n_countries: 9
- r_squared_within: 0.9791388576177953
- fe_entity: True
- fe_time: True
- cluster: country
- method: Callaway-Sant'Anna TWFE fallback (linearmodels failed: No module named 'linearmodels')
- n_treated_countries: 1
- cohort_years: [2007]
- dropped_controls_due_to_overlap: []
Variables resolved
world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_pc_constant_usd (outcome, n=14066)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness_pct_gdp (outcome, n=10714)world_bank_wdi:BX.KLT.DINV.WD.GD.ZS→ fdi_inflows_pct_gdp (outcome, n=11580)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_pc_pretreatment (controls, n=14066)world_bank_wdi:NE.GDI.TOTL.ZS→ investment_share (controls, n=10428)world_bank_wgi:CC.EST→ wgi_control_of_corruption (controls, n=5201)
Missing data
constructed: indicator = 1 for BGR, ROU from 2007-01-01; HRV from 2013-07-01(treatment)
Generated by scripts/run_did_callaway_santanna.py at 2026-04-30T13:28:10+00:00
Strongest opposing argument
Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.