Pre-registration
Across the 2008-2014 ZLB era and the 2020-2021 pandemic-response window, large-scale de-facto monetary finance of fiscal expansion in the US, Japan, and the Eurozone did not produce headline-CPI inflation consistent with naive quantity-theoretic monetisation predictions: cumulative central-bank balance-sheet expansion exceeded 15% of GDP while CPI YoY remained below 3% in each economy across both windows. Functional-finance / MMT prediction at slack regimes — that monetary-fiscal coordination at the ZLB transmits to output and employment with negligible inflation pass-through — is supported, while the textbook hyperinflation-from-money-printing prediction is refuted at the slack-regime margin.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is falsified if any of the following hold: (a) CPI YoY exceeds 3% in any 6-month rolling window during 2008-2014 in USA or Japan or the Eurozone, (b) CPI YoY exceeds 3% in any 6-month window during 2020-2021 in any of the three economies, or (c) Granger causality from central-bank balance sheet to CPI rejects null at p<0.01 with positive coefficient at h=12-24 months on the joint 2008-2021 sample after controlling for output gap and oil prices.
formal test & threshold
test: balance_sheet_to_cpi_pass_through_slack_regime threshold: max(cpi_yoy_6m, USA/JPN/EUR, 2008-2014 union 2020-2021) < 3% AND granger_p(balance_sheet → CPI, h=12-24) > 0.01
Method
- Template
local_projections- Fixed effects
country, year- Clustering
country- Sample
- 7 countries · 2008 – 2021
- Evidence type
- associational
Jordà local projections of CPI response to central-bank balance-sheet expansion shocks, restricted to slack regimes (short-rate ≤ 0.50% AND unemployment > NAIRU + 0.5pp). Horizon 1-24 months. Primary falsification: peak CPI response not significantly positive at p<0.01 at any horizon. Robustness: parametric VAR with monetary-finance indicator as alternative treatment.
Data
| Variable | Source | Transform |
|---|---|---|
cpi_inflation_yoy outcome | fred:CPIAUCSL (USA)tier 1 fred:JPNCPIALLMINMEI (JPN)tier 1 ecb:ICP.M.U2.N.000000.4.ANRtier 1 | pct_change_yoy |
core_cpi_inflation_yoy outcome | fred:CPILFESL (USA)tier 1 boj:core_cpi (JPN)tier 1 | pct_change_yoy |
inflation_expectations_5y5y_forward outcome | fred:T5YIFR (USA)tier 1 | level_pct |
central_bank_balance_sheet_pct_gdp treatment | fred:WALCLtier 1 fred:GDP (USA)tier 1 boj:monetary_basetier 1 fred:JPNNGDP (JPN)tier 1 | ratio_to_nominal_gdp |
consolidated_government_deficit_pct_gdp treatment | imf:GGXCNL_NGDPtier 2 oecd:underlying_primary_balancetier 2 | pct_gdp |
monetary_finance_indicator treatment | constructed:binary = 1 in country-fiscal-years where central-bank net JGB/Treasury/sovereign purchases > 50% of net government debt tier 5 | binary |
short_rate control | fred:DFF (USA)tier 1 ecb:FM (EUR)tier 1 boj:policy_rate (JPN)tier 1 | level |
output_gap control | oecd:OutputGaptier 2 | level |
oil_price control | imf_pcps:POILBREtier 1 | log_diff |
unemployment_rate control | fred:UNRATE (USA)tier 1 ilostat:unemployment_ratetier 2 | pct_labour_force |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — monetary_finance_zlb_no_inflation
Verdict: REFUTED — CPI threshold breach: USA zlb_2008_2014 peak 3.81% in 2008; USA covid_2020_2021 peak 4.68% in 2021; Eurozone CPI not loaded
Pre-registration
- Claim: Across the 2008-2014 ZLB era and the 2020-2021 pandemic-response window, large-scale de-facto monetary finance of fiscal expansion in the US, Japan, and the Eurozone did not produce headline-CPI inflation consistent with naive quantity-theoretic monetisation predictions: cumulative central-bank balance-sheet expansion exceeded 15% of GDP while CPI YoY remained below 3% in each economy across both windows. Functional-finance / MMT prediction at slack regimes — that monetary-fiscal coordination at the ZLB transmits to output and employment with negligible inflation pass-through — is supported, while the textbook hyperinflation-from-money-printing prediction is refuted at the slack-regime margin.
- Falsification rule: The hypothesis is falsified if any of the following hold: (a) CPI YoY exceeds 3% in any 6-month rolling window during 2008-2014 in USA or Japan or the Eurozone, (b) CPI YoY exceeds 3% in any 6-month window during 2020-2021 in any of the three economies, or (c) Granger causality from central-bank balance sheet to CPI rejects null at p<0.01 with positive coefficient at h=12-24 months on the joint 2008-2021 sample after controlling for output gap and oil prices.
- Falsification test: balance_sheet_to_cpi_pass_through_slack_regime
Comparison
- shape: monetary_finance_cpi_threshold_gate
- cpi_source_publisher: fred
- threshold: CPI YoY must stay below 3% in 2008-2014 and 2020-2021 windows
- rows: [{'country': 'USA', 'window': 'zlb_2008_2014', 'status': 'observed', 'n_obs': 7, 'max_cpi_yoy': 3.8149533987371864, 'max_cpi_yoy_year': 2008, 'breach_gt_3pct': True}, {'country': 'USA', 'window': 'covid_2020_2021', 'status': 'observed', 'n_obs': 2, 'max_cpi_yoy': 4.681242996018686, 'max_cpi_yoy_year': 2021, 'breach_gt_3pct': True}, {'country': 'JPN', 'window': 'zlb_2008_2014', 'status': 'observed', 'n_obs': 7, 'max_cpi_yoy': 2.7592334693625986, 'max_cpi_yoy_year': 2014, 'breach_gt_3pct': False}, {'country': 'JPN', 'window': 'covid_2020_2021', 'status': 'observed', 'n_obs': 2, 'max_cpi_yoy': -0.025010459216900927, 'max_cpi_yoy_year': 2020, 'breach_gt_3pct': False}]
- coverage: {'USA': [1948, 2026], 'JPN': [1956, 2021], 'U2': None}
- missing_eurozone_cpi: True
Extracted threshold: {'percent': 15.0}
Variables resolved
fred:CPIAUCSL (USA); fred:JPNCPIALLMINMEI (JPN); ecb:ICP.M.U2.N.000000.4.ANR (EUR aggregate))→ cpi_inflation_yoy (outcome, publisher=fred, n=147)fred:CPILFESL (USA); boj:core_cpi (JPN)→ core_cpi_inflation_yoy (outcome, publisher=fred, n=70)fred:T5YIFR (USA)→ inflation_expectations_5y5y_forward (outcome, publisher=fred, n=24)fred:WALCL; fred:GDP (USA); boj:monetary_base; fred:JPNNGDP (JPN)→ central_bank_balance_sheet_pct_gdp (treatment, publisher=fred, n=112)imf:GGXCNL_NGDP; oecd:underlying_primary_balance→ consolidated_government_deficit_pct_gdp (treatment, publisher=imf, n=8848)fred:DFF (USA); ecb:FM (EUR); boj:policy_rate (JPN)→ short_rate (controls, publisher=fred+ecb, n=106)oecd:OutputGap→ output_gap (controls, publisher=oecd, n=3331)imf_pcps:POILBRE→ oil_price (controls, publisher=imf_pcps, n=259)fred:UNRATE (USA); ilostat:unemployment_rate→ unemployment_rate (controls, publisher=fred+ilostat, n=10231)
Variables missing data
constructed: binary = 1 in country-fiscal-years where central-bank net JGB/Treasury/sovereign purchases > 50% of net government debt issuance; coded from BoJ flow-of-funds, Fed SOMA holdings, ECB asset purchase reports(treatment, name=monetary_finance_indicator)
Generated by scripts/run_descriptive.py at 2026-05-16T13:24:25+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
Standard mainstream framing of the 2008-2014 and 2020-2021 episodes treats the absence of CPI inflation as a money-multiplier collapse story; the MMT/functional-finance framing reads it as confirmation that monetary finance is non-inflationary at slack. This hypothesis registers the latter prediction explicitly. Excludes 2022-2024 inflation episode from primary test as supply-side-driven (energy, food, supply chain) per the BIS, Fed, ECB staff decompositions; the hypothesis is not silent on 2022 but assigns it to the cost-push channel registered in inflation_cost_push_distributional_conflict_eurozone_2021_2024.