Monetary policy surprises and interest rates: Evidence from the Fed funds futures market
📄 Summarized from the full manuscript · Human-reviewed for faithfulness before publication
In brief
How much do market interest rates move when the Federal Reserve changes its target rate? Earlier studies found surprisingly little, but they lumped together changes markets had already expected with genuine surprises. Using futures prices on the federal funds rate to separate the two across 42 target changes between 1989 and 2000, this paper finds the expected part barely moves Treasury yields at all, while the surprise part moves the three-month yield by about 79 basis points and the thirty-year yield by about 19. The undivided estimate was only 27. It matters because measured policy effects depend entirely on isolating what was genuinely unexpected.
What this paper finds — and why it matters
This 2001 Journal of Monetary Economics paper by Kenneth N. Kuttner addresses a basic errors-in-variables problem in earlier event studies of monetary policy and interest rates (notably Cook and Hahn 1989 and Roley and Sellon 1995): those studies regressed changes in market interest rates on the raw federal funds target change, without separating the portion markets had already priced in from the portion that came as a surprise, which biases the estimated response toward zero. Kuttner instead uses prices from the Chicago Board of Trade’s Fed funds futures market, established in 1989, to decompose each change in the target rate into an anticipated component and an unanticipated (surprise) component: the surprise is the change in the spot-month futures rate around the announcement, rescaled by a factor that converts from the contract’s monthly-average settlement basis into the point-in-time target-rate unit (and that also cancels out the futures risk premium). He then runs event-study OLS regressions of one-day changes in Treasury bill and bond yields, across maturities from 3 months to 30 years, on the anticipated and unanticipated components separately, using the 42 target changes between June 1989 and February 2000 (22 of them at scheduled FOMC meetings). The central finding is that the anticipated component’s coefficient is small and statistically insignificant at every maturity, while the unanticipated component’s coefficient is large and highly significant, ranging from about 79 basis points at the 3-month maturity down to about 19 basis points at 30 years, with the response declining roughly monotonically across the maturity spectrum; a Wald test rejects equality of the two coefficients at conventional levels for every maturity. By contrast, the naive regression on the raw, undecomposed target change yields only a 27-basis-point response at 3 months, illustrating the scale of the errors-in-variables bias the decomposition removes. The results are robust to restricting the sample to FOMC meeting dates only and to using monthly rather than daily observations, and a companion regression of futures rates at one- to five-month horizons on the same decomposition shows unanticipated-component coefficients clustered between 0.55 and 0.64 that cannot be statistically distinguished across horizons, indicating that a surprise target change mainly shifts the perceived level of the near-term target rather than expectations about further future changes. The paper documents only the interest-rate response to policy surprises and does not trace effects through to output or inflation, and its sample is necessarily confined to the post-1989 period since that is when the Fed funds futures market began trading.
Summary of a classic paper, AI-assisted and human-reviewed. See the linked original for the authoritative claims and full conditions.
Questions & answers
Q1. What problem in prior event studies does this paper address, and how does its solution work?
Prior event studies of Fed policy and interest rates — notably Cook and Hahn (1989) and Roley and Sellon (1995) — regressed changes in market rates on the raw, undecomposed federal funds target change, without separating the anticipated portion (already priced in by efficient markets) from the unanticipated portion, producing a classic errors-in-variables problem that attenuates the estimated response toward zero. Kuttner shows the scale of this bias directly: regressing the 3-month bill-rate change on the raw target change yields a coefficient of only 26.8 basis points (R²=0.42), whereas after decomposing the target change into anticipated and unanticipated components using Fed funds futures prices, the coefficient on the surprise component alone rises to 79.1 basis points — more than twice as large (Table 3, p. 533, contrasted with Table 1).
Q2. How does Kuttner construct the surprise measure from Fed funds futures prices?
The spot-month Fed funds futures rate on day t of month s equals the market’s expectation of the average overnight funds rate over the remaining days of the month plus a risk premium (Eq. 2, p. 528); the one-day “surprise” is the one-day change in this spot-month futures rate, rescaled by the factor m/(m−t) — where m is the number of days in the month — to convert the change from a monthly-average unit into a point-in-time target-rate unit (Eq. 7, p. 529). This rescaling also differences away the risk premium term, since it is assumed roughly constant from one day to the next. Because the m/(m−t) factor becomes very large and noisy in the final three days of the month, Kuttner switches to the one-month-ahead futures contract for changes occurring in that window. The anticipated component is then simply the actual target change minus this surprise. Timing conventions differ across the sample: before 1994, target changes are dated to the day after the announcement (when they took effect); from February 1994 onward, changes are dated to the 2:15 p.m. announcement itself; two episodes (18 December 1990 and 15 October 1998) required additional inter-day timing corrections (pp. 530–531).
Q3. What is the paper’s central empirical result?
In the baseline one-day event-study regression across the 42 target-change days from June 1989 to February 2000, the anticipated component’s coefficient is small and statistically insignificant at every maturity (e.g., 4.4 basis points, t=0.8, at 3 months), while the unanticipated component’s coefficient is large and highly significant everywhere — 79.1bp (t=8.4) at 3 months, 71.6bp (t=8.5) at 6 months, 71.6bp (t=7.8) at 12 months, 61.4bp (t=6.0) at 2 years, 48.1bp (t=4.3) at 5 years, 31.5bp (t=3.1) at 10 years, and 19.4bp (t=2.3) at 30 years (Table 3, p. 533). A Wald test rejects equality of the anticipated and unanticipated coefficients at the 0.05 level or better for every maturity, consistent with the efficient-markets prediction that only genuine news should move prices.
Q4. How does the response to a surprise vary across the maturity spectrum, and what does that imply?
The unanticipated-component coefficient declines roughly monotonically with maturity — from about 79bp at 3 months down to about 19bp at 30 years — a pattern qualitatively consistent with the expectations hypothesis, since a persistent shift in short rates should have a proportionally smaller effect on long yields. However, the response is less than proportional to what a purely permanent level shift would imply, which Kuttner interprets as evidence that surprise target changes are read by markets largely as shifts in the timing of a change the Fed was going to make anyway, rather than as changes in the ultimate level of rates — so an “earlier-than-expected” move has a smaller long-rate effect than an “unexpected-level” move of the same size (Section 5, pp. 539–543).
Q5. What do the regressions of futures rates on the surprise decomposition (Table 7) show about expectations of future Fed actions?
Regressing changes in futures rates one to five months ahead on the same anticipated/unanticipated decomposition, the coefficient on the unanticipated component is between 0.55 and 0.64 at every horizon, and a Wald test cannot reject that these coefficients are equal across horizons (Table 7, p. 542). Kuttner reads this as showing that “surprise target rate changes have little effect on expectations of future Fed actions” (p. 541): a surprise moves the perceived level of the target for the near future roughly uniformly across horizons, rather than signaling that further, additional changes are coming.
Q6. Are the results robust to using FOMC-meeting dates only, or monthly rather than daily data?
Restricting the sample to the 86 scheduled FOMC meeting dates from June 1989 to February 2000 leaves the pattern qualitatively unchanged — the 3-month unanticipated coefficient is 62.8bp (t=9.4) versus a small anticipated coefficient of 9.0bp (t=2.5) (Table 5, p. 537) — and re-estimating at monthly frequency (Table 6, June 1989–January 2000) gives a 3-month unanticipated coefficient of 74.3bp (t=9.8) and a 30-year coefficient of 51.9bp (t=6.6), somewhat larger than the daily estimates, especially at long maturities. At monthly frequency the anticipated coefficient on bills is also larger (3-month: 58.0bp, t=3.3), which Kuttner notes is consistent with the expectations hypothesis, since a month’s bill-rate change can incorporate revisions to the expected rate path that occurred at any point during that month, not just on the announcement day.
Q7. What does the paper find about lagged target changes, and what does this say about Fed transparency?
Regressing bill-rate changes on the previous day’s target change and surprise yields R² of 0.04 or less in every specification (Table 4, p. 536), indicating essentially no delayed price response. Kuttner attributes this to increased Fed transparency after 1994: “since 1994, no guesswork whatsoever has been required, as target rate changes have been announced immediately following FOMC meetings” (p. 535), so there is little scope for a lagged reaction once the change itself has occurred.
Q8. What outliers does the paper flag, and what do they illustrate?
Two dates — 17 May and 16 August 1994 — saw 50-basis-point surprise rate increases accompanied by bond-market rallies, the opposite of the expected sign, because the accompanying FOMC statements signaled that no further tightening was imminent. Kuttner notes these two observations would otherwise distort the 5-year-maturity scatterplot (Fig. 2, p. 534) and treats them as evidence that the content of the accompanying policy statement — not just the numerical size of the surprise — can drive the long-rate reaction (Section on robustness, p. 534).
Q9. What are the paper’s main scope conditions and limitations?
The sample is necessarily confined to 6 June 1989 through 2 February 2000 because the CBOT Fed funds futures market began trading only in 1989, and the surprise measure’s derivation assumes at most one target change per calendar month, an assumption violated in three months in the sample (footnote 4, p. 529). The time-averaging correction may also be contaminated by a monthly-varying futures risk premium, and the differing pre-/post-1994 timing conventions for dating target changes add sensitivity to data-source vintage. Finally, the paper documents only the response of interest rates themselves; it does not trace the surprise’s implications through to output or inflation.
Key terms in this paper
Definitions below follow the paper's own usage.
- Unanticipated (surprise) component of a target change
- the paper's core measure of monetary-policy news, Δr̃^u_t — the one-day change in the spot-month Fed funds futures rate around a target change, rescaled by m/(m−t) to convert from the contract's monthly-average settlement unit into a point-in-time target-rate unit (Eq. 7, p. 529); this rescaling also cancels the futures risk premium.
- Anticipated component
- the portion of an actual target change that was already expected by the market, computed residually as the actual change minus the unanticipated (surprise) component; under the efficient markets hypothesis this component should already be reflected in asset prices and so should carry a coefficient near zero in the event-study regressions.
- Errors-in-variables problem (in the Cook-Hahn/Roley-Sellon regressions)
- the bias that results from regressing interest-rate changes on the raw, undecomposed target change rather than on its anticipated and unanticipated parts separately; because the raw change mixes an already-priced-in component with a surprise component, the estimated coefficient is attenuated toward zero (illustrated by the 26.8bp raw-regression estimate versus the 79.1bp surprise-only estimate at the 3-month maturity, Table 1 vs. Table 3).
- Time-averaging (settlement) correction
- the m/(m−t) scaling factor applied to the futures-rate change in Eq. (7), needed because the Fed funds futures contract settles on the calendar-month average of the effective overnight rate rather than on the point-in-time target; the factor grows very large and noisy in the final days of the month, which is why Kuttner switches to the one-month-ahead contract for changes occurring within three days of month-end.
- Expectations-hypothesis pattern in the response
- the finding that the unanticipated-component coefficient declines with maturity (79bp at 3 months to 19bp at 30 years) but by less than a purely permanent level shift would imply, which the paper interprets as showing the short end of the yield curve carries little information about future rate changes — consistent with Eq. (13) (p. 540), where the direct effect of a one-day surprise on a d-day rate is proportional to 1/(d−1).