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Applications of Textual Analysis for Economics and Finance

Paper Session

Saturday, Jan. 6, 2024 10:15 AM - 12:15 PM (CST)

Convention Center, 303 B/C
Hosted By: American Economic Association
  • Chair: Matteo Iacoviello, Federal Reserve Board

What Triggers Stock Market Jumps

Scott Baker
,
Northwestern University
Nicholas Bloom
,
Stanford University
Steven Davis
,
University of Chicago
Marco Sammon
,
Harvard Business School

Abstract

We examine next-day newspaper accounts of large daily jumps in 16 national stock markets to
assess their proximate cause, clarity as to cause, and the geographic source of the market-moving
news. Our sample of 6,200 market jumps yields several findings. First, policy news – mainly
associated with monetary policy and government spending – triggers a greater share of upward
than downward jumps in all countries. Second, the policy share of upward jumps is inversely
related to stock market performance in the preceding three months. This pattern strengthens in the
postwar period. Third, market volatility is much lower after jumps triggered by monetary policy
news than after other jumps, unconditionally and conditional on past volatility and other controls.
Fourth, greater clarity as to jump reason also foreshadows lower volatility. Clarity in this sense
has trended upwards over the past century. Finally, and excluding U.S. jumps, leading
newspapers attribute one-third of jumps in their own national stock markets to developments that
originate in or relate to the United States. The U.S. role in this regard dwarfs that of Europe and
China.

Do Geopolitical Risks Raise or Lower Inflation?

Dario Caldara
,
Federal Reserve Board
Sarah Conlisk
,
Federal Reserve Board
Matteo Iacoviello
,
Federal Reserve Board
Maddie Penn
,
Yale University

Abstract

Do geopolitical risks raise or lower inflation? Using long-run historical data for 43
countries, we find that geopolitical risks foreshadow high inflation and are accompanied
by lower economic activity, an increase in military spending and in public debt, and a
decline in trade with the rest of the world. Higher geopolitical risks are also associated
with more uncertain inflation and bigger upside risks to inflation. Using a structural VAR
model estimated on global data from the 1970s, we confirm that global geopolitical risks
increase inflation, with the inflationary effect of higher commodity prices and currency
depreciation more than offsetting the deflationary effects of lower consumer sentiment
and tighter financial conditions.

The Origins of Commodity Price Fluctuations

Sarah Mouabbi
,
Bank of France
Evgenia Passari
,
University Paris Dauphine-PSL
Adrien Rousset Planat
,
London Business School

Abstract

We build novel indexes of commodity-price developments by simulating news reading. Our proposed computer-based, narrative approach is flexible and spans all commodity markets, including energy, metals, agricultural and livestock. Empirical evidence indicates that our indexes successfully distinguish between supply and demand. Index-peaks track the post-crisis collapse of commodity markets, market-specific developments, and the recent COVID-19 crisis. The richness of news content allows to further identify key drivers that shape commodity markets, including business cycle effects, geopolitical risk, natural disasters, and climate change. Results indicate that the nature of commodity price movements matters for macroeconomic outcomes and firms’ decisions.
JEL Classifications
  • C0 - General
  • G0 - General