Pre-registration
Countries with higher sustained market-institution scores from 1970 to 2024 experienced stronger convergence in real household consumption per capita toward the US frontier than countries with weaker market scores.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if sustained_market_score positively predicts consumption convergence with p<=0.05 and at least a 2 percentage point ten-year convergence effect per standard deviation. REFUTED if the effect is negative with p<=0.05 and comparable magnitude. Otherwise PARTIAL.
formal test & threshold
test: consumption_frontier_market_score_panel threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 35 countries · 1970 – 2024
- Evidence type
- associational
Consumption frontier convergence test using ten-year windows to reduce business-cycle noise.
Data
| Variable | Source | Transform |
|---|---|---|
real_consumption_pc_convergence outcome | pwt:ccontier 3 world_bank_wdi:NE.CON.PRVT.PC.KDtier 2 | ratio to US real consumption per capita and ten-year growth |
sustained_market_score treatment | fraser_efw:summary_indextier 4 | rolling ten-year average |
initial_consumption_pc control | pwt:ccon_poptier 3 | log baseline level |
terms_of_trade control | world_bank_wdi:TT.PRI.MRCH.XD.WDtier 2 | annual change |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — long_run_consumption_frontier_market_score_1970_2024
Verdict: PARTIAL — coef=-1611, p=0.0784 (above α=0.05); direction inconclusive
Pre-registration
- Claim: Countries with higher sustained market-institution scores from 1970 to 2024 experienced stronger convergence in real household consumption per capita toward the US frontier than countries with weaker market scores.
- Falsification rule: SUPPORTED if sustained_market_score positively predicts consumption convergence with p<=0.05 and at least a 2 percentage point ten-year convergence effect per standard deviation. REFUTED if the effect is negative with p<=0.05 and comparable magnitude. Otherwise PARTIAL.
- Falsification test: consumption_frontier_market_score_panel
Estimate
- Method: linearmodels.PanelOLS
- Coefficient (treatment): -1611
- Std error: 914.2
- p-value: 0.0784
- Observations: 744, countries: 35
- Within R²: 0.572
- Fixed effects: entity=True, time=True
- Clustering: country
Variables resolved
pwt:ccon; world_bank_wdi:NE.CON.PRVT.PC.KD→ real_consumption_pc_convergence (outcome, publisher=pwt, n=10399)fraser_efw:summary_index→ sustained_market_score (treatment, publisher=fraser_efw, n=4557)pwt:ccon_pop→ initial_consumption_pc (controls, publisher=pwt, n=10399)world_bank_wdi:TT.PRI.MRCH.XD.WD→ terms_of_trade (controls, publisher=world_bank_wdi, n=6478)
Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:54+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.