The interest rate projections (‘dots’) of the FOMC members represent a reference point that can help investors and economic agents in general in forming their own interest rate expectations This can be particularly welcome when the monetary environment is changing swiftly like has been the case over the past two years. To explore this, a comparison has been made between the federal funds rate projections of the Survey of Market Participants (SMP) and those of the FOMC members. It seems that the dots may play a role in anchoring long-term interest rate expectations. The private sector forecasts closely follow the dots for 2023 and to a lesser extent for 2024, beyond which they are essentially stable. This is important considering that it might influence the pricing of bonds. Moreover, it seems that the early phase of the tightening cycle has seen higher interest rate volatility in the Eurozone than in the US. Both observations raise the question whether the ECB should start publishing the interest rate projections of its Governing Council members.
Transparent communication has become an integral part of central bank policy. Long gone are the days without press conferences or of statements that were very hard to grasp by non-experts. On the latter point, the Federal Reserve and the ECB have stepped up their efforts to communicate in ‘plain English’, avoiding technical language to make sure that all citizens understand what the central bank is doing.
This is instrumental in anchoring inflation expectations -an important intermediate objective of monetary policy- and enhances the effectiveness of monetary transmission. The publication of economic projections is part of this communication effort, yet there are important differences between central banks. The ECB publishes staff projections about important macroeconomic variables -though not on interest rates- whereas the Federal Reserve only publishes its staff projections with a 5-year delay[1]. On the other hand, four times per year it publishes the projections of the FOMC members -a document called Summary of Economic Projections (SEP)- on GDP growth, inflation, the unemployment rate and the federal funds rate. These projections are conditional forecasts because they are based on the assumed path for monetary policy[2].
The Federal Reserve is part of a small group of central banks that releases interest rate projections. These can be particularly welcome when the environment is changing swiftly. Over the past two years this has been the case with the huge and lasting increase in inflation that has obliged central banks to act forcefully. In such a context, the publication of central bank interest rate projections, by providing a reference point, can help investors and economic agents in general, in forming their own interest rate expectations.
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)
Charts 1-4 show the FOMC members’ projections for the federal funds rate at the end of 2023, 2024, 2025 as well as for the longer run. The horizontal axis shows when these projections have been released. To assess to what extent they are correlated with private sector forecasts, the charts also show the results of the Survey of Market Participants (SMP)[3]. This survey is conducted by the Federal Reserve of New York ahead of each FOMC meeting. The participants -about 26- are institutional investment firms. This means that their expectations for the federal funds rate should influence their investment decisions and hence market dynamics.
As policy was being tightened and the projection for the end of 2023 by FOMC members was revised upwards -higher dots-, institutional investors also raised their expectations. The dots for the end of 2024 were also increased by the FOMC members but this had far less of an impact on private sector expectations. This could reflect doubts about the decisiveness of the Fed in its inflation fight[4], a more bearish view on the economic outlook or a more upbeat opinion on the pace of disinflation. Despite the aggressive interest rate hikes, the market participants’ forecast for the end of 2025 was remarkably stable compared to the projections of the FOMC members that initially increased and declined thereafter. For the longer run, both the official and the private projections were very stable. This suggests that the FOMC dots may play a role in anchoring long-term interest rate expectations.
To explore this point, chart 5 compares the US experience to the Eurozone experience, where, as mentioned before, the ECB is not publishing interest rate projections of its Governing Council members. One would expect that in the absence of such a reference point, market pricing would fluctuate more compared to the US. Instead of using bond yields, which can be influenced by fluctuations in the term premium, chart 5 uses the instantaneous forward rate within 7 years. This rate can economically be interpreted as representing the market-based expectation of the overnight rate within 7 years[5].
![](data:image/png;base64,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)
Chart 5 shows the rolling standard deviation of this rate in the US and the Eurozone. Between March and November last year -a period that corresponds to a fundamental shift in monetary policy in both jurisdictions- the instantaneous forward rate was more volatile in the Eurozone than in the US, although the cumulative policy rate hikes were larger in the latter. This might reflect the role of the FOMC members’ dots in anchoring interest rate expectations in the US. In a second stage, both standard deviations had a similar behaviour, in terms of level and direction -a downward trend-, which may reflect a market view that the bulk of the tightening had already occurred.
To conclude, the experience in the US -private sector forecasts that closely follow the dots for 2023, that only do so partly for 2024, beyond which they are essentially stable- are important considering that they should influence the pricing of bonds[6]. This matters for the financing costs of the private and public sector and may have implications in terms of financial stability (bond market volatility). Moreover, it seems that the early phase of the tightening cycle has seen higher interest rate volatility in the Eurozone than in the US. Both observations raise the question whether the ECB should start publishing the interest rate projections of its Governing Council members.
William De Vijlder