Pre-registration
The CBN's October 2022 - February 2023 naira-redesign demonetisation programme (recall of 200/500/1000 notes, replacement with new design, partial deadline rollback by Supreme Court) caused a measurable but transitory contraction in cash-intensive informal-sector activity, a temporary spike in payment-system volume on NIBSS rails, and a documented shock to first-quarter 2023 retail and consumption indicators. The pre-registered claim is that, in an event-study design around the November-2022 announcement and February- 2023 deadline, the contemporaneous month and the following two months show (a) NIBSS electronic-payment volume rises at least 50% above 2022 trend, (b) Nigerian PMI retail/services prints fall at least 5 index points below the prior 12-month average, and (c) the effect substantially dissipates by Q3 2023. The null counter-claim is that the naira-redesign was a small noise event whose macroeconomic footprint is indistinguishable from the parallel May-2023 fuel-subsidy shock.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Not supported if EITHER (a) currency-in-circulation does not fall by at least 30% from October 2022 to February 2023, OR (b) Q1 2023 real GDP print is not at least 1.5 ppts below the prior 4-quarter trend, OR (c) the impact does not dissipate by Q4 2023 (effect persists into 2024 — would suggest the demonetisation had a more persistent effect than the textbook one-quarter-shock framing predicts).
formal test & threshold
test: event_study_dual_outcome_with_persistence_check threshold: currency_in_circulation_2023_02 / currency_in_circulation_2022_09 <= 0.70 AND Q1_2023_real_gdp_yoy - prior_4q_trend <= -1.5 ppts AND Q4_2023 outcome within 1 SD of pre-event mean
Method
- Template
event_study- Clustering
country- Sample
- 1 countries · 2018 – 2024
- Evidence type
- causal
Event study with t=0 at 2022-10 announcement and 2023-02 original deadline. ARIMA benchmark for pre-event trend on each outcome. Robustness uses DiD against Ghana monthly data as imperfect control; primary specification is single-country event study because no clean cross-country comparator exists for a demonetisation episode of this scale at this time.
Data
| Variable | Source | Transform |
|---|---|---|
currency_in_circulation_share_m2 outcome | imf:FMA_USDtier 2 world_bank_wdi:FM.LBL.MQMY.CNtier 2 | level |
cpi_inflation_yoy outcome | world_bank_wdi:FP.CPI.TOTL.ZGtier 2 imf:PCPIPCHtier 2 | yoy |
real_gdp_quarterly outcome | world_bank_wdi:NY.GDP.MKTP.KDtier 2 | log_level |
m2_money_supply outcome | world_bank_wdi:FM.LBL.BMNY.CNtier 2 imf:FMA_USDtier 2 | log_level |
redesign_announcement_event treatment | constructed:dummy in months 2022-10 and 2023-01 to 2023-04tier 5 | event_dummy |
brent_oil_price control | fred:DCOILBRENTEUtier 1 | log_level |
usd_exchange_rate control | world_bank_wdi:PA.NUS.FCRFtier 2 | log_level |
us_policy_rate control | fred:FEDFUNDStier 1 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — africa_nigeria_naira_redesign_2023_cash_crisis
Verdict: PARTIAL — shape=ITS, mean_gap=-0.441, z=-9.7; claim direction ambiguous
Pre-registration
- Claim: The CBN's October 2022 - February 2023 naira-redesign demonetisation programme (recall of 200/500/1000 notes, replacement with new design, partial deadline rollback by Supreme Court) caused a measurable but transitory contraction in cash-intensive informal-sector activity, a temporary spike in payment-system volume on NIBSS rails, and a documented shock to first-quarter 2023 retail and consumption indicators. The pre-registered claim is that, in an event-study design around the November-2022 announcement and February- 2023 deadline, the contemporaneous month and the following two months show (a) NIBSS electronic-payment volume rises at least 50% above 2022 trend, (b) Nigerian PMI retail/services prints fall at least 5 index points below the prior 12-month average, and (c) the effect substantially dissipates by Q3 2023. The null counter-claim is that the naira-redesign was a small noise event whose macroeconomic footprint is indistinguishable from the parallel May-2023 fuel-subsidy shock.
- Falsification rule: Not supported if EITHER (a) currency-in-circulation does not fall by at least 30% from October 2022 to February 2023, OR (b) Q1 2023 real GDP print is not at least 1.5 ppts below the prior 4-quarter trend, OR (c) the impact does not dissipate by Q4 2023 (effect persists into 2024 — would suggest the demonetisation had a more persistent effect than the textbook one-quarter-shock framing predicts).
- Falsification test: event_study_dual_outcome_with_persistence_check
- Event year: 2022
Estimate
- shape: single_country_its
- country: NGA
- event_year: 2022
- n_pre: 4
- n_post: 3
- pre_trend_slope: 0.18822046489759567
- pre_trend_intercept: -380.10449436290173
- pre_residual_sd: 0.045665838546219785
- end_year: 2024
- end_year_actual: 0.2986527866164983
- end_year_counterfactual: 0.853726589831922
- end_year_gap: -0.5550738032154237
- mean_post_gap: -0.4410456798343006
- z_end: -12.155121221602371
- z_mean: -9.658109735309138
- post_period_years: [2022, 2024]
Variables resolved
world_bank_wdi:FP.CPI.TOTL.ZG; imf:PCPIPCH→ cpi_inflation_yoy (outcome, publisher=world_bank_wdi, n=9066)world_bank_wdi:NY.GDP.MKTP.KD; imf:NGDP_R→ real_gdp_quarterly (outcome, publisher=world_bank_wdi, n=14131)
Variables missing data
imf:FMA_USD; world_bank_wdi:FM.LBL.MQMY.CN(outcome, name=currency_in_circulation_share_m2)world_bank_wdi:FM.LBL.BMNY.CN; imf:FMA_USD(outcome, name=m2_money_supply)constructed: dummy in months 2022-10 and 2023-01 to 2023-04(treatment, name=redesign_announcement_event)fred:DCOILBRENTEU(controls, name=brent_oil_price)world_bank_wdi:PA.NUS.FCRF; imf:ENDA_XDC_USD_RATE(controls, name=usd_exchange_rate)fred:FEDFUNDS(controls, name=us_policy_rate)
Generated by scripts/run_event_study.py at 2026-04-30T10:11:18+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
Data-gated on CBN monthly money-supply data and NBS quarterly GDP. The Supreme Court rollback (early March 2023) created an unusual treatment-reversal episode; the spec treats the announcement as the event of interest rather than the original deadline.