Pre-registration
Colombia's policy package under Petro (2022-2026) — tax reform raising marginal rates on high incomes and dividends, energy-transition policies signalling oil/coal sector contraction, pension reform proposal, and labour reform — produces measurable capital-flight indicators beyond the synthetic counterfactual: peso real depreciation, sovereign credit-spread widening, resident-deposit dollarisation, and net portfolio outflows. The pre-registered claim is that across at least 3 of 4 capital-flight indicators, Colombia diverges negatively from a Latin American institutional-quality-matched donor pool (Peru, Chile, Mexico) by 2026Q4.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Refuted if fewer than 3 of 4 capital-flight indicators (REER, EMBI spread, portfolio flows, deposit dollarisation) show negative CATT at p_perm < 0.10 over 2022Q3-2026Q4 versus the synthetic counterfactual. Strongly supported if all 4 do. The single-channel-supported case is mixed; channels noted in the result card.
formal test & threshold
test: synth_did_multi_channel_capital_flight_count threshold: channels_with_negative_CATT_at_p10 >= 3 of 4
Method
- Template
synth_did- Clustering
country- Sample
- 5 countries · 2014 – 2026
- Evidence type
- causal
Primary: synth_did per outcome variable with COL treated from 2022Q3, PER+CHL+MEX donor pool. Secondary: event-study around tax-reform announcement (2022-09), energy-transition speech (2022-11), pension-reform proposal (2024-Q1) for short-window capital-flight signals. Tertiary: count of how many of 4 outcomes show negative CATT at p_perm < 0.10.
Data
| Variable | Source | Transform |
|---|---|---|
real_effective_exchange_rate outcome | bis:WS_EERtier 2 | index_level_monthly |
sovereign_credit_spread outcome | jp_morgan_embi:COLtier 2 | basis_points |
net_portfolio_flows_pct_gdp outcome | imf:BFPA_BP6_USDtier 2 world_bank_wdi:BX.PEF.TOTL.CD.WDtier 2 | pct_gdp_quarterly |
resident_deposit_dollarisation outcome | banrep:deposits_fx_sharetier 1 | pct_total_deposits |
petro_era_indicator treatment | constructed:binary = 1 for COL from 2022Q3 onwardtier 5 | binary |
oil_price control | fred:DCOILBRENTEUtier 1 imf_pcps:POILBREtier 1 | log_level |
us_policy_rate control | fred:FEDFUNDStier 1 | level |
emerging_market_risk_index control | fred:STLFSI4tier 1 | level |
latam_peer_average_inflation control | imf:PCPIPCHtier 2 | quarterly_annualised |
wgi_rule_of_law control | wgi:GOV_WGI_RL.ESTtier 4 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — petro_reform_package_capital_flight_response_2022_2026
Verdict: PARTIAL — mean_gap=-18.93, |gap|/pre_sd=1.2, p_perm=0.2; claim direction ambiguous
Pre-registration
- Claim: Colombia's policy package under Petro (2022-2026) — tax reform raising marginal rates on high incomes and dividends, energy-transition policies signalling oil/coal sector contraction, pension reform proposal, and labour reform — produces measurable capital-flight indicators beyond the synthetic counterfactual: peso real depreciation, sovereign credit-spread widening, resident-deposit dollarisation, and net portfolio outflows. The pre-registered claim is that across at least 3 of 4 capital-flight indicators, Colombia diverges negatively from a Latin American institutional-quality-matched donor pool (Peru, Chile, Mexico) by 2026Q4.
- Falsification rule: Refuted if fewer than 3 of 4 capital-flight indicators (REER, EMBI spread, portfolio flows, deposit dollarisation) show negative CATT at p_perm < 0.10 over 2022Q3-2026Q4 versus the synthetic counterfactual. Strongly supported if all 4 do. The single-channel-supported case is mixed; channels noted in the result card.
Synthetic-control estimate
- shape: synth_did
- treated_country: COL
- event_year: 2022
- n_donors: 4
- donor_weights (top): {'MEX': 0.6015, 'BRA': 0.3505, 'CHL': 0.0466, 'PER': 0.0014}
- pre_rmse: 4.795875715735178
- pre_period_sd: 16.0893506339162
- mean_post_gap: -18.92552273077675
- end_period_gap: -14.120389506806134
- post_period_years: [2022, 2026]
- placebo_p_value: 0.2
- n_placebos: 4
- method: synthetic-control via NNLS, permutation inference
Variables resolved
bis:WS_EER→ real_effective_exchange_rate (outcome, n=2922)imf:PCPIPCH→ latam_peer_average_inflation (controls, n=10789)wgi:GOV_WGI_RL.EST→ wgi_rule_of_law (controls, n=5296)
Generated by scripts/run_synth_did.py at 2026-04-30T10:27:58+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
Companion to petro_reform_package_economic_trajectory_2022_present which tests the GDP/FDI channel. This hypothesis isolates the capital-account-and-FX channel specifically because capital-flight responses to redistributive-reform announcements are theoretically expected to lead real-economy effects by 6-18 months. Multi-metric design: any single capital-flight indicator can be noisy (e.g., spreads driven by US Fed cycle, peso driven by oil price), so the test requires divergence in at least 3 of 4 channels to support the capital-flight claim.