Pre-registration
Bolivia's 2006-2019 Morales-MAS era (May 2006 hydrocarbons nationalisation, renegotiated gas-export contracts with Brazil and Argentina, expansion of cash-transfer programmes Bono Juancito Pinto and Renta Dignidad, fixed-currency-peg-style stabilisation, large social investment) produced a measurable poverty-reduction and growth record relative to a Latin American resource-dependent peer pool. The pre-registered claim is (a) cumulative log real-GDP per capita 2006-2019 is at or above the LATAM median, AND (b) extreme- poverty headcount falls by at least 15 percentage points 2005-2019, AND (c) public-investment share of GDP rises at least 4 percentage points relative to peer median. The mechanism is that resource-rent capture combined with currency stability and fiscal-discipline features produced a rare macroeconomically stable redistribution.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Not supported if (a) cumulative log_gdp_pc 2006-2019 (BOL minus synth) is < 0, OR (b) extreme_poverty_headcount fall is less than 15 percentage points, OR (c) the non-hydrocarbon real-GDP component does not grow faster than the LATAM median (so the apparent gains are entirely terms-of-trade-driven).
formal test & threshold
test: synth_did_plus_poverty_plus_non_hydrocarbon_decomposition threshold: cumulative_log_gdp_pc(BOL, 2006-2019) - cumulative_log_gdp_pc(synth, 2006-2019) >= 0 AND extreme_poverty_headcount(BOL, 2005) - extreme_poverty_headcount(BOL, 2019) >= 15 AND non_hydrocarbon_log_gdp_growth(BOL, 2006-2019) - non_hydrocarbon_log_gdp_growth(LATAM_median) >= 0
Method
- Template
synth_did- Clustering
country- Sample
- 8 countries · 1995 – 2024
- Evidence type
- causal
Primary: synth_did with BOL treated from 2006, peer pool of resource-dependent LATAM economies. Secondary: pre-post on poverty-headcount with terms-of-trade decomposition. Tertiary: decomposition of GDP gain into hydrocarbon-rent share vs non-hydrocarbon GDP.
Data
| Variable | Source | Transform |
|---|---|---|
log_gdp_pc_constant outcome | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
extreme_poverty_headcount outcome | world_bank_wdi:SI.POV.DDAYtier 2 | level |
gini_index outcome | world_bank_wdi:SI.POV.GINItier 2 | level |
gross_capital_formation_share_gdp outcome | world_bank_wdi:NE.GDI.TOTL.ZStier 2 | level |
morales_era_indicator treatment | constructed:binary = 1 for BOL from 2006 onwardtier 5 | binary |
hydrocarbon_rents_share_gdp treatment | world_bank_wdi:NY.GDP.PETR.RT.ZStier 2 | level |
oil_price control | fred:DCOILBRENTEUtier 1 | log_level |
natural_gas_price control | fred:PNGASEUUSDMtier 1 | log_level |
us_policy_rate control | fred:FEDFUNDStier 1 | level |
terms_of_trade control | world_bank_wdi:TT.PRI.MRCH.XD.WDtier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — bolivia_morales_resource_nationalism_2006_2019
Verdict: PARTIAL — mean_gap=-1.048, |gap|/pre_sd=25, p_perm=0.25 (gap below 0.5×pre_sd or placebo p≥0.10)
Pre-registration
- Claim: Bolivia's 2006-2019 Morales-MAS era (May 2006 hydrocarbons nationalisation, renegotiated gas-export contracts with Brazil and Argentina, expansion of cash-transfer programmes Bono Juancito Pinto and Renta Dignidad, fixed-currency-peg-style stabilisation, large social investment) produced a measurable poverty-reduction and growth record relative to a Latin American resource-dependent peer pool. The pre-registered claim is (a) cumulative log real-GDP per capita 2006-2019 is at or above the LATAM median, AND (b) extreme- poverty headcount falls by at least 15 percentage points 2005-2019, AND (c) public-investment share of GDP rises at least 4 percentage points relative to peer median. The mechanism is that resource-rent capture combined with currency stability and fiscal-discipline features produced a rare macroeconomically stable redistribution.
- Falsification rule: Not supported if (a) cumulative log_gdp_pc 2006-2019 (BOL minus synth) is < 0, OR (b) extreme_poverty_headcount fall is less than 15 percentage points, OR (c) the non-hydrocarbon real-GDP component does not grow faster than the LATAM median (so the apparent gains are entirely terms-of-trade-driven).
Synthetic-control estimate
- shape: synth_did
- treated_country: BOL
- event_year: 2006
- n_donors: 7
- donor_weights (top): {'BRA': 0.6086, 'PER': 0.3092, 'ARG': 0.0822, 'ECU': 0.0, 'COL': 0.0}
- pre_rmse: 1.0420676880306166
- pre_period_sd: 0.04126126218276877
- mean_post_gap: -1.0484689631383453
- end_period_gap: -1.0587307327619495
- post_period_years: [2006, 2024]
- placebo_p_value: 0.25
- n_placebos: 7
- method: synthetic-control via NNLS, permutation inference
Variables resolved
world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_pc_constant (outcome, n=14131)world_bank_wdi:SI.POV.GINI→ gini_index (outcome, n=2430)
Generated by scripts/run_synth_did.py at 2026-04-30T10:15:29+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
WDI poverty data for Bolivia is intermittent; spec uses available poverty-survey years and accepts gaps in the level series.