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      • Faculty Publications  (915)

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      • 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.)
      • May 2023
      • Article

      How Do Campaigns Shape Vote Choice? Multi-Country Evidence from 62 Elections and 56 TV Debates

      By: Caroline Le Pennec and Vincent Pons
      We use two-round survey data from 62 elections in 10 countries since 1952 to study the formation of vote choice, beliefs, and policy preferences and assess how televised debates contribute to this process. Our data include 253,000 observations. We compare the... View Details
      Keywords: Political Debates; TV Debates; Voting; Political Elections; Decision Choices and Conditions
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      Le Pennec, Caroline, and Vincent Pons. "How Do Campaigns Shape Vote Choice? Multi-Country Evidence from 62 Elections and 56 TV Debates." Quarterly Journal of Economics 138 (May 2023): 703–767.
      • 2023
      • Article

      Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse

      By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
      As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means... View Details
      Keywords: AI and Machine Learning; Decision Choices and Conditions; Mathematical Methods
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      Pawelczyk, Martin, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci, and Himabindu Lakkaraju. "Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse." Proceedings of the International Conference on Learning Representations (ICLR) (2023).
      • May–June 2023
      • Article

      Unmasking Behaviors During the Pandemic with Video Analytics

      By: Shunyuan Zhang, Kaiquan Xu and Kannan Srinivasan
      In 2020, as the novel coronavirus spread globally, face masks were recommended in public settings to protect against and slow down viral transmission. People complied to varying extents, and their reactions may have been driven by a variety of psychological factors.... View Details
      Keywords: COVID-19 Pandemic; Social Influence; Social Norms; Health Pandemics; Behavior
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      Zhang, Shunyuan, Kaiquan Xu, and Kannan Srinivasan. "Unmasking Behaviors During the Pandemic with Video Analytics." Marketing Science 42, no. 3 (May–June 2023): 440–450.
      • 2024
      • Working Paper

      Using LLMs for Market Research

      By: James Brand, Ayelet Israeli and Donald Ngwe
      Large language models (LLMs) have rapidly gained popularity as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners... View Details
      Keywords: Large Language Model; Research; AI and Machine Learning; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry
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      Brand, James, Ayelet Israeli, and Donald Ngwe. "Using LLMs for Market Research." Harvard Business School Working Paper, No. 23-062, April 2023. (Revised July 2024.)
      • April 2023 (Revised February 2024)
      • Case

      AI Wars

      By: Andy Wu, Matt Higgins, Miaomiao Zhang and Hang Jiang
      In February 2024, the world was looking to Google to see what the search giant and long-time putative technical leader in artificial intelligence (AI) would do to compete in the massively hyped technology of generative AI. Over a year ago, OpenAI released ChatGPT, a... View Details
      Keywords: AI; Artificial Intelligence; AI and Machine Learning; Technology Adoption; Competitive Strategy; Technological Innovation
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      Wu, Andy, Matt Higgins, Miaomiao Zhang, and Hang Jiang. "AI Wars." Harvard Business School Case 723-434, April 2023. (Revised February 2024.)
      • 2023
      • Working Paper

      Organizational Responses to Product Cycles

      By: Achyuta Adhvaryu, Vittorio Bassi, Anant Nyshadham, Jorge Tamayo and Nicolas Torres
      Product cycles entail the mass production of new—and often increasingly complex—products on a regular basis. How do firms manage these changes? We use granular daily data from a leading automobile manufacturer to study the organizational impacts of introducing new... View Details
      Keywords: Training; Organizational Change and Adaptation; Knowledge Management; Production; Product; Organizational Structure; Auto Industry; Argentina
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      Adhvaryu, Achyuta, Vittorio Bassi, Anant Nyshadham, Jorge Tamayo, and Nicolas Torres. "Organizational Responses to Product Cycles." Harvard Business School Working Paper, No. 23-061, March 2023. (Revise & Resubmit Journal of Political Economy.)
      • March 2023 (Revised August 2023)
      • Case

      Majid Al Futtaim: Adapting the Shopping Mall to the Digital Era

      By: Antonio Moreno and Gamze Yucaoglu
      The case opens in August 2022, as Ahmed Galal Ismail, CEO of Majid Al Futtaim Properties and Fatima Zada, digital and omnichannel director at Majid Al Futtaim Shopping Malls, go over the plans to roll out the omnichannel mall offering for the Mall of the Emirates they... View Details
      Keywords: Business Model; Strategy; Information Technology; Technology Adoption; Value Creation; Competition; Expansion; Profit; Corporate Strategy; Retail Industry; Real Estate Industry; United Arab Emirates
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      Moreno, Antonio, and Gamze Yucaoglu. "Majid Al Futtaim: Adapting the Shopping Mall to the Digital Era." Harvard Business School Case 623-051, March 2023. (Revised August 2023.)
      • March 2023 (Revised June 2023)
      • Case

      Doing Business in Kigali, Rwanda

      By: Andy Zelleke, A. Zelleke, Leonard A. Schlesinger, Leonard A. Schlesinger, Pippa Tubman Armerding and Wale Lawal
      This case examines the challenges and opportunities of doing business in Rwanda. It highlights Rwanda's economic transformation in the decades leading up to 2023 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details
      Keywords: Business History; Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Transportation Industry; Tourism Industry; Rwanda
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      Zelleke, Andy, Leonard A. Schlesinger, Pippa Tubman Armerding, and Wale Lawal. "Doing Business in Kigali, Rwanda." Harvard Business School Case 323-089, March 2023. (Revised June 2023.)
      • March, 2023
      • Article

      Academic Entrepreneurship: Entrepreneurial Advisors and Their Advisees' Outcomes

      By: Maria P. Roche
      The transfer of complex knowledge and skills is difficult, often requiring intensive interaction and extensive periods of co-working between a mentor and mentee, which is particularly true in apprenticeship-like settings and on-the-job training. This paper studies a... View Details
      Keywords: Entrepreneurship; Higher Education; Training; Personal Development and Career; Knowledge Dissemination
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      Roche, Maria P. "Academic Entrepreneurship: Entrepreneurial Advisors and Their Advisees' Outcomes." Organization Science 34, no. 2 (March, 2023): 959–986.
      • February 2023 (Revised February 2024)
      • Case

      Chari: Exploring Fintech in Morocco

      By: Karen G. Mills and Ahmed Dahawy
      This case examines the challenges and opportunities of doing business in Morocco. It highlights Morocco’s unique economy where cash remains a dominant player in the market despite global advancements in digitalization. The case also explores the various cultural and... View Details
      Keywords: Business Model; Cultural Entrepreneurship; Social Entrepreneurship; Business History; Business and Government Relations; Technological Innovation; Distribution Industry; Financial Services Industry; Morocco
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      Mills, Karen G., and Ahmed Dahawy. "Chari: Exploring Fintech in Morocco." Harvard Business School Case 323-082, February 2023. (Revised February 2024.)
      • February 2023 (Revised March 2025)
      • Case

      Doing Business in Accra, Ghana

      By: Hakeem Belo-Osagie, Leonard Schlesinger and Namrata Arora
      This case examines the challenges and opportunities of doing business in Ghana. It highlights Ghana economic transformation in the decades leading up to 2024 in the context of its history, culture, and politics. The case gives an overview of some of the main obstacles... View Details
      Keywords: Business History; Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Financial Crisis; Agribusiness; Food and Beverage Industry; Agriculture and Agribusiness Industry; Ghana
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      Belo-Osagie, Hakeem, Leonard Schlesinger, and Namrata Arora. "Doing Business in Accra, Ghana." Harvard Business School Case 323-090, February 2023. (Revised March 2025.)
      • February 2023 (Revised February 2025)
      • Case

      Doing Business in Athens, Greece

      By: Alan D. MacCormack, Carlota Moniz and Emilie Billaud
      This case examines the challenges and opportunities of doing business in Greece. It highlights Greece's economic transformation in the decades leading up to 2023 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details
      Keywords: Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Financial Crisis; Technology Industry; Tourism Industry; Shipping Industry; Greece; Athens
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      MacCormack, Alan D., Carlota Moniz, and Emilie Billaud. "Doing Business in Athens, Greece." Harvard Business School Case 323-100, February 2023. (Revised February 2025.)
      • February 2023 (Revised February 2024)
      • Case

      Doing Business in Helsinki, Finland

      By: Martin A. Sinozich, Lena Duchene, Tonia Labruyere and Daniela Beyersdorfer
      This case examines the challenges and opportunities of doing business in Finland. It highlights Finland's economic transformation in the decades leading up to 2024 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details
      Keywords: Business History; Business and Government Relations; Corporate Strategy; Research and Development; Foreign Direct Investment; Crisis Management; Culture; Environmental Sustainability; International Relations; Food and Beverage Industry; Finland; Europe
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      Sinozich, Martin A., Lena Duchene, Tonia Labruyere, and Daniela Beyersdorfer. "Doing Business in Helsinki, Finland." Harvard Business School Case 323-079, February 2023. (Revised February 2024.)
      • February 2023 (Revised February 2024)
      • Case

      Doing Business in Istanbul, Turkey

      By: Prithwiraj Choudhury, Leonard A. Schlesinger, Namrata Arora and Umut Arslan
      This case examines the challenges and opportunities of doing business in Turkey. It highlights Turkey's economic transformation in the decades leading up to 2024 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details
      Keywords: Business History; Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Financial Crisis; Technology Industry; Tourism Industry; Turkey
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      Choudhury, Prithwiraj, Leonard A. Schlesinger, Namrata Arora, and Umut Arslan. "Doing Business in Istanbul, Turkey." Harvard Business School Case 323-081, February 2023. (Revised February 2024.)
      • February 2023 (Revised February 2025)
      • Case

      Doing Business in Nairobi, Kenya

      By: Archie L. Jones, Leonard A. Schlesinger, Pippa Tubman Armerding and Kuria Kamau
      This case examines the challenges and opportunities of doing business in Nairobi, Kenya. It highlights Kenya's economic transformation in the decades leading up to 2024 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details
      Keywords: Business History; Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Financial Crisis; Apparel and Accessories Industry; Consumer Products Industry; Fashion Industry; Manufacturing Industry; Retail Industry; Kenya; Nairobi; Africa
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      Jones, Archie L., Leonard A. Schlesinger, Pippa Tubman Armerding, and Kuria Kamau. "Doing Business in Nairobi, Kenya." Harvard Business School Case 323-086, February 2023. (Revised February 2025.)
      • February 2023 (Revised June 2023)
      • Case

      Doing Business in São Paulo, Brazil

      By: Hise O. Gibson, Leonard A. Schlesinger, Ruth Costas and Pedro Levindo
      The case uses the example of a large investment made by French retail group Carrefour in Brazil to discuss the opportunities and challenges of doing business in the country. It gives readers an overview of Brazil’s economic transformation since its colonial years until... View Details
      Keywords: Business Cycles; Development Economics; Developing Countries and Economies; Economic Growth; Economic Sectors; Economy; Macroeconomics; Business History; Brazil; Latin America
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      Gibson, Hise O., Leonard A. Schlesinger, Ruth Costas, and Pedro Levindo. "Doing Business in São Paulo, Brazil." Harvard Business School Case 323-084, February 2023. (Revised June 2023.)
      • February 2023 (Revised June 2023)
      • Case

      Doing Business in Santiago, Chile

      By: Willis Emmons, Leonard A. Schlesinger and Ruth Costas
      The case uses the example of the opening of the first IKEA furniture store in Chile – which is operated by Chilean group Falabella – to discuss the opportunities and challenges of doing business in the country. It gives readers an overview of Chile’s economic... View Details
      Keywords: Business Cycles; Development Economics; Developing Countries and Economies; Economic Growth; Economic Sectors; Economy; Macroeconomics; Business History; Chile; Latin America
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      Emmons, Willis, Leonard A. Schlesinger, and Ruth Costas. "Doing Business in Santiago, Chile." Harvard Business School Case 323-085, February 2023. (Revised June 2023.)
      • 2023
      • Working Paper

      Life After Death: A Field Experiment with Small Businesses on Information Frictions, Stigma, and Bankruptcy

      By: Shai Benjamin Bernstein, Emanuele Colonnelli, Mitchell Hoffman and Benjamin Iverson
      In a randomized control trial (RCT) with U.S. small businesses, we document that a large share of firms are not well-informed about bankruptcy. Many assume that bankruptcy necessarily entails the death of a business and do not know about Chapter 11 bankruptcy, where... View Details
      Keywords: Small Business; Insolvency and Bankruptcy; Knowledge Dissemination; Outcome or Result
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      Bernstein, Shai Benjamin, Emanuele Colonnelli, Mitchell Hoffman, and Benjamin Iverson. "Life After Death: A Field Experiment with Small Businesses on Information Frictions, Stigma, and Bankruptcy." NBER Working Paper Series, No. 30933, February 2023.
      • January 2023 (Revised August 2023)
      • Case

      Veeva Systems and the Transformation to a Public Benefit Corporation

      By: Ranjay Gulati and Allison M. Ciechanover
      Peter Gassner, the co-founder and CEO of Veeva Systems, steered the company through rapid scaling from its launch in 2007 to 2022. Year after year, the company had exceeded expectations, with its market capitalization reaching $50 billion at its peak. By 2022, the... View Details
      Keywords: Transformation; Corporate Governance; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Culture; Information Technology Industry; Technology Industry; United States; California
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      Gulati, Ranjay, and Allison M. Ciechanover. "Veeva Systems and the Transformation to a Public Benefit Corporation." Harvard Business School Case 423-045, January 2023. (Revised August 2023.)
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