Pre-registration
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.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Falsified if industrial-policy episodes without exit discipline do not show statistically weaker long-run GDP per capita growth and productivity growth than episodes with exit discipline after controlling for initial income, governance, and human capital.
formal test & threshold
test: panel_fe_exit_discipline_comparison threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 74 countries · 1970 – 2020
- Evidence type
- causal
Panel FE comparing industrial-policy episodes with and without exit discipline. Robustness via matching on initial income, governance, and sector.
Data
| Variable | Source | Transform |
|---|---|---|
real_gdp_per_capita_growth outcome | world_bank_wdi:NY.GDP.PCAP.KD.ZGtier 2 | annual_pct |
labour_productivity_growth outcome | pwt:rgdpo_emptier 3 | annual_pct |
export_competitiveness_index outcome | owid:economic-complexity-indextier 2 | level |
industrial_policy_without_exit_discipline treatment | constructed:binary_coded_from_historical_programme_descriptionstier 5 | binary |
industrial_policy_with_exit_discipline treatment | constructed:binarytier 5 | binary |
initial_gdp_per_capita control | maddison:mpd2020tier 3 | log_level |
governance_quality control | wgi:RL.ESTtier 4 | level |
human_capital control | owid:mean-years-of-schooling-long-run-1870tier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — industrial_policy_without_exit_discipline_failure
Verdict: INCONCLUSIVE_DATA_PENDING — no treatment variable loaded; missing: ['constructed:binary_coded_from_historical_programme_descriptions', 'constructed:binary']
Pre-registration
- Claim: 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.
- Falsification rule: Falsified if industrial-policy episodes without exit discipline do not show statistically weaker long-run GDP per capita growth and productivity growth than episodes with exit discipline after controlling for initial income, governance, and human capital.
- Falsification test: panel_fe_exit_discipline_comparison
Estimate
- Error: no treatment variable loaded; missing: ['constructed:binary_coded_from_historical_programme_descriptions', 'constructed:binary']
Variables resolved
world_bank_wdi:NY.GDP.PCAP.KD.ZG→ real_gdp_per_capita_growth (outcome, publisher=world_bank_wdi, n=13897)pwt:rgdpo_emp→ labour_productivity_growth (outcome, publisher=pwt, n=9529)owid:economic-complexity-index→ export_competitiveness_index (outcome, publisher=owid, n=5653)maddison:mpd2020→ initial_gdp_per_capita (controls, publisher=maddison, n=19706)wgi:RL.EST→ governance_quality (controls, publisher=wgi, n=5296)
Variables missing data
constructed:binary_coded_from_historical_programme_descriptions(treatment, name=industrial_policy_without_exit_discipline) — vintage not on diskconstructed:binary(treatment, name=industrial_policy_with_exit_discipline) — vintage not on diskowid:mean-years-of-schooling-long-run-1870(controls, name=human_capital) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:51+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.
Notes
Industrial-policy episode coding requires manual historical classification. Key sources: Amsden (1989), Wade (1990), Chang (2002), World Bank PPI database, OECD STI industrial policy database.