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Publications

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    • All HBS Web  (275)
      • Faculty Publications  (28)

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      • 2025
      • Working Paper

      Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

      By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
      Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details
      Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science
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      Ma, Liangzong, Ta-Wei Huang, Eva Ascarza, and Ayelet Israeli. "Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning." Harvard Business School Working Paper, No. 25-037, February 2025.
      • 2025
      • Working Paper

      Markups and Cost Pass-through Along the Supply Chain

      By: Santiago Alvarez-Blaser, Alberto Cavallo, Alexander MacKay and Paolo Mengano
      We study markups and pricing strategies along the supply chain. Our unique dataset combines detailed price and cost information from a large global manufacturer with matched retail prices collected online for the period July 2018 through June 2023. We show that total... View Details
      Keywords: Markups; Pricing; Price; Supply Chain; Inflation and Deflation; Cost
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      Alvarez-Blaser, Santiago, Alberto Cavallo, Alexander MacKay, and Paolo Mengano. "Markups and Cost Pass-through Along the Supply Chain." Harvard Business School Working Paper, No. 25-009, August 2024. (Revised February 2025.)
      • July 2024 (Revised January 2025)
      • Case

      Dynamic Pricing at Wendy's: Where's the Beef?

      By: Elie Ofek, Alicia Dadlani and Martha Hostetter
      In early 2024, Wendy’s new CEO announced on an earnings call that the company would install digital menus in its US locations so it could begin testing dynamic pricing—changing prices up or down in response to shifts in supply and demand – as well as allow engaging in... View Details
      Keywords: Dynamic Pricing; Marketing Strategy; Price; Technology Adoption; Consumer Behavior; AI and Machine Learning; Customer Focus and Relationships; Policy; Food and Beverage Industry
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      Ofek, Elie, Alicia Dadlani, and Martha Hostetter. "Dynamic Pricing at Wendy's: Where's the Beef?" Harvard Business School Case 525-010, July 2024. (Revised January 2025.)
      • June 2024 (Revised August 2024)
      • Case

      Hospital for Special Surgery: Returning to a New Normal? (A)

      By: Robert S. Huckman, Michael Lingzhi Li and Camille Gregory
      Early on the morning of April 27, 2020, Justin Oppenheimer stood outside the entrance to the lobby of the Hospital for Special Surgery (HSS) Pavilion Building with mixed emotions. On one hand, Oppenheimer, HSS’ Enterprise Chief Operating Officer and Chief Strategy... View Details
      Keywords: Operations Management; Scheduling; Optimization; COVID-19; Health Care and Treatment; Operations; Customer Focus and Relationships; Disruption; Health Industry; United States
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      Huckman, Robert S., Michael Lingzhi Li, and Camille Gregory. "Hospital for Special Surgery: Returning to a New Normal? (A)." Harvard Business School Case 624-092, June 2024. (Revised August 2024.)
      • 2023
      • Chapter

      Inflation and Misallocation in New Keynesian Models

      By: Alberto Cavallo, Francesco Lippi and Ken Miyahara
      The New Keynesian framework implies that sluggish price adjustment results in a distorted allocation of resources. We use a simple model to quantify these unobservable distortions, using data that depict the price-setting behavior of firms, specifically the frequency... View Details
      Keywords: Macroeconomics; Inflation and Deflation; Price; Analytics and Data Science; Cost
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      Cavallo, Alberto, Francesco Lippi, and Ken Miyahara. "Inflation and Misallocation in New Keynesian Models." In ECB Forum on Central Banking 26-28 June 2023, Sintra, Portugal: Macroeconomic Stabilisation in a Volatile Inflation Environment. European Central Bank, 2023.
      • Article

      How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships

      By: Ayelet Israeli, Fiona Scott-Morton, Jorge Silva-Risso and Florian Zettelmeyer
      This paper investigates empirically the effect of market power on dynamic pricing in the presence of inventories. Our setting is the auto retail industry; we analyze how automotive dealerships adjust prices to inventory levels under varying degrees of market power. We... View Details
      Keywords: Dynamic Pricing; Market Power; Pricing; Price Discrimination; Inventory Production; Marketing; Price; Competitive Strategy; Auto Industry; Retail Industry
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      Israeli, Ayelet, Fiona Scott-Morton, Jorge Silva-Risso, and Florian Zettelmeyer. "How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships." Management Science 68, no. 2 (February 2022): 895–916.
      • December 2021
      • Article

      Employee Responses to Compensation Changes: Evidence from a Sales Firm

      By: Jason Sandvik, Richard Saouma, Nathan Seegert and Christopher Stanton
      What are the long-term consequences of compensation changes? Using data from an inbound sales call center, we study employee responses to a compensation change that ultimately reduced take-home pay by 7% for the average affected worker. The change caused a significant... View Details
      Keywords: Employees; Wages; Compensation and Benefits; Change; Performance; Resignation and Termination; Retention; Analysis
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      Sandvik, Jason, Richard Saouma, Nathan Seegert, and Christopher Stanton. "Employee Responses to Compensation Changes: Evidence from a Sales Firm." Management Science 67, no. 12 (December 2021): 7687–7707.
      • 2021
      • Working Paper

      Multiple Team Membership, Turnover, and On-Time Delivery: Evidence from Construction Services

      By: Hise O. Gibson, Bradely R. Staats and Ananth Raman
      Firms who want to compete in dynamic markets are finding that they must build more agile operations to ensure success. One way for a firm to increase organizational agility is to allocate employees to multiple project teams, simultaneously—a practice known as multiple... View Details
      Keywords: Multiple Team Membership; Turnover; Fluid Teams; Project Management; Groups and Teams; Projects; Management; Performance
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      Gibson, Hise O., Bradely R. Staats, and Ananth Raman. "Multiple Team Membership, Turnover, and On-Time Delivery: Evidence from Construction Services." Harvard Business School Working Paper, No. 22-004, July 2021.
      • 2023
      • Working Paper

      Personalized Game Design for Improved User Retention and Monetization in Freemium Games

      By: Eva Ascarza, Oded Netzer and Julian Runge
      One of the most crucial aspects and significant levers that gaming companies possess in designing digital games is setting the level of difficulty, which essentially regulates the user’s ability to progress within the game. This aspect is particularly significant in... View Details
      Keywords: Freemium; Retention/churn; Field Experiment; Field Experiments; Gaming; Gaming Industry; Mobile App; Mobile App Industry; Monetization; Monetization Strategy; Games, Gaming, and Gambling; Mobile and Wireless Technology; Customers; Retention; Product Design; Strategy
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      Ascarza, Eva, Oded Netzer, and Julian Runge. "Personalized Game Design for Improved User Retention and Monetization in Freemium Games." Harvard Business School Working Paper, No. 21-062, November 2020. (Revised December 2023.)
      • July 2020 (Revised September 2020)
      • Case

      Property Finder's Strategy for Online Classifieds in the MENA Region

      By: Krishna G. Palepu, Gamze Yucaoglu and Fares Khrais
      The case opens in 2020 as Michael Lahyani, founder and CEO of Property Finder, Dubai’s leading online real estate classifieds portal, contemplates the company’s five-year growth strategy.
      Since its founding in 2005 in the United Arab Emirates (UAE), Property... View Details
      Keywords: General Business; Real Estate; Entrepreneurship; Property; Strategy; Emerging Markets; Growth Management; Online Technology; Real Estate Industry; Technology Industry; United Arab Emirates; Saudi Arabia; Egypt; Turkey
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      Palepu, Krishna G., Gamze Yucaoglu, and Fares Khrais. "Property Finder's Strategy for Online Classifieds in the MENA Region." Harvard Business School Case 321-009, July 2020. (Revised September 2020.)
      • 2020
      • Working Paper

      Social Interactions in Pandemics: Fear, Altruism, and Reciprocity

      By: Laura Alfaro, Ester Faia, Nora Lamersdorf and Farzad Saidi
      In SIR models, homogeneous or with a network structure, infection rates are assumed to be exogenous. However, individuals adjust their behavior. Using daily data for 89 cities worldwide, we document that mobility falls in response to fear, as approximated by Google... View Details
      Keywords: Social Interactions; Pandemics; Mobility; Cities; SIR Networks; Social Preferences; Social Planner; Targeted Policies; Health Pandemics; Interpersonal Communication; Behavior; Policy
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      Alfaro, Laura, Ester Faia, Nora Lamersdorf, and Farzad Saidi. "Social Interactions in Pandemics: Fear, Altruism, and Reciprocity." NBER Working Paper Series, No. 27134, May 2020.
      • December 2019
      • Case

      CME Group in 2019

      By: José B. Alvarez, Forest Reinhardt and Natalie Kindred
      Chicago-based CME Group is the world’s largest futures and options marketplace, with annual trading volume of over 4.8 billion contracts in 2018. This case is set in late 2019, as heightened perceptions of risk stemming from the U.S.-China trade war are driving record... View Details
      Keywords: Financial Markets; Risk Management; Futures and Commodity Futures; Trade; Price; Competition; Risk and Uncertainty; Competitive Strategy; United States; China; Brazil
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      Alvarez, José B., Forest Reinhardt, and Natalie Kindred. "CME Group in 2019." Harvard Business School Case 520-048, December 2019.
      • 2018
      • Working Paper

      Zig-Zagging Your Way to Transformative Impact

      By: V. Kasturi Rangan and Tricia Gregg
      Achieving transformative impact has been much discussed by social entrepreneurs, funders, and consultants. These discussions have focused on issues of increasing impact and scale, but often with no clear distinction between the two terms. In order to provide clarity,... View Details
      Keywords: Social Entrepreneurship; Performance Efficiency; Growth and Development; Outcome or Result; Strategy
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      Rangan, V. Kasturi, and Tricia Gregg. "Zig-Zagging Your Way to Transformative Impact." Harvard Business School Working Paper, No. 18-062, January 2018.
      • 2017
      • Working Paper

      The Decline of Big-Bank Lending to Small Business: Dynamic Impacts on Local Credit and Labor Markets

      By: Brian S. Chen, Samuel G. Hanson and Jeremy C. Stein
      Small business lending by the four largest banks fell sharply relative to others in 2008 and remained depressed through 2014. We explore the dynamic adjustment process following this credit supply shock. In counties where the largest banks had a high market share, the... View Details
      Keywords: Small Business; Financing and Loans; Banks and Banking; System Shocks; Credit; Labor; United States
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      Chen, Brian S., Samuel G. Hanson, and Jeremy C. Stein. "The Decline of Big-Bank Lending to Small Business: Dynamic Impacts on Local Credit and Labor Markets." NBER Working Paper Series, No. 23843, September 2017.
      • May 2015
      • Case

      Pricing in a Digital World (2015)

      By: John Gourville
      Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details
      Keywords: Pricing; Marketing; Dynamic Pricing; Price Customization; Information Technology; Price; Entrepreneurship; Customization and Personalization; Product Marketing
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      Gourville, John. "Pricing in a Digital World (2015)." Harvard Business School Case 515-104, May 2015.
      • November 2014
      • Article

      The Dynamics of Firm Lobbying

      By: William R. Kerr, William F. Lincoln and Prachi Mishra
      We study the determinants of the dynamics of firm lobbying behavior using a panel data set covering 1998–2006. Our data exhibit three striking facts: (i) few firms lobby, (ii) lobbying status is strongly associated with firm size, and (iii) lobbying status is highly... View Details
      Keywords: Lobbying; Political Economy; H-1B; Organizational Change and Adaptation; Policy; Immigration
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      Kerr, William R., William F. Lincoln, and Prachi Mishra. "The Dynamics of Firm Lobbying." American Economic Journal: Economic Policy 6, no. 4 (November 2014): 343–379.
      • 2014
      • Other Teaching and Training Material

      Marketing Reading: Brand Positioning

      By: Jill Avery and Sunil Gupta
      This Reading addresses the principles of brand positioning and demonstrates how companies can strategically craft powerful, resonant, and unique brand positions to help products stand out amidst the cacophony of the marketplace. Strategic brand positioning provides... View Details
      Keywords: Brand Positioning; Branding; Consumer Research; Defensive Strategies; Market Positioning; Marketing; Product Differentiation; Product Positioning; Strategic Positioning; Value Proposition; Customer Relationship Management; Organizational Structure; Customer Satisfaction; Brands and Branding
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      Avery, Jill, and Sunil Gupta. "Marketing Reading: Brand Positioning." Core Curriculum Readings Series. Boston: Harvard Business School Publishing 8197, 2014.
      • 2013
      • Article

      Immigration and Employer Transitions for STEM Workers

      By: Sari Pekkala Kerr and William R. Kerr
      We analyze the career trajectories of STEM workers and firm-level hiring of immigrants using the Longitudinal Employer-Household Dynamics (LEHD) database of the US Census Bureau. We find STEM career adjustments during periods of abnormally high immigration into the... View Details
      Keywords: Nationality; Employment; Immigration
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      Kerr, Sari Pekkala, and William R. Kerr. "Immigration and Employer Transitions for STEM Workers." American Economic Review: Papers and Proceedings 103, no. 3 (May 2013): 193–197.
      • September 2012
      • Supplement

      Hiroshi Mikitani Reflects and Provides Early Updates on Englishnization (November, 2011)

      By: Tsedal Neeley
      CEO of Rakuten, Hiroshi Mikitani, candidly responds to controversial questions about his Englishnization strategy and implementation across 7,100 employees a year and a half later: Did he make an impulsive move when he mandated English as the company language? Why does... View Details
      Keywords: Language; Culture; Communication Barriers; Dynamic Global Marketplace; Rapid Change; Change Management; Ethnicity; Communication; Globalization; Management Teams; Japan
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      Neeley, Tsedal. "Hiroshi Mikitani Reflects and Provides Early Updates on Englishnization (November, 2011)." Harvard Business School Video Supplement 413-703, September 2012.
      • 2013
      • Working Paper

      The Dynamics of Firm Lobbying

      By: William R. Kerr, William F. Lincoln and Prachi Mishra
      We study the determinants of the dynamics of firm lobbying behavior using a panel data set covering 1998–2006. Our data exhibit three striking facts: (i) few firms lobby, (ii) lobbying status is strongly associated with firm size, and (iii) lobbying status is highly... View Details
      Keywords: Lobbying; Political Economy; H-1B; Business Ventures; Policy; Government Legislation; Immigration; Business and Government Relations; Research; Prejudice and Bias
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      Kerr, William R., William F. Lincoln, and Prachi Mishra. "The Dynamics of Firm Lobbying." Harvard Business School Working Paper, No. 12-034, October 2011. (Revised August 2013.)
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