Pre-registration
Malaysia's post-1990 growth plateau is associated with protected national-champion industrial policy (Proton, GLC preference, sectoral reservation) and ethnic-allocation constraints (Bumiputera equity requirements, preferential procurement) that reduced product-market competition and resource allocation efficiency after successful early catch-up (1970-1990). Total factor productivity growth and GDP per capita convergence slowed relative to comparator economies that liberalised more aggressively after reaching middle-income status, after controlling for commodity price cycles, human capital, and trade openness.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if Malaysia's post-1990 TFP growth is statistically indistinguishable from or higher than South Korea's or Taiwan's post-1990 performance after controlling for initial income and commodity dependence, or if the national-champion protection index does not carry a negative and significant (p < 0.10) coefficient on TFP growth in the panel.
formal test & threshold
test: panel_fe_malaysia_plateau_1970_2024 threshold: [object Object]
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 8 countries · 1970 – 2024
- Evidence type
- associational
Panel fixed-effects with structural break for Malaysia post-1990.
Data
| Variable | Source | Transform |
|---|---|---|
tfp_growth outcome | pwt:rtfpnatier 3 | log_diff_5y |
gdp_per_capita_growth outcome | world_bank_wdi:NY.GDP.PCAP.KD.ZGtier 2 | level |
national_champion_protection_index treatment | constructed:glc_share_plus_sectoral_reservation_indextier 5 | level |
ethnic_allocation_constraint_index treatment | constructed:bumiputera_equity_procurement_proxytier 5 | level |
product_market_competition treatment | oecd_pmr:pmrtier 4 | level |
log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
human_capital_index control | pwt:hctier 3 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
commodity_export_share control | world_bank_wdi:TX.VAL.MMTL.ZS.WTtier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — malaysia_developmentalist_plateau_1990_2024
Verdict: INCONCLUSIVE_DATA_PENDING — no treatment variable loaded; missing: ['constructed:glc_share_plus_sectoral_reservation_index', 'constructed:bumiputera_equity_procurement_proxy']
Pre-registration
- Claim: Malaysia's post-1990 growth plateau is associated with protected national-champion industrial policy (Proton, GLC preference, sectoral reservation) and ethnic-allocation constraints (Bumiputera equity requirements, preferential procurement) that reduced product-market competition and resource allocation efficiency after successful early catch-up (1970-1990). Total factor productivity growth and GDP per capita convergence slowed relative to comparator economies that liberalised more aggressively after reaching middle-income status, after controlling for commodity price cycles, human capital, and trade openness.
- Falsification rule: The hypothesis is falsified if Malaysia's post-1990 TFP growth is statistically indistinguishable from or higher than South Korea's or Taiwan's post-1990 performance after controlling for initial income and commodity dependence, or if the national-champion protection index does not carry a negative and significant (p < 0.10) coefficient on TFP growth in the panel.
- Falsification test: panel_fe_malaysia_plateau_1970_2024
Estimate
- Error: no treatment variable loaded; missing: ['constructed:glc_share_plus_sectoral_reservation_index', 'constructed:bumiputera_equity_procurement_proxy']
Variables resolved
pwt:rtfpna→ tfp_growth (outcome, publisher=pwt, n=6407)world_bank_wdi:NY.GDP.PCAP.KD.ZG→ gdp_per_capita_growth (outcome, publisher=world_bank_wdi, n=13897)oecd_pmr:pmr→ product_market_competition (treatment, publisher=oecd_pmr, n=14)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_per_capita (controls, publisher=world_bank_wdi, n=12104)pwt:hc→ human_capital_index (controls, publisher=pwt, n=8637)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, publisher=world_bank_wdi, n=10714)
Variables missing data
constructed:glc_share_plus_sectoral_reservation_index(treatment, name=national_champion_protection_index) — vintage not on diskconstructed:bumiputera_equity_procurement_proxy(treatment, name=ethnic_allocation_constraint_index) — vintage not on diskworld_bank_wdi:TX.VAL.MMTL.ZS.WT(controls, name=commodity_export_share) — vintage not on disk
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.
Notes
Malaysia's plateau is partly attributable to the middle-income trap common to resource-rich economies. The inclusion of Chile and Turkey helps separate resource-dependence from policy-specific effects.