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      • Faculty Publications  (871)

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      • Article

      How Much Should We Trust Staggered Difference-In-Differences Estimates?

      By: Andrew C. Baker, David F. Larcker and Charles C.Y. Wang
      Difference-in-differences analysis with staggered treatment timing is frequently used to assess the impact of policy changes on corporate outcomes in academic research. However, recent advances in econometric theory show that such designs are likely to be biased in the...  View Details
      Keywords: Difference In Differences; Staggered Difference-in-differences Designs; Generalized Difference-in-differences; Dynamic Treatment Effects; Mathematical Methods
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      Baker, Andrew C., David F. Larcker, and Charles C.Y. Wang. "How Much Should We Trust Staggered Difference-In-Differences Estimates?" Journal of Financial Economics 144, no. 2 (May 2022): 370–395. (Editor's Choice, May 2022.)
      • 2022
      • Working Paper

      Reputation Burning: Analyzing the Impact of Brand Sponsorship on Social Influencers

      By: Magie Cheng and Shunyuan Zhang
      The growth of the influencer marketing industry warrants an empirical examination of the effect of posting sponsored videos on an influencer’s reputation. We collect a novel dataset of user-generated YouTube videos created by prominent English-speaking influencers in...  View Details
      Keywords: Influencer Marketing; Social Influencers; Brand; Sponsorship; Video Analytics; Marketing; Brands and Branding; Media; Reputation
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      Cheng, Magie, and Shunyuan Zhang. "Reputation Burning: Analyzing the Impact of Brand Sponsorship on Social Influencers." Harvard Business School Working Paper, No. 22-067, April 2022.
      • April 2022
      • Teaching Note

      TNL Media Group

      By: Laura Huang and Katie LaMattina
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      Huang, Laura, and Katie LaMattina. "TNL Media Group ." Harvard Business School Teaching Note 422-078, April 2022.
      • April 2022
      • Case

      TNL Media Group

      By: Laura Huang and Katie LaMattina
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      Huang, Laura, and Katie LaMattina. "TNL Media Group." Harvard Business School Case 422-010, April 2022.
      • April 2022
      • Article

      Does Context Outweigh Individual Characteristics in Driving Voting Behavior? Evidence from Relocations within the U.S.

      By: Enrico Cantoni and Vincent Pons
      We measure the overall influence of contextual versus individual factors (e.g., voting rules and media as opposed to race and education) on voter behavior, and explore underlying mechanisms. Using a U.S.-wide voter-level panel, 2008–18, we examine voters who relocate...  View Details
      Keywords: Voting; Behavior; Geographic Location; Personal Characteristics; Situation or Environment; United States
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      Cantoni, Enrico, and Vincent Pons. "Does Context Outweigh Individual Characteristics in Driving Voting Behavior? Evidence from Relocations within the U.S." American Economic Review 112, no. 4 (April 2022): 1226–1272.
      • March 2022
      • Case

      Auto Mag (Abridged)

      By: David E. Bell
      A young HBS graduate purchases a publisher of specialty magazines that advertises second hand cars, boats, trucks, etc. The magazines carry photographs and a brief description of each article for sale. The company faces the problem of deciding on how many magazines to...  View Details
      Keywords: Distribution; Cost Management; Decision Choices and Conditions; Forecasting and Prediction
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      Bell, David E. "Auto Mag (Abridged)." Harvard Business School Case 122-096, March 2022.
      • March 2022
      • Teaching Note

      Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

      By: Jill Avery
      Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales...  View Details
      Keywords: Brand Management; Social Media; Virtual Reality; Augmented Reality; B2B; E-commerce; Technology Platform; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Digital Marketing; Internet and the Web; Growth Management; Customer Relationship Management; Customer Value and Value Chain; Advertising Industry; United States
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      Avery, Jill. "Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences." Harvard Business School Teaching Note 522-065, March 2022.
      • February 2022
      • Case

      Toto Wolff and the Mercedes Formula One Team

      By: Anita Elberse and David Moreno Vicente
      In December 2021, Toto Wolff, team principal and chief executive officer of the Mercedes-AMG Petronas Formula One team (the ‘Mercedes team’) is preparing for the start of the 2021 Formula One (‘F1’) season’s last Grand Prix, in the United Arab Emirates. Everything the...  View Details
      Keywords: Leadership; Team Management; Culture; Organizational Culture; Sports; Entertainment; Media; Superstars; General Management; Engineers; Competition; Problems and Challenges; Entertainment and Recreation Industry; Entertainment and Recreation Industry
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      Elberse, Anita, and David Moreno Vicente. "Toto Wolff and the Mercedes Formula One Team." Harvard Business School Case 522-075, February 2022.
      • January 2022 (Revised February 2022)
      • Teaching Note

      Universal During COVID: The Future of Theatrical Windows

      By: Hong Luo, Henry McGee and Carol Lin
      The COVID-19 pandemic brought enormous disruption to the movie industry, closing theaters indefinitely by mid-March 2020, halting television and film production, and throwing theatrical release schedules into disarray. Shell had assumed the CEO position at NBC...  View Details
      Keywords: COVID-19 Pandemic; Leadership; Decisions; Strategy; Negotiation; Entertainment and Recreation Industry; Entertainment and Recreation Industry
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      Luo, Hong, Henry McGee, and Carol Lin. "Universal During COVID: The Future of Theatrical Windows." Harvard Business School Teaching Note 722-420, January 2022. (Revised February 2022.)
      • January 2022
      • Case

      FIFA and The World Cup: The Future of Football

      By: Anita Elberse, Oliver Band and Howard Johnson
      Should FIFA host its biggest event—the FIFA World Cup—every two years instead of every four, as it has been doing since the event’s inception in the 1930s? In September 2021, Gianni Infantino, the president of the International Federation of Association Football...  View Details
      Keywords: Sports; Soccer; Football; Entertainment; Media; Talent Development; Globalization; Marketing; Strategy; General Management; Governance; Decision Making; Governing and Advisory Boards; Problems and Challenges; Brands and Branding; Entertainment and Recreation Industry; Entertainment and Recreation Industry
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      Elberse, Anita, Oliver Band, and Howard Johnson. "FIFA and The World Cup: The Future of Football." Harvard Business School Case 522-076, January 2022.
      • January 3, 2022
      • Other Article

      Pushing Social Media Platforms to Self-Regulate

      By: Michael A. Cusumano, David B. Yoffie and Annabelle Gawer
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      Cusumano, Michael A., David B. Yoffie, and Annabelle Gawer. "Pushing Social Media Platforms to Self-Regulate." Regulatory Review (January 3, 2022). (Editorial.)
      • Article

      Adaptive Machine Unlearning

      By: Varun Gupta, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi and Chris Waites
      Data deletion algorithms aim to remove the influence of deleted data points from trained models at a cheaper computational cost than fully retraining those models. However, for sequences of deletions, most prior work in the non-convex setting gives valid guarantees...  View Details
      Keywords: Machine Learning; AI and Machine Learning
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      Gupta, Varun, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi, and Chris Waites. "Adaptive Machine Unlearning." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • December 2021
      • Article

      Left- and Right-Leaning News Organizations Use Negative Emotional Content and Elicit User Engagement Similarly

      By: Andrea Bellovary, Nathaniel Young and Amit Goldenberg
      Negativity has historically dominated news content; however, little research has examined how news organizations use affect on social media, where content is generally positive. In the current project we ask a few questions: Do news organizations on Twitter use...  View Details
      Keywords: Social Media; Negative Press; Twitter; Political Affiliation; Affect; News; Media; Online Technology; Emotions; Perspective
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      Bellovary, Andrea, Nathaniel Young, and Amit Goldenberg. "Left- and Right-Leaning News Organizations Use Negative Emotional Content and Elicit User Engagement Similarly." Affective Science 2, no. 4 (December 2021): 391–396.
      • December 2021
      • Article

      Negativity Spreads More Than Positivity on Twitter after Both Positive and Negative Political Situations

      By: Jonas Paul Schöne, Brian Parkinson and Amit Goldenberg
      What type of emotional language spreads further in political discourses on social media? Previous research has focused on situations that primarily elicited negative emotions, showing that negative language tended to spread further. The current project extends existing...  View Details
      Keywords: Social Media; Negative Emotions; Emotional Influence; Emotional Resonance; Political Discourse; Emotion Contagion; Intergroup; Interactive Communication; Emotions; Government and Politics
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      Schöne, Jonas Paul, Brian Parkinson, and Amit Goldenberg. "Negativity Spreads More Than Positivity on Twitter after Both Positive and Negative Political Situations." Affective Science 2, no. 4 (December 2021): 379–390.
      • 2021
      • Working Paper

      The Political Economy of Anti-Bribery Enforcement

      By: Lauren Cohen and Bo Li
      This paper documents novel evidence on the influence of political incentives in the regulatory enforcement of foreign bribery. Using exogenous variation in the timing and geographic location of U.S. Congressional elections, we find that the probability of a Foreign...  View Details
      Keywords: Bribery; Regulatory Enforcement; Crime and Corruption; Governance Controls; Political Elections
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      Cohen, Lauren, and Bo Li. "The Political Economy of Anti-Bribery Enforcement." NBER Working Paper Series, No. 29624, December 2021.
      • 30 Nov 2021
      • Interview

      TikTok: Super App or Supernova?

      By: Jeffrey F. Rayport and Brian Kenny
      TikTok’s parent company, ByteDance, was launched in 2012 around the simple idea of helping users entertain themselves on their smartphones while on the Beijing Subway. By May 2020, TikTok operated in 155 countries and had roughly 1 billion monthly active users, placing...  View Details
      Keywords: Apps; Social Media; Artificial Intelligence; Business Startups; Mobile and Wireless Technology; Business Model; Digital Platforms; Growth and Development Strategy; AI and Machine Learning
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      "TikTok: Super App or Supernova?" Cold Call (podcast), HBS Working Knowledge, November 30, 2021. (Interviewed by Brian Kenny.)
      • 24 Nov 2021
      • Interview

      Best Buy: Hubert Joly

      By: Guy Raz and Hubert Joly
      In 2012, to say there was a crisis at Best Buy—is an understatement. In January, Forbes published an article with the headline: WHY BEST BUY IS GOING OUT OF BUSINESS.
      Then, in March, the company reported a loss of $1.7 billion dollars, and in April, the CEO...  View Details
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      "Best Buy: Hubert Joly." Wisdom from the Top (podcast), National Public Radio (NPR), November 24, 2021. (Interview with Guy Raz.)
      • November 5, 2021
      • Article

      Leaders: Stop Confusing Correlation with Causation

      By: Michael Luca
      We’ve all been told that correlation does not imply causation. Yet many business leaders, elected officials, and media outlets still make causal claims based on misleading correlations. These claims are too often unscrutinized, amplified, and mistakenly used to guide...  View Details
      Keywords: Behavioral Economics; Data Analysis; Organizations; Decision Making; Data and Data Sets; Analysis; Learning
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      Luca, Michael. "Leaders: Stop Confusing Correlation with Causation." Harvard Business Review Digital Articles (November 5, 2021).
      • November 2021 (Revised March 2022)
      • Case

      Kwame Spearman at Tattered Cover: Reinventing Brick-and-Mortar Retail

      By: Ryan Raffaelli and Kerry Herman
      The case spotlights Kwame Spearman’s career-shifting decision to leave a NYC-based consulting job to return to his hometown of Denver, Colorado, and take over an iconic independent bookstore, The Tattered Cover. The case lays out ways Spearman envisions a new approach...  View Details
      Keywords: Retail; Leadership; Leading Change; Competitive Strategy; Personal Development and Career; Publishing Industry; Publishing Industry; United States
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      Raffaelli, Ryan, and Kerry Herman. "Kwame Spearman at Tattered Cover: Reinventing Brick-and-Mortar Retail." Harvard Business School Case 422-014, November 2021. (Revised March 2022.)
      • 2021
      • Working Paper

      Does Social Media Cause Polarization? Evidence from Access to Twitter Echo Chambers during the 2019 Argentine Presidential Debate

      By: Rafael Di Tella, Ramiro H. Gálvez and Ernesto Schargrodsky
      We study how two groups, those inside vs. those outside echo chambers, react to a political event when we vary social media status (Twitter). Our treatments mimic two strategies often suggested as a way to limit polarization on social media: they expose people to...  View Details
      Keywords: Political Polarization; Social Media; Political Elections; Online Technology; Attitudes; Argentina
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      Di Tella, Rafael, Ramiro H. Gálvez, and Ernesto Schargrodsky. "Does Social Media Cause Polarization? Evidence from Access to Twitter Echo Chambers during the 2019 Argentine Presidential Debate." NBER Working Paper Series, No. 29458, November 2021.
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