Pre-registration
Privatisation of natural monopolies (electricity transmission, water distribution, rail infrastructure, fixed-line telecommunications) without strong independent regulation fails to improve long-run consumer welfare compared to well-governed public ownership or regulated private provision. Consumer welfare is measured by real prices, service quality indices, access expansion, and consumer surplus estimates, over 1985-2020 in middle- and high-income countries.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if privatisation without strong regulation shows positive and significant (p < 0.10) consumer-welfare improvements (lower real prices, higher quality, expanded access) comparable to or better than regulated privatisation or public ownership.
formal test & threshold
test: event_study_natural_monopoly_privatisation_1985_2020 threshold: [object Object]
Method
- Template
event_study- Fixed effects
country, year- Clustering
country- Sample
- 32 countries · 1985 – 2020
- Evidence type
- associational
Data
| Variable | Source | Transform |
|---|---|---|
real_consumer_price_index outcome | constructed:sectoral_price_deflators; oecd:energy_pricestier 5 | log |
service_quality_index outcome | constructed:outage_minutes_leakage_rate_rail_punctualitytier 5 | level |
access_coverage_rate outcome | world_bank_wdi:EG.ELC.ACCS.ZStier 2 | level |
privatisation_indicator treatment | constructed:indicator = 1 for GBR from 1986 onward; CHL from 1988 onward; ARG from 1992 onward; MEX from 1992 onward; PER from 1994 tier 5 | indicator |
regulatory_independence_index treatment | wgi:GOV_WGI_RQ.ESTtier 4 | level |
log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
fuel_price_index control | world_bank_wdi:commodity_pricestier 2 | log |
population_density control | world_bank_wdi:EN.POP.DNSTtier 2 | log |
public_ownership_baseline_quality control | constructed:pre_privatisation_performancetier 5 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — natural_monopoly_private_failure
Verdict: PARTIAL — shape=TWFE, coef=-3.258, p=0.00619; claim direction ambiguous
Pre-registration
- Claim: Privatisation of natural monopolies (electricity transmission, water distribution, rail infrastructure, fixed-line telecommunications) without strong independent regulation fails to improve long-run consumer welfare compared to well-governed public ownership or regulated private provision. Consumer welfare is measured by real prices, service quality indices, access expansion, and consumer surplus estimates, over 1985-2020 in middle- and high-income countries.
- Falsification rule: The hypothesis is falsified if privatisation without strong regulation shows positive and significant (p < 0.10) consumer-welfare improvements (lower real prices, higher quality, expanded access) comparable to or better than regulated privatisation or public ownership.
- Falsification test: event_study_natural_monopoly_privatisation_1985_2020
- Event year: (not extracted)
Estimate
- shape: multi_country_twfe
- coefficient: -3.2583133686575567
- std_error: 1.1873709180741057
- p_value: 0.0061871349596887
- n_obs: 969
- n_countries: 32
- r_squared_within: 0.03389333187560595
- method: linearmodels.PanelOLS (TWFE, country-clustered)
- dropped_controls_due_to_overlap: []
Variables resolved
world_bank_wdi:EG.ELC.ACCS.ZS→ access_coverage_rate (outcome, publisher=world_bank_wdi, n=7746)constructed: indicator = 1 for GBR from 1986 onward; CHL from 1988 onward; ARG from 1992 onward; MEX from 1992 onward; PER from 1994 onward; BRA from 1998 onward; ZAF from 1997 onward; POL from 1990 onward; HUN from 1990 onward; CZE from 1993 onward; ROU from 1998 onward; BGR from 2000 onward→ privatisation_indicator (treatment, publisher=constructed, n=1152)wgi:GOV_WGI_RQ.EST→ regulatory_independence_index (treatment, publisher=wgi, n=5169)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_per_capita (controls, publisher=world_bank_wdi, n=14066)world_bank_wdi:EN.POP.DNST→ population_density (controls, publisher=world_bank_wdi, n=15048)
Variables missing data
constructed:sectoral_price_deflators; oecd:energy_prices(outcome, name=real_consumer_price_index)constructed: outage_minutes_leakage_rate_rail_punctuality(outcome, name=service_quality_index)world_bank_wdi:commodity_prices(controls, name=fuel_price_index)constructed:pre_privatisation_performance(controls, name=public_ownership_baseline_quality)
Generated by scripts/run_event_study.py at 2026-05-04T11:58:24+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.