Justin Wolfers’s research while affiliated with University of Michigan and other places

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Publications (146)


In-Group Bias in Financial Markets
  • Working Paper

June 2018

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287 Reads

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13 Citations

Sima Jannati

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Justin Wolfers

This paper investigates whether equity analysts are subject to in-group favoritism when forecasting earnings of firms. Specifically, we argue that equity analysts may have less favorable views about firms that are not headed by CEOs of their own "group.'' We define groups based on gender, ethnicity, and political attitudes. Examining analysts' earnings forecasts we find that, compared to female analysts, male analysts have lower assessments of firms headed by female CEOs than of firms headed by male CEOs. As a result, earnings surprises of firms headed by female CEOs are systematically upward biased. Results are very similar if we define in-groups based on ethnicity or political attitudes. Analysts' "buy'' and "sell'' recommendations are also biased towards their own in-group. Examining cumulative abnormal returns (CARs) surrounding earnings announcements, we do not find that the market undoes this bias.


The "Standard Error" of Event Studies: Lessons from the 2016 Election

May 2018

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41 Reads

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17 Citations

AEA Papers and Proceedings

The 2016 Election offers an unusually stark warning about the limitations of event studies. In four separate pre-election event windows, financial market responses to shifts in electoral probabilities were consistent with expectations that a surprise Trump win would lead the S&P 500 to fall by 11 percent. The initial decline that accompanied Trump's win was more than reversed on the day after the election, however, suggesting a reassessment of its expected effect. We discuss explanations for this reassessment. But our broader point is methodological: today's event study may not reveal tomorrow's market expectation.


Awareness Reduces Racial Bias

February 2018

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195 Reads

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109 Citations

Management Science

Can raising awareness of racial bias subsequently reduce that bias? We address this question by exploiting the widespread media attention highlighting racial bias among professional basketball referees that occurred in May 2007 following the release of an academic study. Using new data, we confirm that racial bias persisted in the years after the study’s original sample but prior to the media coverage. Subsequent to the media coverage, though, the bias disappeared. Several potential mechanisms may have produced this result, including voluntary behavior changes by individual referees, adjustments by players to new information, and changes in referee behavior due to institutional pressure. These results suggest a new kind of Hawthorne effect in which greater scrutiny of even subtle forms of bias can bring about meaningful change. This paper was accepted by John List, behavioral economics.


How the Growing Gap in Life Expectancy May Affect Retirement Benefits and Reforms

June 2017

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117 Reads

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58 Citations

Geneva Papers on Risk and Insurance - Issues and Practice

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Kerwin K. Charles

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Courtney C. Coile

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[...]

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Older Americans have experienced dramatic gains in life expectancy in recent decades, but an emerging literature reveals that these gains are accumulating mostly to those at the top of the income distribution. We explore how growing inequality in life expectancy affects lifetime benefits from Social Security, Medicare and other programmes and how this phenomenon interacts with possible programme reforms. We first project that life expectancy at age 50 for males in the two highest income quintiles will rise by seven to eight years between the 1930 and 1960 birth cohorts, but that the two lowest income quintiles will experience little to no increase over that time period. This divergence in life expectancy will cause the gap between average lifetime programme benefits received by men in the highest and lowest quintiles to widen by US130,000(inUS130,000 (in US2009) over this period. Finally, we simulate the effect of Social Security reforms such as raising the normal retirement age and changing the benefit formula to see whether they mitigate or enhance the reduced progressivity resulting from the widening gap in life expectancy.







Subjective Well-Being and Income: Is There Any Evidence of Satiation?

April 2013

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455 Reads

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326 Citations

American Economic Review

Many scholars have argued that once “basic needs” have been met, higher income is no longer associated with higher in subjective well-being. We assess the validity of this claim in comparisons of both rich and poor countries, and also of rich and poor people within a country. Analyzing multiple datasets, multiple definitions of “basic needs” and multiple questions about well-being, we find no support for this claim. The relationship between well-being and income is roughly linear-log and does not diminish as incomes rise. If there is a satiation point, we are yet to reach it.Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.


Citations (80)


... Firms from Google to Boeing have used prediction markets that challenge employees to second-guess each other's guesses about meeting company deadlines, reaching levels of product quality, and predicting consumer demand (e.g., Cowgill & Zitzewitz, 2015). Prediction markets have outperformed experts on company sales projections (Plott & Chen, 2002), entertainment-beat journalists on Oscar winners (Pennock, Lawrence, Nielsen, & Giles, 2001), and professional macroeconomists on macroeconomic indicators (Gürkaynak & Wolfers, 2006). Prior to the IARPA tournaments, however, the literature shed less light on a key question: Do prediction markets beat polls, all else equal? ...

Reference:

From Discipline-Centered Rivalries to Solution-Centered Science: Producing Better Probability Estimates for Policy Makers
Macroeconomic Derivatives: An Initial Analysis of Market-Based Macro Forecasts, Uncertainty, and Risk
  • Citing Chapter
  • May 2007

... First, the existence of two opposing ideological perceptions that on one side demand for improved welfare spending accompanied by higher taxes, while the other side is championing for decreased welfare spending, and subsequently lower taxes (2). Second, an economist-driven welfare reform process that is characteristically promising in theory, but which lacks proper design of the transition process that makes it politically feasible (3). And finally, the fact that debates on welfare reforms remain typically narrow, hardly focusing on reforms capable of delivering comprehensive rules to govern, or better still, reconcile the welfare and tax systems (4). ...

The Economists' Voice: Top Economists Take On Today's Problems
  • Citing Article
  • December 2011

Joseph Stiglitz

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Aaron Edlin

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J. Bradford DeLong

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Dwight M. Jaffee

... Our findings, particularly the multifaceted relationships between GDP, life satisfaction, and environmental metrics, resonate with a growing body of literature in the realm of the economics of happiness. Stevenson and Wolfers (2008) found a clear positive relationship between GDP and well-being across countries, a result we observed in our scatter plots, especially in the low to mid GDP per capita range. However, as GDP per capita increases, the clear-cut positive relationship with life satisfaction starts to fade, a trend similarly noted by Deaton (2008), who highlighted the complexities of equating economic growth with increased well-being. ...

Economic Growth and Subjective Well-Being: Reassessing the Easterlin Paradox
  • Citing Article
  • January 2008

SSRN Electronic Journal

... This concept has been extended to other measures of inequality. Happiness and satisfaction inequality have been studied before in several contexts [32][33][34][35][36]. The model by Breeden and Leonova used a measure of inequality developed specifically for ordinal data by Kobus and Miłoś [37], which is a small variation on a previous measure by Naga and Yalcin [38] (4) ...

Happiness Inequality in the United States
  • Citing Article
  • January 2008

SSRN Electronic Journal

... ). Considering previous studies(Sacks et al., 2010;Stevenson & Wolfers, 2013;Altindag & Xu, 2017;Rodriguez-Pose & Maslauskaite, 2012) that argued that an increase in per capita income will positively impact the life satisfaction of people, we include GDP growth as a control variable. For instance, investigating the individual and macro-level determinants of individual life satisfaction in 10 CEE countries, Rodriguez-Pose and Maslauskaite ...

Subjective Well-Being, Income, Economic Development and Growth
  • Citing Article
  • January 2010

SSRN Electronic Journal

... Back in 1990, the United Nations considered health, education and income as the three major elements of social progress (expressed in the well-known Human Development Index). There is no doubt that income is a major conditioning of progress and happiness (Sacks et al., 2010), but the effect may not be linear. While some studies do not find a satiation point of income (Stevenson and Wolfers, 2013), the prevailing view is that high-income individuals obtain little improvements (if any) in SWB with additional income (Diener et al., 2002;Dolan et al., 2008;Mentzakis and Moro, 2009). ...

Subjective Well-Being, Income, Economic Development and Growth
  • Citing Article
  • January 2010

SSRN Electronic Journal

... At the same time, studies on the association between inflation and unemployment and trust in other institutions remain scarce, especially in economics. In a rare exception, Stevenson and Wolfers (2011) examine the correlation between the unemployment rate and trust of different institutions in the United States and countries in the Gallup World Poll (for 2005-2010). The results suggest that unemployment is strongly associated with a decline in trust in financial institutions and national governments worldwide, which is even stronger among the OECD countries. ...

Trust in Public Institutions Over the Business Cycle
  • Citing Article
  • January 2011

SSRN Electronic Journal

... Observed preferences often do not behave this way. Prospect theory preferences in market settings (Kahneman and Tversky 1979) are suggested by observations of individual betting choices (Andrikogiannopoulou 2011) and the long-shot bias in betting prices (Snowberg and Wolfers 2010). Prospect theory (Kahneman and Tversky 1979) is characterized by traders maximizing a weighted value function, usually defined along a single monetary dimension. ...

Explaining the Favorite-Longshot Bias: Is it Risk-Love or Misperceptions?
  • Citing Article
  • January 2010

SSRN Electronic Journal

... Researchers in this field aim to understand how economic policies, institutions, and activities impact people's overall life satisfaction and happiness. Recent analysis has reevaluated the relationship between economic growth and subjective well-being, implying that while economic expansion is associated with increased happiness, there may be decreasing returns in terms of happiness as economies advance [4], [5]. ...

Economic Growth and Subjective Well-Being: Reassessing the Easterlin Paradox
  • Citing Article
  • January 2008

SSRN Electronic Journal

... Исследования второй половины XX в. чаще фиксировали бóльшую удовлетворенность жизнью у женщин, однако обнаружено, что в США с 1970-х гг. произошло снижение и абсолютных показателей благополучия у женщин, и относительное снижение этих характеристик относительно мужских (Stevenson, Wolfers, 2009). Авторы видят причины этого явления в снижении социальной сплоченности, увеличении тревожности, разнообразных факторах риска внутри семьи. ...

The Paradox of Declining Female Happiness
  • Citing Article
  • January 2009

SSRN Electronic Journal