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- 2025
- Working Paper
Balancing Engagement and Polarization: Multi-Objective Alignment of News Content Using LLMs
By: Mengjie Cheng, Elie Ofek and Hema Yoganarasimhan
We study how media firms can use LLMs to generate news content that aligns with multiple objectives—making content more engaging while maintaining a preferred level of polarization/slant consistent with the firm’s editorial policy. Using news articles from The New York... View Details
Keywords: Large Language Models; Content Creation; Media; Polarization; Generative Ai; Direct Preference Optimization; AI and Machine Learning; News; Perspective; Digital Marketing; Policy; Media and Broadcasting Industry
Cheng, Mengjie, Elie Ofek, and Hema Yoganarasimhan. "Balancing Engagement and Polarization: Multi-Objective Alignment of News Content Using LLMs." Harvard Business School Working Paper, No. 25-051, April 2025.
- April 2025
- Case
Giving Up on a Passion: Elizabeth Rowe at the Boston Symphony Orchestra
By: Jon M. Jachimowicz, Maisie Wiltshire-Gordon and Alexis Lefort
For 20 years, Elizabeth Rowe was a world-renowned principal flutist with the Boston Symphony Orchestra. But in 2024, Rowe decided to leave her position to pursue a new full-time career as a leadership coach. At 50, Rowe was well under the typical retirement age, and,... View Details
Keywords: Arts; Small Business; Social Media; Cost vs Benefits; Decision Choices and Conditions; Decisions; Learning; Music Entertainment; Values and Beliefs; Creativity; Happiness; Identity; Interests; Satisfaction; Motivation and Incentives; Prejudice and Bias; Reputation; Culture; Resignation and Termination; Personal Development and Career; Consulting Industry; Fine Arts Industry; Music Industry; United States
Jachimowicz, Jon M., Maisie Wiltshire-Gordon, and Alexis Lefort. "Giving Up on a Passion: Elizabeth Rowe at the Boston Symphony Orchestra." Harvard Business School Case 425-037, April 2025.
- April 8, 2025
- Other Article
Commentary: How Financial Influencers Can Make or Break Investment Platforms like Chocolate Finance
By: Daniel Rabetti
Rabetti, Daniel. "Commentary: How Financial Influencers Can Make or Break Investment Platforms like Chocolate Finance." Channel News Asia (CNA) (April 8, 2025).
- March 2025
- Case
Silicon Valley Bank: Gone in 36 Hours
This case examines factors contributing to the collapse of Silicon Valley Bank (SVB) in March 2023, an event as unpredicted as it was quick. SVB funded nearly half of all U.S. venture-backed startups and at the end of 2022 held $173 billion in deposits, largely... View Details
Keywords: Accounting Standards; Bank Runs; Financial Accounting; Financial Reporting; Social Media; Banks and Banking; Financing and Loans; Investment Portfolio; Interest Rates; Debt Securities; Risk and Uncertainty; Financial Statements; Risk Management; Failure; Fair Value Accounting; Credit; Corporate Governance; Financial Services Industry; Banking Industry; United States
Kang, Jung Koo, Krishna G. Palepu, Charles C.Y. Wang, and David Lane. "Silicon Valley Bank: Gone in 36 Hours." Harvard Business School Case 125-094, March 2025.
- March 2025
- Article
Limited Accountability and Awareness of Corporate Emissions Target Outcomes
By: Xiaoyan Jiang, Shawn Kim and Shirley Lu
Firms are increasingly announcing targets to reduce their carbon emissions, but it is unclear whether firms are held accountable for these targets. Here we examine emissions targets that ended in 2020 to investigate the final target outcomes, the transparency of target... View Details
Keywords: Carbon Emissions; Goals and Objectives; Corporate Social Responsibility and Impact; Corporate Accountability; Environmental Sustainability; Public Opinion
Jiang, Xiaoyan, Shawn Kim, and Shirley Lu. "Limited Accountability and Awareness of Corporate Emissions Target Outcomes." Nature Climate Change 15, no. 3 (March 2025): 279–286.
- February 2025
- Teaching Note
Influencer-Led Brand Building: Hairitage and the McKnights
By: William R. Kerr and James Palano
Teaching Note for HBS Case No. 825-066. Mindy McKnight started in 2009 as an early influencer on social media whose videos of creative hairstyles for girls launched her family on an entrepreneurship journey. The McKnights transitioned from YouTube ad revenue to brand... View Details
- January 2025
- Case
Jaipur Literature Festival 2024
By: Tarun Khanna and Kanika Jain
The Jaipur Literature Festival had evolved from a modest gathering in 2006 into one of the world’s most significant literary events. It was known for its principle of egalitarian access, allowing people from various social backgrounds to come together and engage with... View Details
Keywords: Arts; Cultural Entrepreneurship; Leadership; Business or Company Management; Media; Business Strategy; Expansion; Profit; Product Positioning; Asia; South Asia
Khanna, Tarun, and Kanika Jain. "Jaipur Literature Festival 2024." Harvard Business School Case 725-420, January 2025.
- November 2024 (Revised April 2025)
- Case
Cheerful Music
By: Shunyuan Zhang, Feng Zhu and Nancy Hua Dai
Established by Snow Jiang in 2019 in Shenzhen, China, Cheerful Music was a record label company that had created many hit songs in China. “Yi Xiao Jiang Hu,” its most famous hit song, gained billions of views on social media platforms in China and overseas as the... View Details
Keywords: Generative Ai; Music Entertainment; Global Strategy; Business Model; AI and Machine Learning; Market Entry and Exit; Music Industry; China; United Kingdom; London
Zhang, Shunyuan, Feng Zhu, and Nancy Hua Dai. "Cheerful Music." Harvard Business School Case 525-031, November 2024. (Revised April 2025.)
- August 2024
- Article
Partisans neither Expect nor Receive Reputational Rewards for Sharing Falsehoods over Truth Online.
By: Isaias Ghezae, Jillian J. Jordan, Izzy Gainsburg, Mohsen Mosleh, Gordon Pennycook, Robb Willer and David Rand
A frequently invoked explanation for the sharing of false over true political information is that partisans are motivated by their reputations. In particular, it is often argued that by indiscriminately sharing news that is favorable to one’s political party,... View Details
Ghezae, Isaias, Jillian J. Jordan, Izzy Gainsburg, Mohsen Mosleh, Gordon Pennycook, Robb Willer, and David Rand. "Partisans neither Expect nor Receive Reputational Rewards for Sharing Falsehoods over Truth Online." PNAS Nexus 3, no. 8 (August 2024).
- July 16, 2024
- Comment
Do ‘Black Individuals’ Really Display No Linguistic Markers of Depression?
De Freitas, Julian. "Do ‘Black Individuals’ Really Display No Linguistic Markers of Depression?" Proceedings of the National Academy of Sciences 121, no. 29 (July 16, 2024).
- 2024
- Working Paper
The Value of Silence: The Effect of UMG’s Licensing Dispute with TikTok on Music Demand
By: Mengjie (Magie) Cheng, Elie Ofek and Hema Yoganarasimhan
Social media platforms like TikTok have transformed how music is discovered, consumed, and
monetized. This study examines the implications of the dispute between TikTok and Universal Music
Group (UMG), which resulted in UMG excluding its music from TikTok from... View Details
Keywords: Demand And Consumers; Monetization; Social Media; Revenue; Conflict and Resolution; Music Industry
Cheng, Mengjie (Magie), Elie Ofek, and Hema Yoganarasimhan. "The Value of Silence: The Effect of UMG’s Licensing Dispute with TikTok on Music Demand." Harvard Business School Working Paper, No. 25-014, July 2024. (Revised October 2024.)
- June 2024
- Case
Metub: Scaling Influence beyond Vietnam
By: Paul A. Gompers and Shu Lin
Founded in 2014, Metub was a leading video and talent network in Vietnam. It managed over 3,000 channels on YouTube and more than 3,000 content creators. To expand creators’ income opportunities across multiple platforms, Metub had diversified beyond its original... View Details
Keywords: Intellectual Property; Business or Company Management; Brands and Branding; Competition; Diversification; Expansion; Recruitment; Entrepreneurship; Media and Broadcasting Industry; Viet Nam; Southeast Asia
Gompers, Paul A., and Shu Lin. "Metub: Scaling Influence beyond Vietnam." Harvard Business School Case 824-137, June 2024.
- June 2024
- Supplement
GameStop: Social Media Finds a Cheat Code – Instructor Template
By: Joseph Pacelli
- 2025
- Working Paper
Investor Influence on Media Coverage: Evidence from Venture Capital-Backed Startups
By: Brian K. Baik and Albert Shin
We examine whether and how investors influence media coverage of their private portfolio companies. Using a stacked difference-in-differences design, we find that media coverage of startups increases significantly following venture capital (VC) investment. The effect... View Details
Baik, Brian K., and Albert Shin. "Investor Influence on Media Coverage: Evidence from Venture Capital-Backed Startups." Harvard Business School Working Paper, No. 24-073, May 2024. (Revised April 2025.)
- June 2024 (Revised November 2024)
- Case
Dylan Mulvaney and Bud Light
By: Jill Avery and Celine Chammas
On April 1, 2023, social media content creator and influencer Dylan Mulvaney recorded a promotional post. It featured a video of herself drinking from a can of Bud Light beer, offering a virtual toast to her followers. Alongside the video, she posted a photograph of a... View Details
Keywords: Brand Crises; Brand Management; Influencer Marketing; Boycott; Marketing Strategy; Marketing Communications; Brands and Branding; Consumer Behavior; Social Media; Advertising; Social Issues; Public Opinion; Consumer Products Industry; Food and Beverage Industry; United States
Avery, Jill, and Celine Chammas. "Dylan Mulvaney and Bud Light." Harvard Business School Case 524-089, June 2024. (Revised November 2024.)
- June 2024
- Article
The Monitoring Role of Social Media
By: Jonas Heese and Joseph Pacelli
In this study, we examine whether social media activity can reduce corporate misconduct. We use the staggered introduction of 3G mobile broadband access across the United States to identify exogenous increases in social media activity and test whether access to 3G... View Details
Keywords: Corporate Misconduct; Twitter; Corporate Accountability; Mobile and Wireless Technology; Social and Collaborative Networks
Heese, Jonas, and Joseph Pacelli. "The Monitoring Role of Social Media." Review of Accounting Studies 29, no. 2 (June 2024): 1666–1706.
- May 2024
- Case
LinkedIn Corporation, 2024
By: David B. Yoffie, George Gonzalez and Emily Grandjean
By 2024, the LinkedIn profile was well established as the professional identity of record on the Internet. Following a multi-year effort to expand the platform’s user base, as well as a period of rapid growth during the COVID-19 pandemic, LinkedIn’s membership had... View Details
Keywords: Platform; Business Strategy; Competitive Strategy; Goals and Objectives; Social Media; Network Effects; Growth and Development Strategy; Performance Evaluation; Technology Industry; Employment Industry; Sunnyvale
Yoffie, David B., George Gonzalez, and Emily Grandjean. "LinkedIn Corporation, 2024." Harvard Business School Case 724-484, May 2024.
- May 2024
- Supplement
GameStop: Social Media Finds a Cheat Code (B)
By: Joseph Pacelli and Sarah Mehta
This case accompanies “GameStop: Social Media Finds a Cheat Code (A),” no. 124-005. It provides an update on pertinent events from 2021 to 2023. View Details
Pacelli, Joseph, and Sarah Mehta. "GameStop: Social Media Finds a Cheat Code (B)." Harvard Business School Supplement 124-042, May 2024.