Pre-registration
Across six Latin American economies with high US-source remittance dependency (MEX, GTM, HND, SLV, NIC, DOM), the post-COVID expansion of US-to-LatAm remittance flows (2020-2024) combined with the 2022-2023 Federal-Reserve hiking cycle produced measurable dollarisation pressure: rising USD share of resident deposits, rising USD-denominated household savings, and (where measurable) rising USD-denominated retail circulation. The pre-registered claim is that across these six countries, the growth in remittances-as-share-of-GDP between 2019 and 2024 is positively associated with the change in resident-deposit USD share over the same window (cross-country regression coefficient > 0.15 with p < 0.10), AND that the US-Fed-rate-hike pass-through to local deposit rates is incomplete in non-dollarised economies (real-rate gap widened > 100 bp at peak), creating an additional dollarisation incentive.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Refuted if panel-FE coefficient on remittance-share-change is less than 0.15 with p > 0.10 (i.e., dollarisation pressure does NOT track remittance dependency cross-sectionally), OR if the cross-section regression's coefficient is negative or insignificant. Mixed if panel coefficient is positive but small (0.05-0.15). Supported if panel coefficient > 0.15 at p < 0.10 AND cross-section regression points the same way.
formal test & threshold
test: panel_fe_remittance_dollarisation_pressure threshold: panel_FE_coefficient_remittance_share >= 0.15 at p < 0.10 AND cross_section_coefficient > 0
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 6 countries · 2017 – 2025
- Evidence type
- associational
Primary: country-year panel fixed-effects regression of change in resident-deposit USD share on change in remittance-share-of-GDP, with country and year fixed effects, clustered SE at country level. Secondary: cross-section regression of 2024-vs-2019 change in USD-deposit share on 2024-vs-2019 change in remittance share, single observation per country (5 non-dollarised countries). Tertiary: time-series correlation of monthly remittance-flow series with monthly USD-deposit-share for the country with cleanest data (DOM or HND).
Data
| Variable | Source | Transform |
|---|---|---|
resident_deposit_usd_share outcome | imf:DCFD_USD_DCtier 2 world_bank_wdi:FB.AST.NPER.ZStier 2 | pct_total_deposits |
real_local_currency_deposit_rate outcome | imf:FIDRtier 2 world_bank_wdi:FR.INR.DPSTtier 2 | real_rate_yoy |
real_effective_exchange_rate outcome | bis:WS_EERtier 2 | index_level_monthly |
remittance_share_of_gdp_change treatment | world_bank_wdi:BX.TRF.PWKR.DT.GD.ZStier 2 | change_2019_to_2024 |
us_fed_rate_pass_through_gap treatment | derived: (us_policy_rate - local_deposit_rate) - (us_2017_avg - local_2017_avg) | change_in_rate_gap |
cpi_inflation control | imf:PCPIPCHtier 2 | yoy_pct |
pre_treatment_dollarisation_level control | imf:DCFD_USD_DCtier 2 | pre_2020_avg |
oil_price control | fred:DCOILBRENTEUtier 1 imf_pcps:POILBREtier 1 | log_level |
us_recession_indicator control | fred:USRECtier 1 | binary |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — latam_remittance_dependency_2020_2025_dollarisation_pull
Verdict: PARTIAL — coef=-0.03184, p=0.561 (above α=0.1); direction inconclusive
Pre-registration
- Claim: Across six Latin American economies with high US-source remittance dependency (MEX, GTM, HND, SLV, NIC, DOM), the post-COVID expansion of US-to-LatAm remittance flows (2020-2024) combined with the 2022-2023 Federal-Reserve hiking cycle produced measurable dollarisation pressure: rising USD share of resident deposits, rising USD-denominated household savings, and (where measurable) rising USD-denominated retail circulation. The pre-registered claim is that across these six countries, the growth in remittances-as-share-of-GDP between 2019 and 2024 is positively associated with the change in resident-deposit USD share over the same window (cross-country regression coefficient > 0.15 with p < 0.10), AND that the US-Fed-rate-hike pass-through to local deposit rates is incomplete in non-dollarised economies (real-rate gap widened > 100 bp at peak), creating an additional dollarisation incentive.
- Falsification rule: Refuted if panel-FE coefficient on remittance-share-change is less than 0.15 with p > 0.10 (i.e., dollarisation pressure does NOT track remittance dependency cross-sectionally), OR if the cross-section regression's coefficient is negative or insignificant. Mixed if panel coefficient is positive but small (0.05-0.15). Supported if panel coefficient > 0.15 at p < 0.10 AND cross-section regression points the same way.
- Falsification test: panel_fe_remittance_dollarisation_pressure
Estimate
- Method: linearmodels.PanelOLS
- Coefficient (treatment): -0.03184
- Std error: 0.05406
- p-value: 0.561
- Observations: 41, countries: 6
- Within R²: -0.157
- Fixed effects: entity=True, time=True
- Clustering: country
Variables resolved
imf:DCFD_USD_DC; world_bank_wdi:FB.AST.NPER.ZS→ resident_deposit_usd_share (outcome, publisher=world_bank_wdi, n=2105)imf:FIDR; world_bank_wdi:FR.INR.DPST→ real_local_currency_deposit_rate (outcome, publisher=world_bank_wdi, n=4896)bis:WS_EER→ real_effective_exchange_rate (outcome, publisher=bis, n=2112)world_bank_wdi:BX.TRF.PWKR.DT.GD.ZS→ remittance_share_of_gdp_change (treatment, publisher=world_bank_wdi, n=8867)imf:PCPIPCH→ cpi_inflation (controls, publisher=imf, n=10789)fred:DCOILBRENTEU; imf_pcps:POILBRE→ oil_price (controls, publisher=fred, n=240)fred:USREC→ us_recession_indicator (controls, publisher=fred, n=762)
Variables missing data
derived: (us_policy_rate - local_deposit_rate) - (us_2017_avg - local_2017_avg)(treatment, name=us_fed_rate_pass_through_gap) — vintage not on diskimf:DCFD_USD_DC(controls, name=pre_treatment_dollarisation_level) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:54:21+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
Six-country cross-section + time-series panel design. SLV is dollarised (2001) so serves as the dollarisation-saturated control; the other five vary in dollarisation pressure. Remittance- share-of-GDP is the largest cross-country variation: SLV/HND/GTM at 20-30%, DOM at ~9%, MEX at ~4%, NIC at 27%. Post-COVID remittance expansion was disproportionate (Mexican remittances grew from $36bn in 2019 to $63bn in 2023 — 75% increase). The hypothesis tests whether this flow expansion mechanically raised dollarisation pressure in the recipient economies.