Published and Accepted Papers

Flexible Prices and Leverage

Journal of Financial Economics, accepted for publication
Abstract: The frequency with which firms adjust output prices helps explain persistent differences in capital structure across firms. Unconditionally, the most flexible-price firms have a 19% higher long-term leverage ratio than the most sticky-price firms, controlling for known determinants of capital structure. Sticky-price firms increased leverage more than flexible-price firms following the staggered implementation of the Interstate Banking and Branching Efficiency Act across states and over time, which we use in a difference-in-differences strategy. Firms' frequency of price adjustment did not change around the deregulation.


NBER CF 2016, NBER SI Capital Markets and the Economy 2016, 2016 Edinburgh Corporate Finance Conference, 2016 ASU Sonoran Winter Finance Conference, 2016 WFA, Stockholm Corporate Finance Symposium 2016, FIRS 2016 Conference, 2016 Risk Management Conference Mont Tremblant, 2016 Calgary, HEC, McGill Winter Conference, EFA 2015
Other versions: SSRN, CES-ifo, BFI, NBER

~Download Paper


Cash Flow Duration and the Term Structure of Equity Returns

Colloquium on Financial Markets Best Paper Award
Media Coverage: alpha architect
Journal of Financial Economics, accepted for publication
Abstract:The term structure of equity returns is downward-sloping: stocks with high cash flow duration earn 1.10% per month lower returns than short-duration stocks in the cross section. I create a measure of cash flow duration at the firm level using balance sheet data to show this novel fact. Factor models can explain only 50% of the return differential, and the difference in returns is three times larger after periods of high investor sentiment. Analysts extrapolate from past earnings growth into the future and predict high returns for high-duration stocks following high-sentiment periods, contrary to ex-post realizations. I use institutional ownership as a proxy for short-sale constraints, and find the negative cross-sectional relationship between cash flow duration and returns is only contained within short-sale constrained stocks.


AFA 2016, 2016 Colloquium on Financial Markets, 2016 Econometric Society European meeting, NBER AP 2015, Colorado Finance Summit 2015, 2015 China International Conference in Finance, 2015 HEC-McGill Winter Finance Workshop, SGF 2013
Other versions: NBER, SSRN, CES-ifo, BFI
~Download Paper | ~Download Data


Are Sticky Prices Costly? Evidence from the Stock Market

Media Coverage: AEA Research Highlight, Econbrowser, The Economist, Economist's View, WCEG, DeLong
American Economic Review (2016), 106(1): 165-199.
Abstract:We show that after monetary policy announcements, the conditional volatility of stock market returns rises more for firms with stickier prices than for firms with more flexible prices. This differential reaction is economically large and strikingly robust to a broad array of checks. These results suggest that menu costs - broadly defined to include physical costs of price adjustment, informational frictions, etc. - are an important factor for nominal price rigidity at the micro level. We also show that our empirical results are qualitatively and, under plausible calibrations, quantitatively consistent with New Keynesian macroeconomic models in which firms have heterogeneous price stickiness.


NBER EFG 2013, NBER SI EFG-PD 2013, ESNASM 2013, Barcelona Summer Forum 2013, BU/ Boston Fed Conference 2013, German Economists Abroad Conference 2013.

Other versions: NBER, SSRN

~Download Paper | ~Download Appendix | ~Download Data


Conditional Risk Premia in Currency Markets and Other Asset Classes

Winner of the 2013 AQR Insight Award
Media Coverage: AQR Announcement, WSJ, Reuters
Journal of Financial Economics (2014), 114(2): 197-225.
Abstract:The downside risk CAPM (DR-CAPM) can price the cross section of currency returns. The market-beta differential between high and low interest rate currencies is higher conditional on bad market returns, when the market price of risk is also high, than it is conditional on good market returns. Correctly accounting for this variation is crucial for the empirical performance of the model. The DR-CAPM can jointly explain the cross section of equity, commodity, sovereign bond and currency returns, thus offering a unified risk view of these asset classes. In contrast, popular models that have been developed for a specific asset class fail to jointly price other asset classes.


AEA 2012, EFA 2012, EEA 2012, ESNAWM 2013, AQR 2013, NBER AP 2013, Finance Cavalcade 2013, Imperical College FX Conference 2013, 2016 Quantitative Trading Symposium.

Other versions: NBER, CEPR, SSRN

~Download Paper | ~Download Appendix | ~Download Data


American Option Valuation: Implied Calibration of GARCH Pricing--Models

Journal of Futures Markets (2011), 31(10): 971-994.
Abstract:This article analyzes the issue of American option valuation when the underlying exhibits a GARCH-type volatility process. We propose the usage of Rubinstein's Edgeworth binomial tree (EBT) in contrast to simulation-based methods being considered in previous sudies. The EBT-based valuation approach makes an implied calibration of the pricing model feasible. By empirically analyzing the pricing performance of American index and equity options, we illustrate the superiority of the proposed approach.


FMA EM 2010

Other versions: SSRN

~Download Paper


non-refereed publications

The Effect of Unconventional Fiscal Policy on Consumption Expenditure

with Francesco D'Acunto and Daniel Hoang

ifo DICE Report (2017), 15(1): 9-11.
Abstract:The Euro area faces zero inflation paired with low economic growth, at a time when the effective lower bound on nominal interest rates and large budget deficits are constraining conventional monetary and fiscal policy. In this article, we discuss the theoretical and empirical evidence on unconventional measures of fiscal policy that increase inflation, spur economic growth, and keep the tax burden on households constant without inducing budget deficits


~Download Paper


Working Papers

Nominal Rigidities and Asset Pricing

UBS Best Conference Paper Prize at the EFA Annual Meeting 2014
2014 EFA Best Doctoral Student Conference Paper Prize
Best Finance PhD Award in Honor of Prof. Greenbaum (Finalist)
Cubist Systematic Strategies PhD Candidate Award for Outstanding Research
Best PhD Student Paper Award, FMA European Conference 2014
revise and resubmit, Journal of Political Economy
Abstract:This paper examines the asset pricing implications of nominal rigidities. Firms that adjust their product prices infrequently earn a return premium of more than 4% per year. Merging unique product-price data at the firm level with stock returns, I document that the premium for sticky-price firms is a robust feature of the data and varies substantially over the business cycle. The premium is not driven by other firm and industry characteristics. Differential exposure to systematic risk fully explains the premium for sticky-price firms. A multi-sector New Keynesian asset-pricing model with sectors differing in their frequency of price adjustment is consistent with these novel facts.


WFA 2014, NBER SI Impulse and Propagation Mechanisms 2014, NBER SI EFG-PD 2014, SED 2014, EFA 2014, EEA 2014, Duke Conference on Macroeconomics and Finance 2014, CEPR European Summer Symposium in Financial Markets, 5th Ifo Conference on Macroeconomics and Survey Data, Mannheim Macro Conference 2014, Jerusalem Finance Conference 2014, 6th Joint French Macro Workshop, Warwick Frontiers of Finance 2014, FMA Europe 2014, Safe Asset Pricing Workshop 2014, German Economists Abroad Conference 2014, Paris December 2014 Finance Meeting, Annual Meeting of the German Finance Association.
Other versions: SSRN
~Download Paper | ~Download Appendix


The Long Shadow of Jewish Persecution on Financial Decisions

Media Coverage: The Economist, The American Interest, Haaretz, The Marker, Tablet Magazine, La Stampa, Die Welt, Oekonomenstimme, ZU Daily
revise and resubmit, Review of Economic Studies
Abstract: For centuries, Jews have been associated with financial services. We find that present-day households in German counties where Jewish persecution was higher in the Middle Ages and the Nazi period invest less in stocks, have lower savings in bank deposits, and are less likely to get a mortgage, but not to own a house. Current antisemitism, generalized trust, or supply-side forces do not appear to explain these correlations, which are consistent with a norm of distrust in finance, transmitted across generations. The forced migrations of the Ashkenazi communities across the German lands after the 11th century help assess the extent to which the effect of Jewish persecution on present-day financial decisions is causal.


2016 Barcelona Summer Forum: Towards Sustained Economic Growth, NBER Behavioral Finance Meeting 2014, NBER SI Political Economy 2015, EFA 2015, Miami Behavioral Finance Conference, UBC Summer Finance Conference, SunTrust Finance Conference 2014, European Winter Finance Conference 2015, The European Winter Finance Summit 2015, SED 2015, Midwest Finance Conference 2015.

Other versions: BEHL, SSRN

~Download Paper


The Effect of Unconventional Fiscal Policy on Consumption Expenditure

Media Coverage: Bloomberg Surveillance, Die Welt, VoxEU, Econbrowser
Abstract:Unconventional fiscal policy uses announcements of future increases in consumption taxes to generate inflation expectations and accelerate consumption expenditure. It is budget neutral and time consistent. We exploit a unique natural experiment for an empirical test of the effectiveness of unconventional fiscal policy. To comply with European Union law, the German government announced in November 2005 an unexpected 3-percentage-point increase in value-added tax (VAT), effective in 2007. The shock increased households' inflation expectations during 2006 and actual inflation in 2007. Germans' willingness to purchase durables increased by 34% after the shock, compared to before and to matched households in other European countries not exposed to the VAT shock. Income, wealth effects, or intratemporal substitution cannot explain these results which are, instead, consistent with an intertemporal-substitution channel.


2017 CES-ifo Venice Summer Institute, AEA 2016, New York Fed Workshop on Subjective Expectations, 9th Conference of the International Research Forum on Monetary Policy, NBER ME 2015, 5th Macro Finance Workshop, 2015 Reserve Bank of Australia’s Quantitative Macroeconomics Workshop, Conference on The Price-Stability-Target in the Eurozone and the European Debt Crisis, 2015 Household Economics and Decision-Making Conference Cleveland Fed, 6th Ifo Conference on Macroeconomics and Survey Data, Midwest Macro Meeting 2015, SED 2015, EEA 2015, Bundesbank PHF Workshop, Econometric Society 2015 World Congress, Chicago Junior Macro and Finance meetings, 8th Joint French Macro Workshop
Other versions: SSRN, CES-ifo, BFI, NBER
~Download Paper


Production Networks, Nominal Rigidities and the Propagation of Shocks

Abstract: We develop a multi-sector Calvo model with intermediate inputs to study the quantitative importance of input-output linkages for the real effects of monetary policy. We allow for heterogeneity in frequencies of price adjustments across sectors, in sector size, and in sector importance as supplier to other sectors. Intermediate inputs as well as heterogeneous frequencies of price adjustment increase the persistence of the real effects of monetary policy. Heterogeneity in input-output linkages can amplify or dampen these real effects. We develop intuition for these results in a series of simplified model economies gradually adding degrees of heterogeneity. We calibrate a 350 sector version of the model to the input-output tables from the Bureau of Economic Analysis and use the micro data underlying the producer price index to measure frequencies of price adjustments. While the model predicts that heterogeneous input-output linkages can create stronger real effects, we find that such heterogeneity has no large quantitative effects for the U.S. Heterogeneity in the frequency of price adjustment however creates large real effects.


AEA 2017, Inflation: Drivers and Dynamics Conference 2016, Annual Inflation Targeting Seminar of the Banco Central do Brasil 2016, 2016 Konstanz Conference on Monetary Theory and Policy, Banque de France Conference on Price Setting and Inflation, EEA 2015, SED 2015


Nominal Rigidities and the Granular Origins of Aggregate Fluctuations

Abstract: We study the aggregate propagation of sectoral shocks in a multi-sector New-Keynesian model with intermediate inputs featuring sectoral heterogeneity in price stickiness, sector size, and input-output linkages. Price rigidity distorts the "granular" effect of large sectors on aggregate volatility as well as the "network" effect of central sectors in the production network. This distortion affects both the magnitude of GDP volatility due to sectoral shocks and the identity of sectors driving aggregate fluctuations. Price rigidity does not only create conventional aggregate inertia; it can also distort the sign of fluctuations. Importantly, sector sales are no longer a sufficient statistic for a sector's contribution to aggregate volatility, as in Hulten (1978). We calibrate a 348-sector version of the model to the BEA input-output tables and BLS micro pricing data and find: (i) sectoral heterogeneity of price rigidity alone generates sizable GDP volatility from sectoral shocks; (ii) price rigidity amplifies both the "granular"' and the "network" effects; and (iii) price rigidity alters the identity and relative contributions of the most important sectors for aggregate fluctuations.


NBER ME 2017, SED 2016, LSE Workshop on Networks in Macro and Finance 2017
~Download Paper


Monetary Policy Through Production Networks: Evidence from the Stock Market

Abstract: Monetary policy shocks have a large impact on aggregate stock market returns in narrow event windows around press releases by the Federal Open Market Committee. We use spatial autoregressions to decompose the overall effect of monetary policy shocks into a direct (demand) effect and an indirect (network) effect. We attribute 50%-85% of the overall effect to indirect effects. The decomposition is robust to different sample periods, event windows, and types of announcements. Direct effects are larger for industries selling most of the industry output to end-consumers compared to other industries. We find similar evidence of large indirect effects using ex-post realized cash flow fundamentals. A simple model with intermediate inputs guides our empirical
methodology. Our findings indicate that production networks might be an important propagation mechanism of monetary policy to the real economy.


AEA 2017, NBER ME 2016, NBER SI Impulse and Propagation Mechanisms, 2016 LSE Economic Networks and Finance Conference, Firms in Macroeconomics Conference 2016, SED 2016, 2016 Barcelona Summer Forum: Asset Prices, Finance and Macroeconomics, CEPR Asset Prices and the Macroeconomy Conference, 2016 European Finance Association Annual Meeting, 2016 Texas Finance Festival, 2016 Duke-UNC Asset Pricing Conference, 2016 Adam Smith Asset Pricing Workshop, 2016 Istanbul Conference on Advances in Empirical Macro & Finance, International Conference on Sovereign Bond Markets, Ghent Workshop on Empirical Macroeconomics, 2016 Econometric Society North American Summer Meeting, 2016 European Economic Association Annual Meeting, 2016 University of Washington Summer Finance Conference
Other versions: SSRN, NBER, CES-ifo, BFI
~Download Paper


Monetary Policy Slope and the Stock Market

Abstract: We construct a slope factor from changes in federal funds futures of different horizons. A positive slope signals faster monetary policy tightening and predicts negative excess returns at the weekly frequency. Investors can achieve increases in weekly Sharpe ratios of 20% conditioning on the slope factor. The tone of speeches by the FOMC chair correlates with the slope factor. Slope predicts changes in future interest rates and forecast revisions of professional forecasters, but macro news does not drive the predictability of slope for future excess returns. Our findings show that the path of future interest rates matters for asset prices, and monetary policy affects asset prices throughout the year and not only at FOMC meetings.


AEA 2017, FIRS 2017 Conference, SFS Finance Cavalcade 2017, 2016 European Finance Association Annual Meeting, 2016 Ifo Conference on Macroeconomics and Survey Data, 2017 HEC-McGill Winter Finance Workshop, 2016 European Economic Association Annual Meeting, 2016 Wabash River Conference, 2017 The European Winter Finance Summit
Other versions: SSRN, CES-ifo, NBER, BFI

~Download Paper


Dissecting Characteristics Nonparametrically

Abstract: We propose a nonparametric method to test which characteristics provide independent information for the cross section of expected returns. We use the adaptive group LASSO to select characteristics and to estimate how they affect expected returns nonparametrically. Our method can handle a large number of characteristics, allows for a flexible functional form, and is insensitive to outliers. Many of the previously identified return predictors do not provide incremental information for expected returns, and nonlinearities are important. Our proposed method has higher out-of-sample explanatory power compared to linear panel regressions, and increases Sharpe ratios by 50%.


2017 NBER SI Forecasting and Empirical Methods, 2017 Texas Finance Festival, 2017 Revelstoke Finance Conference, 2016 Santiago Finance Workshop, SFS Finance Cavalcade 2017, FRA Conference 2016, TAU Finance Conference 2016
Other versions: NBER, BFI, CES-ifo, SSRN

~Download Paper


Materials provided are for Educational Use Only. All articles are the sole Copyright of their respective publishers.