Growth, inflation and the policy rate
Year-over-year growth in money and prices, with the effective federal funds rate, on one percent scale. Shaded bands are NBER recessions. Drag across the overview strip to zoom; click the strip to reset.
Money stock
M1 and M2 in dollars on a log scale, where equal vertical steps are equal percentage changes.
How the series move together
Choose a period and a method. Click a cell in the matrix, or use the pair selectors, to study one pair in the panels that follow. Correlation describes co-movement; it does not show that one series causes another.
Correlation matrix
Correlation between each pair of series in the same month, using every month where both are available. Columns are X, rows are Y. Click a cell to study that pair.
Lead-lag profile
Correlation of Y with X measured k months earlier. A peak away from zero suggests X tends to move first. Click a bar to inspect that lead below.
Scatter and regression
Each dot is one month, shaded by era. The coral line is an ordinary least squares fit of Y on X at the chosen lead.
Rolling correlation
Correlation over a moving window ending in each month, at the chosen lead. Windows with fewer than 80% of months available are left blank.
Distributions
How each growth rate has been spread across its history, and where the latest reading sits.
Year-over-year growth, all months
Histograms of monthly readings. The white marker is the latest month. Hover a bar to see how many months fell in that range.
Summary statistics
Full-sample statistics for each series, in percent. Percentile is the share of months at or below the latest reading.
| Series | Months | Mean | Median | Std dev | Min | Max | Skew | Excess kurtosis | Latest | Month | Percentile |
|---|
Findings
Statistical tests
Formal tests behind the findings. Lag is the number of monthly lags each test used.
The same figures recomputed by this page from the monthly data, compared with the offline analysis at the precision it reports.
Method and sources
Definitions
- Year-over-year growth
- 100 × (value this month ÷ value exactly twelve months earlier − 1). If either month is missing, the result is missing.
- Real fed funds rate
- The effective federal funds rate minus core PCE inflation for the same month.
- Pearson and Spearman correlation
- Pearson's r measures linear co-movement. Spearman's ρ applies the same formula to ranks, with tied values sharing their average rank, so it captures any steadily rising or falling relationship and is less sensitive to outliers. Both use every month where the two series are available.
- Lead and lag
- At a lead of k months, X in month t−k is paired with Y in month t, so a positive k means X moves first. Leads run from 0 to 36 months. A month belongs to an era according to the date of its Y observation.
- Rolling correlation
- Computed over a 36, 60 or 120 month window ending in each month, at the chosen lead. A window needs at least 80% of its month pairs present.
- Regression
- Ordinary least squares of Y in month t on X in month t−k, with an intercept. The page reports the slope, intercept, R², the number of months, the standard error of the slope and its t-statistic.
- Summary statistics
- Standard deviation uses n−1. Skewness and excess kurtosis are the bias-corrected sample versions used by common statistical software. Percentile is the share of all months in a series' history at or below its latest reading.
Eras
Glossary
- ADF test
- Augmented Dickey-Fuller test for a unit root. A low p-value means the series is stationary.
- Bonferroni correction
- Multiplies each p-value by the number of tests run (here 12 lags) to rule out lucky results.
- Core inflation
- Inflation excluding volatile food and energy prices. Headline inflation includes them.
- CPI
- Consumer Price Index for All Urban Consumers, published monthly by the Bureau of Labor Statistics (BLS).
- Fed funds rate (FF)
- The overnight rate banks charge each other, which the Federal Reserve steers as its policy rate; averaged over each month.
- FRED
- Federal Reserve Economic Data, the St. Louis Fed's free database, read by software through its API (application programming interface).
- Granger causality
- Whether one series' past improves forecasts of another. It measures predictive power, not cause and effect.
- HAC standard errors
- Heteroskedasticity- and autocorrelation-consistent (Newey-West) standard errors, which allow for overlapping months.
- Index base period
- Price indexes set a base period to 100: 1982-84 for CPI, 2017 for PCE. Growth rates do not depend on it.
- Log scale
- Equal vertical steps are equal percentage changes, so steady growth plots as a straight line.
- M1
- Narrow money: currency held by the public, checking deposits and, since May 2020, savings deposits.
- M2
- Broad money: M1 plus small time deposits and retail money market funds.
- NBER recession
- A recession as dated by the National Bureau of Economic Research. Shaded on the charts.
- p-value
- The chance of a result this strong if the test's starting assumption were true. Below 5%, or 1%, counts as significant.
- PCE price index
- Personal Consumption Expenditures price index, from the Bureau of Economic Analysis; the basis of the Fed's 2% target.
- pp
- Percentage points, the plain difference between two rates: 3% to 4% is a 1 pp rise.
- QE
- Quantitative easing: Federal Reserve bond buying to push down long-term rates, in 2008-14 and 2020-22.
- r and ρ
- Correlation, from −1 (perfectly opposite) through 0 (unrelated) to +1 (perfectly in step). Defined above.
- R²
- The share of the variation in Y explained by the fitted line, from 0 to 1.
- SA and NSA
- Seasonally adjusted, or not. Adjustment removes regular calendar swings such as holiday spending.
- Series code
- FRED's identifier for each series, such as M2SL. Sources lists them all.
- Skewness and excess kurtosis
- How lopsided a distribution is, and how heavy its tails are. A normal distribution scores 0 on both.
- Standard error and t-statistic
- The uncertainty around an estimate, and the estimate divided by it. A t beyond about ±2 is conventionally significant.
- Stationary and unit root
- A stationary series returns to a stable average; a unit root makes it drift, and drifting series can correlate by coincidence.
- Zero lower bound
- The floor near 0% for the policy rate, where the Fed held fed funds in 2008-15 and 2020-22.
- Other abbreviations
- B and T, billions and trillions of dollars; mo, months; n, months used; k, lead in months; Std dev, standard deviation; CSV, comma-separated values.
Caveats
- M1 was redefined in May 2020. The Federal Reserve moved savings deposits into M1, which roughly tripled its measured level in a single month. That is a change in definition, not new money. M1 growth from May 2020 onward is still drawn, dashed and labeled, but it is excluded from every statistic on this page.
- October 2025 CPI does not exist. The Bureau of Labor Statistics did not publish it because of the federal government shutdown. Headline and core CPI growth for that month are left blank, not filled in.
- End dates differ. The fed funds rate and the recession indicator run one month past the money and price series.
- Overlapping windows. Year-over-year rates share eleven of their twelve months with their neighbors, so consecutive readings are far from independent. Standard errors and t-statistics here assume independence and overstate precision; read them as descriptive.
- Revisions. FRED revises history. Figures reflect the data shown in the header.
- Correlation is not causation. Co-movement, even with a consistent lead, does not show that one series drives another. Common causes, policy reactions and changes in definitions can all produce it.
Notes from the statistical review
Sources
| Series | Description | Units | Last updated |
|---|
Data: FRED, Federal Reserve Bank of St. Louis. This product uses the FRED® API but is not endorsed or certified by the Federal Reserve Bank of St. Louis.