Search Results
Working Paper
Kalshi and the Rise of Macro Markets
Prediction markets offer a new market-based approach to measuring macroeconomic expectations in real-time. We evaluate the accuracy of prediction market-implied forecasts from Kalshi, the largest federally regulated prediction market overseen by the CFTC. We compare Kalshi with more traditional survey and market-implied forecasts, examine how expectations respond to macroeconomic and financial news, and how policy signals are interpreted by market participants. Our results suggest that Kalshi markets provide a high-frequency, continuously updated, distributionally rich benchmark that is ...
Working Paper
A User’s Guide to Reducing the Federal Reserve’s Balance Sheet
For the avoidance of doubt: 1) This catalogue presents and analyzes a variety of options for reducing the Federal Reserve’s balance sheet. Nothing here is an endorsement of any specific policy option; this is a menu of options. Combined, we estimate these options open the door to balance sheet reduction of $1.2 to $2.1 trillion within the Fed’s current ample reserves framework. Further reductions would be possible with a return to scarce reserves. 2) The process of materially shrinking the balance sheet would require a great deal of implementation and rulemaking work in advance and will ...
Working Paper
The Causal Effect of Debt on Interest Rates
This paper uses a natural experiment to measure the causal effect of an expected debt-financed fiscal stimulus on interest rates. We find that a 1 percentage point increase in the expected US debt-to-GDP ratio leads to an increase of about 1-2 basis points in the longer-run neutral rate (r∗) and of about 2–3 basis points in the 10-year Treasury term premium. Our results validate estimates from a common time-series approach that regresses long-term forward interest rates on long-term projections of government debt, where the exclusion restriction does not apply.
Working Paper
The Response of Equity Yields to a Long-Run Shock
We study how macroeconomic developments affect asset prices by analyzing the response of equity yields to a well-identified long-run growth shock. Using synthetic equity yield data from Giglio et al. (2024), we show that a positive long-run shock steepens the equity yield curve by increasing expected dividend growth while leaving discount rates largely unchanged. We examine how the investment driving this growth is financed and how yields respond across value and growth firms. Growth-firm yields respond more strongly than value-firm yields, reflecting larger changes in expected dividend ...
Working Paper
The Equity Premium, Long-Run Risk, & Optimal Monetary Policy
In this study I examine the welfare implications of monetary policy by constructing a novel New Keynesian model that properly accounts for asset pricing facts. I find that the Ramsey optimal monetary policy yields an inflation rate above 3.5% and inflation volatility close to 1.5%. The same model calibrated to a counterfactually low equity premium implies an optimal inflation rate close to zero and inflation volatility less than 10 basis points, consistent with much of the existing literature. Relatively higher optimal inflation is due to the greater welfare costs of recessions associated ...
Working Paper
Taxes and the Fed : Theory and Evidence from Equities
We provide a critical theoretical and empirical analysis that suggests a key driver of fiscal effects on equity markets is the Federal Reserve. For the Post-1980 era, tax cuts lead to higher cash flow news and higher discount rates. The discount rate news tends to dominate such that tax cuts are associated with lower equity returns. This result is flipped for the Pre-1980 era. Our results are confirmed across multiple measures of tax shocks (narrative, SVAR, municipal bonds, etc.) at different frequencies (daily, quarterly, annual). We motivate our empirical findings with a standard New ...
Working Paper
When it Rains it Pours: Cascading Uncertainty Shocks
We empirically document that serial uncertainty shocks are (1) common in the data and (2) have an increasingly stronger impact on the macroeconomy. In other words, a series of bad (positive) uncertainty shocks exacerbates the economic decline significantly. From a theoretical perspective, these findings are puzzling: existing benchmark models do not deliver the observed amplification. We show analytically that a state dependent precautionary motive with respect to uncertainty shocks is required. Our derivations suggest that the state dependent precautionary motive only shows up at fourth ...
Working Paper
The Swaps Strike Back: Evaluating Expectations of One-Year Inflation
This study examines the forecasting performance of inflation swaps and survey-based expectations for one-year inflation. Conducting this exercise helps determine if one set of expectations can provide a cleaner signal about future inflation. The study finds that, overall, inflation swaps more frequently provide better forecasts of future inflation. Previous studies that found poor performance of swaps were strongly influenced by liquidity issues during the financial crisis and the pandemic. When these periods are excluded, swaps have superior predictive ability. Our analysis suggests that ...
Discussion Paper
Measurement of “Computer Software and Accessories” Inflation
From November 2025 to March 2026, the "Computer Software and Accessories" category of the Personal Consumption Expenditures (PCE) price index made an unprecedented contribution to the rise in core and core goods inflation. Figure 1 shows the historical average since 2000 for core and core goods inflation while excluding software (blue bars) along with the contribution of software (gray bars).
Discussion Paper
A Simple Macro-Finance Measure of Risk Premia in Fed Funds Futures
In this Note, we use rolling covariances between real and nominal activity in a regression framework, combined with a model averaging approach, to uncover intuitive dynamics in the term premium.