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Research
Law and Economics
- The
Paradox of Declining Female Happiness
Joint with Betsey Stevenson
By most objective measures the lives of women in the United States have
improved over the past 35 years, yet we show that measures of subjective
well-being indicate that women's happiness has declined both absolutely and
relative to male happiness. The paradox of women's declining relative
well-being is found examining multiple countries, datasets, and measures of
subjective well-being, and is pervasive across demographic groups. Relative
declines in female happiness have eroded a gender gap in happiness in which
women in the 1970s typically reported higher subjective well-being than did
men. These declines have continued and a new gender gap is emerging
- one
with higher subjective well-being for men. Our findings raise provocative
questions about the contribution of the women's movement to women's welfare
and about the legitimacy of using subjective well-being to assess broad
social changes.
Press reactions
-
Trends in
Marital Stability
Joint with Betsey Stevenson
Recent reports about the stability of
marriages appear to yield conflicting conclusions.
We reconcile these estimates, showing that data from several sources
uniformly point to increasing marital stability among those married since
the mid-late 1970s.
- Racial Discrimination
Among NBA Referees
Joint with Joe Price
NBER Working Paper #13206
Revise and resubmit, Quarterly Journal of Economics
The NBA provides an intriguing place to test for taste-based discrimination:
referees and players are involved in repeated interactions in a
high-pressure setting with referees making the type of split-second
decisions that might allow implicit racial biases to become evident.
Moreover, the referees receive constant monitoring, and feedback on their
performance. (Commissioner Stern has claimed that NBA referees "are the
most ranked, rated, reviewed, statistically analyzed and mentored group of
employees of any company in any place in the world.") The essentially
arbitrary assignment of refereeing crews to basketball games, and the number
of repeated interactions allow us to convincingly test for own-race
preferences. We find that - even conditioning on player and referee fixed
effects (and specific game fixed effects) - that more personal fouls are
awarded against players when they are officiated by an opposite-race
officiating crew than when officiated by an own-race refereeing crew. These
biases are sufficiently large that we find appreciable differences in
whether predominantly black teams are more likely to win or lose, according
to the racial composition of the refereeing crew.
Press reactions
-
New York Times (pdf)
- Subsequent newspaper
coverage (>100 newspapers)
- TV coverage: ABC News,
CNN,
CNN Headline News,
AP,
ESPN,
CN8,
Daily News
- Radio coverage:
- NPR: Talk of the
Nation, Morning Edition,
Tell Me More,
The
Barbershop
- ESPN:
Dan Patrick (with Charles Barkeley),
Pardon the Interruption,
The SportsBash-segments
1,
2,
3, The
Herd-segments 1,
2
- Across the political spectrum:
Rush Limbaugh; Jesse
Jackson show-segments 1,
2,
3,
4,
5
- AM radio: WPHT-Dom
Giordano; WPHT-Michael Smerconish;
WFNZ;
WPEN,
FAN590,
FAN590 (again).
-
Uses and Abuses
of Empirical Evidence in the Death Penalty Debate
Joint with John J. Donohue
Published, Stanford Law Review (2005) 58:791-846.
Also reprinted in Economics of Criminal Law, Steven Levitt and Thomas
Miles (eds), 2008, Elgar Publishing.
Also available as
NBER Working Paper #11982
Does the death penalty save lives? A surge of recent interest
in this question has yielded a series of papers that purport to show robust
and precise estimates of a substantial deterrent effect of capital
punishment. We assess the various approaches that have been used in this
literature, testing the robustness of these inferences. Specifically, we
start by assessing the time series evidence, comparing the history of
executions and homicides in the United States and Canada, and within the
United States, between executing and non-executing states. We analyze the
effects of the judicial experiments provided by the 1972 Furman and 1976
Gregg decisions and assess the relationship between execution and homicide
rates in state panel data since 1934. We then revisit the existing
instrumental variables approaches and assess two recent state-specific
execution moratoria. In each case, we find that previous inferences of large
deterrent effects based upon specific samples, functional forms, control
variables, comparison groups, or IV strategies are extremely fragile and
that even small changes in specifications yield dramatically different
results. The fundamental difficulty facing the econometrician is that the
death penalty - at least as it has been implemented in the United States -
is applied so rarely that the number of homicides that it can plausibly have
caused or deterred cannot be reliably disentangled from the large
year-to-year changes in the homicide rate caused by other factors. As such,
short samples and particular specifications may yield large but spurious
correlations. We conclude that existing estimates appear to reflect a small
and unrepresentative sample of the estimates that arise from alternative
approaches. Sampling from the broader universe of plausible approaches
suggests not just reasonable doubt about whether there is any deterrent
effect of the death penalty, but profound uncertainty - even about its sign.
Link to Donohue and Wolfers dataset (and
other death penalty data).
An executive summary;
Paul Rubin's response; And
our rejoinder,
followed by his rejoinder.
Press reactions:
-
New York Times
- Sydney
Morning Herald
- AP report
(picked up by about 200 newspapers)
- NPR News
and Notes (mp3)
-
Chronicle
of Higher Education
- My
Washington Post oped with Cass Sunstein (background
info)
-
Marriage and Divorce: Changes and their Driving Forces
Joint with Betsey
Stevenson Published, Journal of Economic Perspectives,
21(2) 27-52, Spring 2007.
Previously:
NBER Working Paper #12994
We document marriage and divorce behavior, comparing trends through the past
150 years and outcomes across demographic groups and countries. While
divorce rates have risen over the past 150 years, they have been falling for
the past quarter century. Marriage rates have also been falling, but more
strikingly, the importance of marriage at different points in the life cycle
has changed, reflecting rising age at first marriage, rising divorce
followed by high remarriage rates, and a combination of increased longevity
with a declining age gap between husbasnds and wives. Cohabitation has also
become increasingly important, emerging as a widely used step on the path to
marriage. Out-of-wedlock fertility has also risen, consistent with
declining "shotgun marriages". Compared with other countries, marriage
maintains a central role in American life. We then turn to documenting some
of the driving forces causing these changes in the marriage market: the rise
of the pill and women's control over their own fertility; sharp changes in
wage structure, including a rise in inequality and partial closing of the
gender wage gap; dramatic changes in home production technologies; and the
emergence of the internet as a new matching technology. Finally, we discuss
how these facts should inform family policy debates.
Press reactions:
-
New York Times
(html)
-
Knowledge at
Wharton (with mp3 podcast)
-
Australian
Financial Review (original)
-
NBER Digest
-
Wall Street Journal
-
Washington Post
-
Jet magazine
-
Santa Cruz
Sentinel
- Radio:
The Al
Sharpton Show
-
Bargaining in the Shadow of the Law:
Divorce Laws and Family Distress
Joint with Betsey
Stevenson Published, Quarterly Journal of Economics
121(1), February 2006
- Over the past thirty years changes
in divorce law have significantly increased access to divorce.
The different timing of divorce law reform across states provides
a useful quasi-experiment with which to examine the effects of
this change. We analyze state panel data to estimate changes in
suicide, domestic violence and spousal murder rates arising from
the change in divorce law. Suicide rates are used as a
quantifiable measure of happiness and well-being, albeit one that
focuses on the extreme lower tail of the distribution. We find a
large, statistically significant, and econometrically robust
decline in the number of women committing suicide following the
introduction of unilateral divorce. No significant effect is
found for men. Domestic violence is analyzed using both data on
family conflict resolution, and intimate homicide rates. The
results indicate a large decline in domestic violence for both
men and women in states that adopted unilateral divorce. We find
suggestive evidence that unilateral divorce led to a decline in
females murdered by their partners, while the data revealed no
discernible effects for men murdered. In sum, we find strong
evidence that legal institutions have profound real effects on
outcomes within families.
(Previously circulated under the title "Til Death
Do Us Part: The Effects of Divorce Laws on Suicide, Domestic
Violence and Intimate Homicide") Link to Data appendix, dataset and Stata
programs.
Press reactions:
- Summarized in
NBER Digest
(html) -
The Washington
Post (reprinted in Times Record News, Naples Daily
News,
The Milwaukee Journal Sentinel, The Cincinnati Post et.
al.) -
The Chicago
Tribune (reprinted in The Baltimore Sun)
- NPR
Morning Edition (mp3)
-
Slate (excerpting Tim Harford's "The Logic of
Life")
-
Did Unilateral Divorce Raise
Divorce Rates?
A Reconciliation and New Results
Published, American Economic Review, 96(5), December 2006, 1802-1820.
Previously:
NBER Working Paper #10014 (contains model)
Becker has argued that the rise in divorce rates over the
last thirty years does not reflect liberalized divorce laws.
His argument rests on a basic application of the Coase theorem
to marital bargaining. Each iteration of the ensuing empirical
literature has come to a different conclusions. This paper
reconciles these various estimates, showing that differences
reflect a failure to carefully consider both the political
endogeneity of these decisions, and the dynamic response of
divorce rates to a regime change. New estimates suggest that
unilateral divorce laws led to a large increase in divorce
rates that lasted about a decade, followed by a significant
reversal.
Link to Data appendix, dataset and Stata
programs.
Press reactions: -
The
Chicago Tribune
-
Legal Affairs Debate
- NPR Morning Edition (mp3)
- Slate
(excerpting Tim Harford's "The Logic of Life")
Labor Markets
-
The Role of Shocks and Institutions in the Rise of
European Unemployment: The Aggregate
Evidence
Joint with Olivier Blanchard
Published, Economic Journal, March 2000
Previously: NBER Working Paper
7282Two key facts about European unemployment must be explained:
the rise in unemployment since the 1960s, and the heterogeneity
of individual country experiences. While adverse shocks
can potentially explain much of the rise in unemployment, there
is insufficient heterogeneity in these shocks to explain
cross-country differences. Alternatively, while
explanations focusing on labor market institutions explain
cross-country differences well, many of these institutions
pre-date the rise in unemployment. Based on a panel of
institutions and shocks for 20 OECD nations since 1960, we find
that the interaction between shocks and institutions is crucial
to explaining both stylized facts. Our first
specification assumes that there are common, but unobservable,
shocks across countries; we find that these shocks have a
larger and more persistent effect in countries with poor labor
market institutions. Our second specification constructs
series for the macro shocks, and again finds evidence that the
same size shock has differential effects on unemployment when
labor market institutions differ. These findings suggest
that institutions determine the relevance of the unemployed to
wage-setting, thereby determining the evolution of equilibrium
unemployment rates following a shock.
Link to Dataset and
Data Appendix
Press reactions:
- Employment Protection and Job Flows:
Evidence from Seasonal Cycles
Accepted subject to minor revision, Economic Inquiry
Theory implies that employment protection will unambiguously
decrease job flows. However, cross-country comparisons of annual
rates of job reallocation seem to show that employment protection
has no discernible effect on job flows. This paper presents a
model that shows that employment protection does not
significantly alter a firm’s response to highly persistent
shocks such as those present in annual data. By contrast,
quarterly job flows will reflect highly transitory shocks such as
those associated with the seasonal cycle. It is here that
employment protection should reduce job flows. Testing this
hypothesis requires a consistent set of cross-country set of
quarterly job flows. In the absence of such data, this
paper takes a novel approach, manipulating available household
survey data. Specifically, a measure of job flows caused by the
seasonal cycle is constructed. Analyzing these flows across 14
OECD countries, employment protection is shown to have
significant and economically meaningful effects on job flows.
Indeed, the size of the effect is sufficient to confirm Blanchard
and Portugal’s hypothesis that it is employment protection
that explains the different pattern of labor turnover between
Portugal and the USA.
Positive Political
Economy
-
Party
Influence in Congress and the Economy
Joint with
Erik Snowberg and
Eric Zitzewitz
Published, Quarterly Journal of Political Science, 2(3) 277-286,
August 2007.
Previously:
NBER Working Paper #12751
To understand the extent to which partisan majorities in Congress influence
economic policy, we compare financial market responses in recent midterm
elections to Presidential elections. We use prediction markets tracking
election outcomes as a means of precisely timing and calibrating the arrival
of news, allowing substantially more precise estimates than a traditional
event study methodology. We find that equity values, oil prices, and
Treasury yields are slightly higher with Republican majorities in Congress,
and that a switch in the majority party in a chamber of Congress has an
impact that is only 10-30 percent of that of the Presidency. We also find
evidence inconsistent with the popular view that divided government is
better for equities, finding instead that equity valuations increase
monotonically, albeit slightly, with the degree of Republican control.
Link to Dataset and Data Appendix
Press reactions:
-
New York Times (html)
-
Podcast:
Interview with New York Times (mp3)
- Bloomberg
TV's "Money and Politics" (avi)
-
Partisan Impacts on the Economy: Evidence from Prediction Markets and Close
Elections Joint with
Erik Snowberg and
Eric Zitzewitz
Published,
Quarterly Journal of Economics, May 2007, 122(2) 807-829.
Previously:
NBER Working Paper #12073
Political economists interested in discerning the effects of election
outcomes on the economy have been hampered by the problem that economic
outcomes also influence elections. We sidestep these problems by analyzing
movements in economic indicators caused by clearly exogenous changes in
expectations about the likely winner during election day. Analyzing high
frequency financial fluctuations on November 2 and 3 in 2004, we find that
markets anticipated higher equity prices, interest rates and oil prices and
a stronger dollar under a Bush presidency than under Kerry. A similar
Republican-Democrat differential was also observed for the 2000 Bush-Gore
contest. Prediction market based analyses of all Presidential elections
since 1880 also reveal a similar pattern of partisan impacts, suggesting
that electing a Republican President raises equity valuations by
2‑3 percent, and that since Reagan, Republican Presidents have tended to
raise bond yields.
Link to Dataset and Data Appendix
Press reactions: -
NBER
Digest (html)
-
Bloomberg (html)
-
Wall Street
Journal
-
Wall Street Journal Econoblog
(html)
-
Wall
Street Journal (again) (html)
- Using Markets
to Inform Policy: The Case of the Iraq
War
Joint with Eric Zitzewitz
Forthcoming, Economica
Market prices incorporate large amounts of information, and our
aim in this paper is to demonstrate that prediction markets can
help extract this information, prospectively allowing this
aggregated expertise to inform policy decisions in
real-time. We
provide a case study, exploiting data from a market trading in
contracts which paid off if Saddam Hussein was removed as
leader of Iraq, to learn about financial market
participants’ expectations of the consequences of the
2003 Iraq war. We
conducted an ex-ante analysis, which we disseminated before the
war, finding that a 10 percent increase in the probability of
war was accompanied by a $1 increase in spot oil prices that
futures markets suggested was expected to dissipate
quickly. Equity
prices movements implied that the same shock led to a
1½ percent decline in the S&P 500. Further, the existence of
widely-traded options allows us to back out the entire
distribution of market expectations of the war’s
near-term effects, finding that these large effects reflected a
negatively skewed distribution, with a substantial probability
of an extremely adverse outcome. The flow of war-related news
through our sample explains a large proportion of daily oil and
equity price movements. Subsequent analysis suggests
that these relationships continued to hold
out-of-sample. Our
analysis also allows us to characterize which industries and
countries were most sensitive to war news, and when the war
turned out somewhat better than ex-ante expectations, these
sectors recovered, confirming these cross-sectional
implications. We
highlight the particular features of this case study that make
it particularly amenable to this style of policy analysis, and
discuss some of the issues in applying this method to other
policy contexts.
This paper incorporates much of the material in the
following paper, which was produced prior to the war in
Iraq:
Press reactions:
- The New York Times
(html)
- Reprinted in Sydney Morning Herald,
Houston
Chronicle,
Moscow Times
- The Australian
(html)
- ABC Radio National
interview (transcript , listen
here)
- CBS
MarketWatch -
Wired (html)
- Sacramento Business
Journal (html)
- Boston Globe
- The Age (html)
- Chartered Financial Analyst
- Algemeen Dagelad (in
Dutch)
Are voters rational? Standard agency theory suggests that
rational voters will seek to re-elect politicians who deliver
favorable outcomes. A second implication is that it makes little
sense to re-elect politicians following good outcomes that are
not a reflection of their competence. Indeed, rational voters
will filter such exogenous shocks from their assessments in order
to avoid electing incompetent, but lucky, politicians. This paper
measures the extent to which voters in state gubernatorial
elections irrationally attribute credit to the state governor for
economic fluctuations unrelated to their actions. Simple tests of
relative performance evaluation reveal that voters evaluate their
state’s economic performance relative to the national
economy. However, this is only evidence of rule-of-thumb
performance filtering. More sophisticated tests reveal that
voters in pro-cyclical states are consistently fooled into
re-electing incumbents during national booms, only to dump them
during national recessions. Similarly, voters in oil-producing
states tend to re-elect incumbent governors during oil price
rises, and vote them out of office when the oil price drops.
Consonant with an emerging behavioral literature, this suggests
that voters make systematic attribution errors and are best
characterized as quasi-rational.
Prediction Markets
- The Promise of
Prediction Markets
Arrow, Forsythe, Gorham, Hahn, Hanson, Ledyard, Levmore, Litan, Milgrom,
Nelson, Neumann, Ottaviani, Schelling, Shiller, Smith, Snowberg, Sunstein,
Tetlock, Tetlock, Varian, Wolfers and Zitzewitz
Published, Science, 320, p.877, May 16 2008.
Reviews the extant literature on prediction markets, and how they can be
harnessed for use in both public policy and business settings. We
assess current legal impediments to the adoption of prediction markets, and
describe how CFTC regulation may create a more useful regulatory
environment.
-
Using Prediction Markets to Track Information Flows: Evidence from Google
Joint with Bo Cowgill and Eric Zitzewitz
In the last 2.5 years, Google has conducted the largest corporate experiment
with prediction markets we are aware of. In this paper, we illustrate how
markets can be used to study how an organization processes information. We
document a modest optimistic bias in Google's markets. Newly hired employees
are on the optimistic side of these markets, and optimistic biases are
significantly more pronounced on days when Google stock is appreciating. We
find strong correlations in trading for those who sit within a few feet of
one another; social networks and work relationships also play a secondary
explanatory role. The results are interesting in light of recent research on
the role of optimism in entrepreneurial firms, as well as recent work on the
importance of geographical and social proximity in explaining information
flows in firms and markets.
Press reactions:
- Prediction Markets
in Theory and Practice
Joint with Eric Zitzewitz
Forthcoming, The New Palgrave Dictionary of Economics, 2nd ed. Larry
Blume and Steve Durlauf (eds.)
Previously:
NBER Working Paper #12083
Prediction Markets, sometimes referred to as "information markets," "idea
futures" or "event futures", are markets where participants trade contracts
whose payoffs are tied to a future event, thereby yielding prices that can
be interpreted as market-aggregated forecasts. This article summarizes the
recent literature on prediction markets, highlighting both theoretical
contributions that emphasize the possibility that these markets efficiently
aggregate disperse information, and the lessons from empirical applications
which show that market-generated forecasts typically outperform most
moderately sophisticated benchmarks. Along the way, we highlight areas ripe
for future research.
Link to a
video of a talk given to the New Horizons in Science Briefing.
A review of the field of prediction markets on "This
week in Science" (mp3 file)
- Macroeconomic Derivatives: An Initial Analysis of Market-Based Macro
Forecasts, Uncertainty and Risk
Joint with Refet Gurkaynak
Published,
NBER International Seminar on Macroeconomics, 2005.
Previously: NBER Working Paper #11929
In September 2002, a new market in
"Economic Derivatives" was launched
allowing traders to take positions on future values of several macroeconomic
data releases. We provide an initial analysis of the prices of these
options. We find that market-based measures of expectations are similar to
survey-based forecasts although the market-based measures are somewhat more
accurate better predict financial market responses to surprises in data.
These markets also provide implied probabilities of the full range of
specific outcomes, allowing us to measure uncertainty, assess its driving
forces, and comparing this measure of uncertainty with the dispersion of
point-estimates among individual forecasters (a measure of disagreement).
We also assess the accuracy of market-generated probability density
forecasts. A consistent theme is that few of the behavioral anomalies
present in surveys of professional forecasts survive in equilibrium, and
these markets are remarkably well calibrated. Finally we assess the role of
risk, finding little evidence that risk-aversion drives a wedge between
market prices and probabilities in this market.
Link to
Dataset and
Data Appendix
Simplified version:
San Francisco Economic Letter
Published discussions
by Chris Carroll and Adam Szeidl
Press reactions:
- NBER Digest
-
International Herald Tribune
-
Bloomberg TV "Bloomberg on Markets"
- Explaining the
Favorite-Longshot Bias: Is it Risk-Love, or Misperceptions?
Joint with Erik Snowberg
The favorite-longshot bias presents a challenge for theories of decision
making under uncertainty: This longstanding empirical regularity is that
betting odds provide biased estimates of the probability of a horse winning,
and longshots are overbet, while favorites are underbet. Neoclassical
explanations have rationalized this puzzle by appealing to rational gamblers
who overbet longshots due to risk-love, or alternatively information
asymmetries. The competing behavioral explanations emphasize the role of
misperceptions of probabilities. We provide a novel empirical test that can
differentiate these competing theories, focusing on the pricing of compound
or "exotic" bets. We test whether the model that best explains gamblers'
choices in one part of their choice set (betting to win) can also
rationalize decisions over a wider choice set, including betting in the win,
exacta, quinella or trifecta pools. We have a new large-scale dataset
ideally suited to test these predictions and find evidence in favor of the
view that misperceptions of probability drive the favorite-longshot bias, as
suggested by Prospect Theory. Along the way we provide more robust evidence
on the favorite-longshot bias, falsifying the conventional wisdom that the
bias is large enough to yield profit opportunities (it isn't) and that it
becomes more severe in the last race (it doesn't).
Press reactions:
-
The Guardian Newspaper
-
Interpreting Prediction Market Prices as Probabilities
Joint with Eric Zitzewitz
Revise and resubmit, Review of Economics and Statistics
NBER Working Paper #12200
While most empirical analysis of prediction markets treats
prices of binary options as predictions of the probability of future events,
Manski (2004) has recently argued that there is little existing theory
supporting this practice. We provide relevant analytic foundations,
describing sufficient conditions under which prediction markets prices
correspond with mean beliefs. Beyond these specific sufficient conditions,
we show that for a broad class of models prediction market prices are
usually close to the mean beliefs of traders. The key parameters driving
trading behavior in prediction markets are the degree of risk aversion and
the distribution on beliefs, and we provide some novel data on the
distribution of beliefs in a couple of interesting contexts. We find that
prediction markets prices typically provide useful (albeit sometimes biased)
estimates of average beliefs about the probability an event occurs.
- Five Open Questions
About Prediction Markets
Joint with Eric Zitzewitz
Published, Information Markets: A New Way of Making Decisions in the
Public and Private Sectors, AEI-Brookings Press, eds: Robert Hahn and Paul
Tetlock.
Previously:
NBER Working Paper #12060
Final chapter;
Whole book.
Interest in prediction markets has increased in the last decade, driven
in part by the hope that these markets will prove to be valuable tools in
forecasting, decision-making and risk management - in both the public and
private sectors. This paper outlines five open questions in the literature,
and we argue that resolving these questions is crucial to determining
whether current optimism about prediction markets will be realized.
-
Prediction Markets
Joint with Eric Zitzewitz
Published, Journal of Economic Perspectives, 18(2), Spring 2004.
Previously: NBER Working Paper #10504
We analyze the extent to which simple markets can be used to aggregate
disperse information into efficient forecasts of unknown future events. Drawing together data from a range of prediction
contexts, we show that market-generated forecasts are typically fairly
accurate, and they outperform most moderately sophisticated benchmarks. Carefully designed contracts can yield insight
into the market's expectations about not only probabilities, means and
medians, and also uncertainty about these parameters.
Moreover, conditional markets can effectively reveal the market's beliefs
about regression coefficients, although we still have the usual problem of
disentangling correlation from causation.
We discuss a number of market design issues and highlight domains in which
prediction markets are most likely to be useful.
Press
reactions: -
The Economist (html) -
Science News
- Time
Magazine -
CBS Market Watch (html) -
NBER
Digest (html) -
Securities
Industry News -
Melbourne Age
- Bloomberg radio
(mp3)
-
Washington Post
- Public
Radio International: Fair Game (mp3)
-
Prediction Markets: Does Money Matter?
Joint with Emile Servan-Schreiber, David Pennock and Brian Galebach
Electronic Markets, 14(3), September 2004.
The accuracy of prediction markets has been
documented for both markets based on real-money and those based on
play-money. To test how much extra accuracy can be obtained by using real
money versus play-money, we set up a real-world on-line experiment pitting
the predictions of TradeSports.com (real-money) against those of
NewsFutures.com (play-money) regarding American Football outcomes during the
fall/winter 2003 NFL season. As expected, both types of markets exhibited
significant prediction powers, and remarkable performance compared to
individual humans. But, perhaps surprisingly, the play-money markets did not
perform any worse than the real-money markets. We speculate that this result
reflects two opposing forces: real-money markets may better motivate
information discovery while play-money market may yield more efficient
information aggregation.
-
Behavioral Finance in Sports
Betting Markets
In progress
Press reactions:
Macroeconomics
-
Economic Growth and Subjective Well-Being: Reassessing the Easterlin Paradox
Joint with Betsey Stevenson
Prepared for Brookings Papers on Economic Activity, Spring 2008.
The "Easterlin Paradox" suggests that there is no link between the level of
economic development of a society and average levels of happiness. We
return to Easterlin's question: "Will raising the incomes of all increase
the happiness of all?" and analyze multiple rich datasets spanning recent
decades and a broader array of countries. We establish a clear
positive link between GDP and average levels of subjective well-being across
countries with no evidence of a satiation point beyond which wealthier
countries have no further increases in subjective well-being.
Moreover, we show that this relationship is consistent with the relationship
between income and happiness within countries, suggesting a minimal role for
relative income comparisons as drivers of happiness. Finally, we
examine the relationship between changes in subjective well-being and income
over time within countries, finding that economic growth has been associated
with rising happiness.
Press reactions:
-
Aggregate Shocks or
Aggregate Information? Costly Information and Business Cycle
Comovement (Appendix)
Joint with Laura Veldkamp
Published, Journal of Monetary Economics, 54: 37-55, September 2007.
NBER Working Paper #12557
When similar patterns of expansion and contraction are observed across
sectors, we call this a business cycle. Yet explaining the similarity and
synchronization of these cycles across industries remains a puzzle. Whereas
output growth across industries is highly correlated, identifiable shocks,
like shocks to productivity, are far less correlated. While previous work
has examined complementarities in production, we propose that sectors make
similar input decisions because of complementarities in information
acquisition. Because information about driving forces has a high fixed cost
of production and a low marginal cost of replication, it can be more
efficient for firms to share the cost of discovering common shocks than to
invest in uncovering detailed sectoral information. Firms basing their
decisions on this common information make highly correlated production
choices. This mechanism amplifies the effects of common shocks, relative to
sectoral shocks.
-
Disagreement About Inflation
Expectations
Joint with Greg Mankiw
and Ricardo Reis
Published, NBER
Macroeconomics Annual (2003).
Previously: NBER Working Paper version #9796
Analyzing 50 years of inflation expectations data from several
sources, we document substantial disagreement among both
consumers and professional economists about expected future
inflation. Moreover,
this disagreement shows substantial variation through time,
moving with inflation, the absolute value of the change in
inflation, and relative price variability. We argue that a satisfactory
model of economic dynamics must speak to these important business
cycle moments.
Noting that most macroeconomic models do not endogenously
generate disagreement, we show that a simple
“sticky-information” model broadly matches many of
these facts.
Moreover, the sticky-information model is consistent with other
observed departures of inflation expectations from full
rationality, including autocorrelated forecast errors and
insufficient sensitivity to recent macroeconomic news.
- Institutional Determinants of Inflation
Expectations
Work in progress with Greg Mankiw and Ricardo Reis
A growing literature on monetary institutions suggests that a
key feature is the ability of the central bank to clearly and
credibly communicate its intentions and policy actions to the
public. We exploit a unique dataset containing the
inflation and output expectations of senior executives in 40
countries over the past twenty years to ask how the inflation
expectations formation process is shaped by institutions such as
central bank independence, the adoption of an inflation target,
monetary unions or a currency peg.
Australia:Mostly Economics, Some Politics
- Happiness and the Human
Development Index: Australia is Not a Paradox
Joint with Andrew Leigh
Published, Australian Economic Review, June 2006.
Previously:
NBER Working Paper #11925
(includes useful data appendix)
In "Happiness and the Human
Development Index: The Paradox of Australia," Blanchflower and Oswald (2005) observe an apparent puzzle: they claim that
Australia ranks highly in the Human Development Index (HDI), but relatively
poorly in happiness. However, when we compare their happiness data with the
HDI, Australia appears happier, not sadder, than its HDI score would
predict. This conclusion also holds when we turn to a larger cross-national
dataset than the one used by Blanchflower and Oswald, when we analyse life
satisfaction in place of happiness, and when we measure development using
GDP per capita in place of the HDI. Indeed, in the World Values Survey,
only one other country (Iceland) has a significantly higher level of both
life satisfaction and happiness than Australia. Our findings accord with
numerous cross-national surveys conducted since the 1940s, which have
consistently found that Australians report high levels of wellbeing.
Link to dataset and Stata programs
Blanchflower and
Oswald's original paper
Blanchflower and
Oswald's rejoinder Press reactions: -
The Guardian -
The Australian (html) -
The Adelaide Advertiser -
The Australian Financial Review
- Sydney Morning Herald
- Competing Approaches to Forecasting Elections:
Economic Models, Opinion Polling and Prediction Markets
Joint with Andrew Leigh
Published,
Economic Record 82(258), September 2006.
NBER Working Paper #12053
(contains data appendices)
We review the efficacy of three approaches to
forecasting elections: econometric models that project outcomes on the basis
of the state of the economy; public opinion polls; and election betting
(prediction markets). We assess the efficacy of each in light of the 2004
Australian election. This election is particularly interesting both because
of innovations in each forecasting technology, and also because the
increased majority achieved by the Coalition surprised most pundits. While
the evidence for economic voting has historically been weak for Australia,
the 2004 election suggests an increasingly important role for these models.
The performance of polls was quite uneven, and predictions both across
pollsters, and through time, vary too much to be particularly useful.
Betting markets provide an interesting contrast, and a slew of data from
various betting agencies suggests a more reasonable degree of volatility,
and useful forecasting performance both throughout the election cycle and
across individual electorates.
Press reactions:
-
The Australian
Financial Review
-
The Melbourne Age
-
The Sydney Morning
Herald
- Three Tools for Forecasting Federal Elections:
Lessons from 2001
Joint with Andrew
Leigh Published, Australian Journal of Political Science July
2002 (Lead article) Previously: Stanford GSB
Working Paper #1723
How best to predict Australian
federal election results? We analyze three forecasting tools –
opinion polls, economic models, and betting odds. Historically, we find that
opinion polls taken close to the election are quite accurate,
while economic models provide better medium-run
forecasts. The 2001
election largely follows this pattern, although the economic
models provided more accurate projections than recorded through
the 1990s. Against
these, we compare betting odds, analyzing a rich data source from
one of Australia’s largest bookmakers,
Centrebet. The
betting market not only correctly forecast the election outcome,
but also provided very precise estimates of outcomes in a host of
individual electorates. Betting fluctuations provide an
intriguing quantitative record of the shifting fortunes of the
campaign. We
conclude that – particularly in marginal seats – the
press may have better served its readers by reporting betting
odds than by conducting polls.
Press reactions:
-The
Australian
-Sydney Morning Herald
-Keskusta
(Finland)
-Stanford Business Review
-Rolling Good
Times
-San Jose
/ Silicon Valley Business Journal (
html)
-Wired
(html)
-Melbourne Herald-Sun
-Melbourne Herald Sun (again)
-National Gaming
Summary
-The
Australian (again)
-Sydney
Morning Herald (again)
Conference
Discussions
- Discussion of
González and
Özcan
"The Risk of Divorce and Household Saving Behavior"
by
Libertad González and Berkay Özcan
IFN Conference on Family, Children and Work, Stockholm, May 22, 2008
-
Discussion of Greenwood and Guner
"Marriage and Divorce Since World War II: Analyzing the Role of Technological
Progress on the Formation of Households"
by Jeremy Greenwood and Nezih Guner
NBER Macroeconomics Annual, April 4, 2008.
- Discussion of
Gil and Levitt
"Testing the Efficiency of Markets in the 2002 World Cup"
by Ricard Gil and Steven Levitt
American Economic Association Meetings, New Orleans, January 4, 2008.
- Discussion of Blinder and Morgan
"Do Monetary Policy Committees Need Leaders? A Report on an Experiment"
by Alan Blinder and John Morgan
American Economic Association Meetings, New Orleans, January 4, 2008.
- Discussion of Broz, Frieden and Weymouth
"Exchange-Rate Policy Attitudes: Direct Evidence from Survey Data"
by J. Lawrence Broz, Jeffry Frieden and Stephen Weymouth
IMF Annual Research Conference, Washington DC, November 15, 2007
- Discussion of
Abrams
"Do Judges Vary in their Treatment of Race?"
by David Abrams, Marianne Bertrand and Sendhil Mullainathan
Conference on Empirical Legal Studies, New York, November 9, 2007.
- Discussion of Olken and
Barron
"The Simple Economics of Extortion: Evidence from Trucking in Aceh"
by Ben Olken and Patrick Barron
NBER Economics of Crime Working Group, Cambridge, September 14, 2007.
- Discussion of Fischman
"Decision-Making Under a Norm of Consensus: A Structural Analysis of Three-Judge Panels"
by Joshua Fischman
NBER Summer Institute - Law and Economics, Cambridge,
July 31, 2007.
- Discussion of DellaVigna and La Ferrara
"Detecting Illegal Arms Trade"
by Stefano DellaVigna and Eliana La Ferrara
NBER Summer Institute - Political Economy, Cambridge, July 17, 2007.
- Comments on
Prediction Market Accuracy
Comments cover three papers:
1. "Bookmaker and Pari-Mutuel Betting: Is a (Reverse) Favourite-Longshot Bias
Built-in?", by Alexander Koch and Hui-Fai Shing
2. "Public Signal Bias and Prediction Market Accuracy", by Tom Gruca and Joyce
Berg
3. "Ignorance Prior Bias in Prediction Markets", by Lionel Page
Workshop on The Growth of Gambling and Prediction Markets: Economic and
Financial Implications, U.C. Riverside, May 21, 2007.
- Comments on Gender
Discrimination
Comments cover two papers:
1. "Do Women in Top Corporate Management and Governance Help Women to Advance?",
by Lois Joy and Sarah Lang
2. "Women in Science - Fulfillment or Frustration?", by Sara Connolly and Susan
Long
Society of Labor Economists Annual Meetings, Chicago, May 4, 2007.
- Discussion of
Durlauf, Navarro and Rivers
"Notes on the Econometric Analysis of Crime"
by Steven Durlauf, Salvador Navarro and David Rivers
Workshop on Understanding Crime Trends, Committee on Law and Justice,
National Academies of Science and Engineering, Washington D.C., April 24, 2007.
- Discussion of Rothstein
and Yoon
"Mismatch in Law School" and
"Affirmative Action in Law School Admissions: What Do Racial Preferences Do?"
by Jesse Rothstein and Albert Yoon
NBER Law and Economics Spring Meeting, Cambridge, March 1, 2007.
-
Discussion of Foster, Haltiwanger and Krizan
"The Evolution of National Retail Chains: How We Got Here"
by Lucia Foster, John Haltiwanger, and CJ Krizan
American Economic Association Meetings, Chicago, January 7, 2007.
- Discussion of Akabayashi
"Who Suffered from Superstition in the Marriage Market: The Case of Hinoeuma in
Japan"
by Hideo Akabayashi
American Economic Association Meetings, Chicago, January 7, 2007.
-
Discussion of
Faggio, Salvanes and Van Reenen
"Understanding the Evolution of Wage and Productivity Dispersion: Cross Country
Evidence"
by Giulia Faggio, Kjell Salvanes and John Van Reenen
Global Network on Inequality Conference on "New Directions in Inequality and
Stratification", Princeton, April 8, 2006.
-
Discussion of Aguiar and Hurst
"Measuring Trends in Leisure: The Allocation of Time over Five Decades"
by Mark Aguiar and Erik Hurst
San Francisco Federal Reserve Bank Conference on "Labor Markets and the
Macroeconomy", San Francisco, March 3, 2006.
- Discussion of Fisman,
Iyengar, Kamenica and Simonson
"Dating Markets - Theory and Experimental Evidence"
by Ray Fisman, Sheena Iyengar, Emir Kamenica and Itamar Simonson
American Economic Association meetings, Boston, January 6, 2006.
- Discussion of Clark and
Etile
"Values, Votes and Slopes - Political Behavior and the Marginal Utility of
Income"
by Andrew Clark and Fabrice Etile
American Economic Association Meetings, Boston, January 6, 2006.
- Discussion of Barth, Li,
McCarthy, Phumiwasana and Yago
"Economic Impacts of Global Terrorism: From Munich to Bali"
by James Barth, Tong Li, Don McCarthy, Triphon Phumiwasana and Glenn Yago
American Economic Association Meetings, Boston, January 8, 2006.
- Comments on Careers and
Advancements within Firms
Comments cover 3 papers:
1. "Promotions, State Dependence and Intrafirm Job Mobility: Insiders vs. New
Hires", by Pablo Acosta
2. "Three Forms of Inequality: Advantage, the Absence of Advantage, and
Disadvantage", by Nancy DiTomaso, Corinne Post, Randall Smith, George Farris,
Rene Cordero
3. "Career System Practices: An Examination of Factors Affecting the Development
of Managerial Capital", by Schalon Harrison Newton.
Wharton Careers and Career Transitions: New Evidence for a New Economy,
Philadelphia, June 24 2005.
- Comments on Retirement
Modeling
Comments cover 5 papers:
1. "Estimating early retirement with private alternatives", by Matias
Eklof and Daniel Hallberg
2. "Welfare Effects of Social Security Reforms Across Europe: the case of France
and Italy", by Raquel Fonseca and Thepthida Sopraseuth
3. "A Qualitative Investigation of the Laffer Curve on the Continued Work Tax:
The French Case", by Francois Langot, Jean-Olivier Hairault, and
Thepthida Sopraseuth
4. "Labor Force Participation Dynamics and Social Security Claiming Decisions",
by Pierre-Carl Michaud
5. "Back to Work: Expectations and Realizations of Work after Retirement", by
Nicole Maestas
EALE/SOLE Joint Annual Meetings, June 4, 2005.
-
Discussion of Grant and Koeniger
"Redistributive Taxation and Bankruptcy in US States"
by Charles Grant and Winfried Koeniger
IZA Workshop on Labor Market Institutions, December 3,
2004.
-
Discussion of Aakvik, Salvanes and
Vaage
"Measuring Heterogeneity in the Returns to Education
in Norway Using Educational Reforms"
by Arild Aakvik, Kjell Salvanes and Kjell Vaage
ZEW Evaluation Conference, Mannheim Germany, October 22,
2004
-
Discussion of Bertrand, Kramarz, Schoar and
Thesmar
"Politically-Connected CEOs and
Corporate Outcomes: Evidence from France"
by Marianne
Bertrand, Francis Kramarz, Antoinette Schoar and David
Thesmar
European Summer Symposium in Labour Economics, September 18,
2004
- Discussion of Prat and Stromberg
"State Television and Voter Information"
by Andrea
Prat and David Stromberg
Stanford Conference on the Media and Economic Performance, March 6, 2004.
-
Discussion of Gibbs, Ierulli and Meyersson
Milgrom
"Careers in Firm & Occupational Labor
Markets",
by
Michael Gibbs, Kathryn
Ierulli and Eva Meyersson Milgrom
Society of Labor Economists Annual Meetings,
September 27, 2003.
-
"The Business of Sports: An Introduction to Sports
Economics"
Presentation to the Young President's Organization for discussion
by a panel including Bill Walsh, Mike Sullivan, Jim Plunkett,
Rick Barry, Jamie Baker, Dennis Gilbert and Larry Baer.
San Jose Sharks Stadium, February 6, 2003.
- Comments on Kubik and Moran
"Lethal Elections: Gubernatorial Politics and the Timing of
Elections"
Econometric Society (ASSA) Meetings, Washington DC, January 5,
2003.
- Comments on Dieppe, Henry and McAdam
"Labour Market Dynamics in the Euro Area: A Model-Based
Sensitivity Analysis"
by Alistair Dieppe, Jerome Henry and Peter McAdam (ECB)
Monetary Policy and the Labor Market in the US, the Euro-area
and Japan. A Conference in Honor of James Tobin. New York,
November 22, 2002.
- Comments on "Correlates and Consequences of Domestic Violence for
Low-Income Women"
Comments cover three papers:
1. "Child Support Enforcement and Domestic Violence among
Non-Cohabiting Couples", by Angela Fertig, Sara McLanahan and Irv
Garfinkel
2. "Domestic Violence Over Time: What Does It Mean For Child And
Adolescent Functioning In Low-Income Families?", by Brenda
Lohman, Elizabeth Votruba-Drzal and Lindsay Chase-Lansdale
3. "Does Employment Protect Women From Domestic Violence?", by
Christina Gibson, Katherine Magnuson, Lisa Gennetian and Greg
Duncan
APPAM annual conference, Dallas, November 7 2002.
- Comment on
Ziedonis
"When the Giants' Shoulders are Crowded: Fragmented Rights and Patent Strategies
in Semiconductors"
by Rosemarie Ziedonis
Business Environment Conference, Stanford GSB, March 22 2002.
-
Comments on Edlund and Pande
"Why Have
Women Become Left-wing: The Political Gender Gap and the Decline
in Marriage", by Lena Edlund and Rohini Pande
Wallis
Conference on Political Economy, Rochester, September 29
2001
Research papers also available through the SSRN,
or the
NBER.
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