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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...
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Keywords:
Difference In Differences;
Staggered Difference-in-differences Designs;
Generalized Difference-in-differences;
Dynamic Treatment Effects;
Mathematical Methods
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...
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Keywords:
Influencer Marketing;
Social Influencers;
Brand;
Sponsorship;
Video Analytics;
Marketing;
Brands and Branding;
Media;
Reputation
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
- Case
TNL Media Group
By: Laura Huang and Katie LaMattina
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...
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Keywords:
Voting;
Behavior;
Geographic Location;
Personal Characteristics;
Situation or Environment;
United States
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...
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Keywords:
Distribution;
Cost Management;
Decision Choices and Conditions;
Forecasting and Prediction
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...
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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
- 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...
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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
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...
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- 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...
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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
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
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...
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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...
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Keywords:
Social Media;
Negative Press;
Twitter;
Political Affiliation;
Affect;
News;
Media;
Online Technology;
Emotions;
Perspective
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...
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Keywords:
Social Media;
Negative Emotions;
Emotional Influence;
Emotional Resonance;
Political Discourse;
Emotion Contagion;
Intergroup;
Interactive Communication;
Emotions;
Government and Politics
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...
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Keywords:
Bribery;
Regulatory Enforcement;
Crime and Corruption;
Governance Controls;
Political Elections
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...
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Keywords:
Apps;
Social Media;
Artificial Intelligence;
Business Startups;
Mobile and Wireless Technology;
Business Model;
Digital Platforms;
Growth and Development Strategy;
AI and Machine Learning
"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
Then, in March, the company reported a loss of $1.7 billion dollars, and in April, the CEO... View Details
"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...
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Keywords:
Behavioral Economics;
Data Analysis;
Organizations;
Decision Making;
Data and Data Sets;
Analysis;
Learning
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...
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Keywords:
Retail;
Leadership;
Leading Change;
Competitive Strategy;
Personal Development and Career;
Publishing Industry;
Publishing Industry;
United States
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...
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Keywords:
Political Polarization;
Social Media;
Political Elections;
Online Technology;
Attitudes;
Argentina
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.