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      • Faculty Publications  (29)

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      • March 2025
      • Case

      Metaphysic AI: Rethinking the Value of Human Expertise

      By: Zoë B. Cullen, Shikhar Ghosh and Shweta Bagai
      In early 2025, Thomas Graham, CEO of Metaphysic, a leading AI generative video company confronted fundamental questions about who should control digital identity in a world where AI could perfectly recreate human likeness. Founded in 2021, Metaphysic first rose to fame... View Details
      Keywords: Business Model; Ethics; AI and Machine Learning; Intellectual Property; Rights; Negotiation; Value; Motion Pictures and Video Industry; Technology Industry
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      Cullen, Zoë B., Shikhar Ghosh, and Shweta Bagai. "Metaphysic AI: Rethinking the Value of Human Expertise." Harvard Business School Case 825-146, March 2025.
      • 2024
      • Article

      Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022

      By: Mark J. Roe and Charles C.Y. Wang
      The number of public firms in the United States has halved since the beginning of the twenty-first century, causing consternation among corporate and securities law regulators. The dominant explanations, often advanced by Securities and Exchange commissioners when... View Details
      Keywords: Corporate Law; Securities Regulation; Sarbanes-Oxley Act; Concentration Levels; Antitrust; Initial Public Offering; Public Ownership; Private Equity; Venture Capital; Mergers and Acquisitions; Monopoly; United States
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      Roe, Mark J., and Charles C.Y. Wang. "Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022." Journal of Law, Finance, and Accounting 8, no. 2 (2024): 211–264.
      • 2023
      • Working Paper

      The Real Effects of Fair Workweek Laws on Work Schedules: Evidence from Chicago, Los Angeles, and Philadelphia

      By: Caleb Kwon and Ananth Raman
      Effective in eight jurisdictions and banned in four, Fair Workweek Laws (FWL) aim to increase the predictability and stability of work schedules. Among other requirements, these laws penalize employers for unilaterally adjusting work schedules without providing some... View Details
      Keywords: Working Conditions; Employees; Outcome or Result; Los Angeles; Chicago; Philadelphia
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      Kwon, Caleb, and Ananth Raman. "The Real Effects of Fair Workweek Laws on Work Schedules: Evidence from Chicago, Los Angeles, and Philadelphia." Working Paper, October 2023.
      • July 2023 (Revised April 2024)
      • Case

      Raymond Jefferson: Trial by Fire

      By: Anthony Mayo and Carin-Isabel Knoop
      In the spring of 2021, Raymond (Ray) Jefferson applied for a job in President Joseph Biden’s administration. Ten years earlier, false allegations were used to force him to resign from his prior U.S. government position as Assistant Secretary of Labor for Veterans’... View Details
      Keywords: Leadership Style; Personal Development and Career; Ethics; Lawsuits and Litigation
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      Mayo, Anthony, and Carin-Isabel Knoop. "Raymond Jefferson: Trial by Fire." Harvard Business School Case 423-094, July 2023. (Revised April 2024.)
      • May 2023
      • Article

      Equilibrium Effects of Pay Transparency

      By: Zoë B. Cullen and Bobak Pakzad-Hurson
      The public discourse around pay transparency has focused on the direct effect: how workers seek to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting and hiring practices of the firm respond in equilibrium has received... View Details
      Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Corporate Disclosure; Wages; Negotiation
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      Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." Econometrica 91, no. 3 (May 2023): 765–802. (Lead Article.)
      • December 2022
      • Article

      Competition, Contracts, and Creativity: Evidence from Novel Writing in a Platform Market

      By: Yanhui Wu and Feng Zhu
      A growing number of people today are participating in the gig economy, working as independent contractors on short-term projects. We study the effects of competition on gig workers' effort and creativity on a Chinese novel-writing platform. Authors produce and sell... View Details
      Keywords: Gig Workers; Platform-based Markets; Novel Writing; Creative Production; Platform Bias; Employment; Digital Platforms; Creativity; Books; Competition; Contracts
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      Wu, Yanhui, and Feng Zhu. "Competition, Contracts, and Creativity: Evidence from Novel Writing in a Platform Market." Management Science 68, no. 12 (December 2022): 8613–8634.
      • October 2021 (Revised November 2022)
      • Case

      The 2012 Spanish Labor Reform: Lifting All Boats, or Leveling Down?

      By: Vincent Pons, Rafael Di Tella, Santiago Botella and Elena Corsi
      Since 1978, Spain had struggled to control unemployment. The country’s labor law was protective of employees hired long-term and companies used temporary contracts as buffers. In 2012, amid economic recession and a 23.6% unemployment rate, a center-right government of... View Details
      Keywords: COVID-19 Pandemic; Labor Market; Unemployment; Recession; Globalized Markets and Industries; Government Legislation; International Relations; Working Conditions; Employment; Labor Unions; Contracts; Social Issues; Public Opinion; Governing Rules, Regulations, and Reforms; Spain; European Union
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      Pons, Vincent, Rafael Di Tella, Santiago Botella, and Elena Corsi. "The 2012 Spanish Labor Reform: Lifting All Boats, or Leveling Down?" Harvard Business School Case 722-008, October 2021. (Revised November 2022.)
      • 2021
      • Working Paper

      Equilibrium Effects of Pay Transparency

      By: Zoë B. Cullen and Bobak Pakzad-Hurson
      The public discourse around pay transparency has focused on the direct effect: how workers seek to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting and hiring practices of the firm respond in equilibrium has received... View Details
      Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Negotiation; Corporate Disclosure; Compensation and Benefits; Gender
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      Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." Working Paper, June 2021. (Econometrica, Vol 91, No. 3 (May, 2023), 765-802.)
      • April 2021
      • Exercise

      Valuing Employment Exercise

      By: George Serafeim, Ethan Rouen and Katie Panella
      The Valuing Employment exercise can be used to show the importance of impact measurement in designing incentives and contracts. The exercise has two phases. In the first phase, participants play the role of managers at the State of Massachusetts Infrastructure... View Details
      Keywords: Bid Evaluation; Workforce; Impact Measurement; Bids and Bidding; Contracts; Design; Measurement and Metrics
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      Serafeim, George, Ethan Rouen, and Katie Panella. "Valuing Employment Exercise." Harvard Business School Exercise 121-086, April 2021.
      • September 2020
      • Case

      Uber at a Crossroads (2017)

      By: Ramon Casadesus-Masanell and Karen Elterman
      This case describes the history of Uber, its business model—including the ways it differed from that of the traditional taxi industry—and its competition with Lyft. The case is set in 2017, a year in which Uber was plagued by even more scandals than usual, though its... View Details
      Keywords: Business Startups; Business Model; Customer Satisfaction; Fairness; Values and Beliefs; Price; Profit; Revenue; Investment; Government Legislation; Business History; Compensation and Benefits; Resignation and Termination; Employment; Wages; Lawfulness; Leadership Style; Leading Change; Management Style; Market Entry and Exit; Digital Platforms; Product Design; Organizational Culture; Problems and Challenges; Attitudes; Strategy; Competitive Strategy; Expansion; Transportation Networks; Mobile and Wireless Technology; Valuation; Transportation Industry; Technology Industry; United States
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      Casadesus-Masanell, Ramon, and Karen Elterman. "Uber at a Crossroads (2017)." Harvard Business School Case 721-376, September 2020.
      • March 2020 (Revised August 2020)
      • Case

      Culture at Google

      By: Nien-hê Hsieh, Amy Klopfenstein and Sarah Mehta
      Beginning in 2017, technology (tech) company Google faced a series of employee-relations issues that threatened its unique culture of innovation and open communication. Issues included protests surrounding Google’s contracts with the U.S. government, restrictions of... View Details
      Keywords: Human Resources; Employee Relationship Management; Recruitment; Retention; Resignation and Termination; Labor; Working Conditions; Employment; Labor Unions; Wages; Law; Lawsuits and Litigation; Rights; Ethics; Values and Beliefs; Fairness; Organizations; Organizational Culture; Mission and Purpose; Social Psychology; Attitudes; Behavior; Conflict Management; Trust; Motivation and Incentives; Prejudice and Bias; Power and Influence; Information Technology; Internet and the Web; Information Infrastructure; Society; Social Issues; Culture; Civil Society or Community; Demographics; Diversity; Ethnicity; Gender; Race; Technology Industry; North and Central America; United States; California
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      Hsieh, Nien-hê, Amy Klopfenstein, and Sarah Mehta. "Culture at Google." Harvard Business School Case 320-050, March 2020. (Revised August 2020.)
      • May 2019
      • Teaching Note

      Gender and Free Speech at Google (A), (B), & (C)

      By: Nien-hê Hsieh and Sarah Mehta
      Teaching Note for HBS No. 318-085, 319-095, and 319-097. View Details
      Keywords: Free Speech; Representation; Diversity; Gender; Race; Human Resources; Employees; Employee Relationship Management; Recruitment; Selection and Staffing; Labor; Employment; Lawsuits and Litigation; Organizational Culture; Technology Industry; United States; California
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      Hsieh, Nien-hê, and Sarah Mehta. "Gender and Free Speech at Google (A), (B), & (C)." Harvard Business School Teaching Note 319-038, May 2019.
      • March 2019
      • Supplement

      Gender and Free Speech at Google (B)

      By: Nien-hê Hsieh and Sarah Mehta
      In November 2018, 20,000 Google employees participated in a walkout to protest the company’s decision to grant a $90 million exit package to a former executive accused of sexual misconduct. The case explores organizers’ demands and asks how the company’s senior leaders... View Details
      Keywords: Free Speech; Ethnicity; Gender; Race; Employees; Employee Relationship Management; Recruitment; Labor; Employment; Lawsuits and Litigation; Technology Industry; United States; California
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      Hsieh, Nien-hê, and Sarah Mehta. "Gender and Free Speech at Google (B)." Harvard Business School Supplement 319-085, March 2019.
      • March 2019 (Revised June 2019)
      • Supplement

      Gender and Free Speech at Google (C)

      By: Nien-hê Hsieh and Sarah Mehta
      This case reveals Google’s response to a list of employee demands aiming to combat sexual misconduct in the workplace. This case should accompany the (A) and (B) cases, “Gender and Free Speech at Google” (318-085) and (319-085). View Details
      Keywords: Free Speech; Ethnicity; Gender; Race; Employees; Employee Relationship Management; Recruitment; Labor; Employment; Lawsuits and Litigation; Technology Industry; United States; California
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      Hsieh, Nien-hê, and Sarah Mehta. "Gender and Free Speech at Google (C)." Harvard Business School Supplement 319-097, March 2019. (Revised June 2019.)
      • February 2019 (Revised January 2020)
      • Case

      Pierre Foods Acquisition of Advance Foods (A)

      By: Guhan Subramanian and Mike Harmon
      This case (A), and its related cases (B-E), establish a setting to discuss an M&A transaction and some of the key legal contracts that are associated with it. In 2010, private equity backed food manufacturer Pierre Foods is contemplating the acquisition of a key... View Details
      Keywords: Mergers and Acquisitions; Contracts; Agreements and Arrangements; Negotiation; Complexity
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      Subramanian, Guhan, and Mike Harmon. "Pierre Foods Acquisition of Advance Foods (A)." Harvard Business School Case 919-022, February 2019. (Revised January 2020.)
      • July 2018
      • Article

      Marketplaces, Markets, and Market Design

      By: Alvin E. Roth
      Marketplaces are often small parts of large markets, and both markets and marketplaces come in many varieties. Market design seeks to understand what marketplaces must accomplish to enable different kinds of markets. Marketplaces can have varying degrees of success,... View Details
      Keywords: Labor Market; Pricing; Market Design; Markets; Economics
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      Roth, Alvin E. "Marketplaces, Markets, and Market Design." American Economic Review 108, no. 7 (July 2018): 1609–1658.
      • March 2018 (Revised March 2019)
      • Case

      Gender and Free Speech at Google (A)

      By: Nien-hê Hsieh, Martha J. Crawford and Sarah Mehta
      In August 2017, Google fired James Damore, a 28-year-old software engineer who had been employed by the company since 2013. The move came after Damore penned an internal company memo titled “Google’s Ideological Echo Chamber,” which posited that innate biological... View Details
      Keywords: Free Speech; Representation; Diversity; Gender; Race; Human Resources; Employees; Employee Relationship Management; Recruitment; Selection and Staffing; Labor; Employment; Lawsuits and Litigation; Organizational Culture; Technology Industry; United States; California
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      Hsieh, Nien-hê, Martha J. Crawford, and Sarah Mehta. "Gender and Free Speech at Google (A)." Harvard Business School Case 318-085, March 2018. (Revised March 2019.)
      • February 2016 (Revised March 2018)
      • Case

      Labor, Capital, and Government: The Anthracite Coal Strike of 1902

      By: David Moss and Marc Campasano
      In late October 1902, President Theodore Roosevelt felt relieved after months of anxiety and uncertainty. Workers in Pennsylvania's anthracite coal industry had been on strike for five months, threatening to leave eastern cities in the cold without enough heating fuel... View Details
      Keywords: Governance; Agreements and Arrangements; Business and Government Relations; Labor; Law; Policy; Mining; History; Mining Industry; Pennsylvania
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      Moss, David, and Marc Campasano. "Labor, Capital, and Government: The Anthracite Coal Strike of 1902." Harvard Business School Case 716-046, February 2016. (Revised March 2018.)
      • September 2015
      • Technical Note

      The On-Demand Economy

      By: Cynthia A. Montgomery, James Weber and Elizabeth Anne Watkins
      This note describes the emerging on-demand economy, also referred to as the sharing economy. The note highlights several companies including Uber and Airbnb that exemplify this new mode of competition, a model that threatens to disrupt traditional firms. Uber provides... View Details
      Keywords: Regulation; Reform; Disruption; Disruptive Innovation; Strategy; Technological Innovation; Labor; Employment; Working Conditions; Human Capital; Rights; Organizational Design; Social and Collaborative Networks; Service Industry
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      Montgomery, Cynthia A., James Weber, and Elizabeth Anne Watkins. "The On-Demand Economy." Harvard Business School Technical Note 716-405, September 2015.
      • 2014
      • Working Paper

      Hidden Substitutes

      By: John William Hatfield and Scott Duke Kominers
      In this paper, we show that preferences exhibiting some forms of complementarity in fact have an underlying substitutable structure. Specifically, we show that some preferences that are not substitutable in the setting of many-to-one matching with contracts become... View Details
      Keywords: Many-to-One Matching; Many-to-Many Matching; Stability; Substitutes; Matching With Contracts; Slot-Specific Priorities; Sherlock; Market Design; Contracts; Marketplace Matching; Balance and Stability
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      Hatfield, John William, and Scott Duke Kominers. "Hidden Substitutes." Working Paper, September 2014.
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