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Publications

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    • Faculty Publications  (61)

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    • All HBS Web  (1,485)
      • Faculty Publications  (61)

      Dynamic Pricing Remove Dynamic Pricing →

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      How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships
      Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning
      → Search All HBS Web
      • 2021
      • Working Paper

      Information Spillovers in Experience Goods Competition

      By: Zhuoqiong Charlie Chen, Christopher Stanton and Catherine Thomas
      When experience goods compete, consuming one product can be informative about value for similar untried products. We study a two-period model of duopoly competition in markets that have this feature and where firms can price discriminate between consumers based on...  View Details
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      Chen, Zhuoqiong Charlie, Christopher Stanton, and Catherine Thomas. "Information Spillovers in Experience Goods Competition." NBER Working Paper Series, No. 28584, March 2021.
      • Article

      Soul and Machine (Learning)

      By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
      Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to...  View Details
      Keywords: Machine Learning; Marketing Applications; Knowledge; Technological Innovation; Core Relationships; Marketing
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      Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Marketing Letters 31, no. 4 (December 2020): 393–404.
      • 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; 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.)
      • 2021
      • Working Paper

      Corporate Environmental Impact: Measurement, Data and Information

      By: David Freiberg, DG Park, George Serafeim and T. Robert Zochowski
      As an organization’s environmental impact has become a central societal consideration, thereby affecting industry and organizational competitiveness, interest in measuring and analyzing environmental impact has increased. We develop a methodology to derive comparable...  View Details
      Keywords: Environment; Impact; Measurement; Environmental Ratings; Corporate Valuation; Financial Materiality; Sustainability; Environmental Impact; Environmental Strategy; Impact-weighted Accounts; Iwai; Environmental Sustainability; Corporate Social Responsibility and Impact; Measurement and Metrics; Valuation
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      Freiberg, David, DG Park, George Serafeim, and T. Robert Zochowski. "Corporate Environmental Impact: Measurement, Data and Information." Harvard Business School Working Paper, No. 20-098, March 2020. (Revised February 2021.)
      • January 2020
      • Article

      The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation

      By: Tatyana Deryugina, Alexander MacKay and Julian Reif
      We study the dynamics of residential electricity demand by exploiting a natural experiment that produced large and long-lasting price changes in over 250 Illinois communities. Using a flexible difference-in-differences matching approach, we estimate that the price...  View Details
      Keywords: Electricity Demand; Consumption Dynamics; Energy; Policy; Demand and Consumers; Price; Mathematical Methods
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      Deryugina, Tatyana, Alexander MacKay, and Julian Reif. "The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation." American Economic Journal: Applied Economics 12, no. 1 (January 2020): 86–114.
      • 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.
      • December 2019
      • Article

      Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning

      By: Guofang Huang, Hong Luo and Jing Xia
      Pricing idiosyncratic products is often challenging because the seller, ex ante, lacks information about the demand for individual items. This paper develops a model of dynamic pricing for idiosyncratic products that features the optimal stopping structure and a seller...  View Details
      Keywords: Dynamic Pricing; Idiosyncratic Products; Item-specific Demand; Demand Uncertainty; Active Seller Learning; The Value Of Information; Price; Information; Value; Learning
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      Huang, Guofang, Hong Luo, and Jing Xia. "Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning." Management Science 65, no. 12 (December 2019): 5556–5583.
      • Article

      Economic Principles for Medicare Reform

      By: Amitabh Chandra and Craig Garthwaite
      In this article, we develop an economic framework for Medicare reform that highlights trade-offs that reform proposals should grapple with but often ignore. Central to our argument is a tension in administratively set prices, which may improve short-term efficiency but...  View Details
      Keywords: Medicare; Value-based Care; Health Care Reform; Markets In Health Care; Health Care and Treatment; Value; Governing Rules, Regulations, and Reforms
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      Chandra, Amitabh, and Craig Garthwaite. "Economic Principles for Medicare Reform." Annals of the American Academy of Political and Social Science 686, no. 1 (November 2019): 63 – 92.
      • 2019
      • Article

      More Amazon Effects: Online Competition and Pricing Behaviors

      By: Alberto Cavallo
      I study how online competition, with its shrinking margins, algorithmic pricing technologies, and the transparency of the web, can change the pricing behavior of large retailers in the U.S. and affect aggregate inflation dynamics. In particular, I show that in the past...  View Details
      Keywords: Amazon; Online Prices; Inflation; Uniform Pricing; Price Stickiness; Monetary Economics; Economics; Macroeconomics; Inflation and Deflation; System Shocks; United States
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      Cavallo, Alberto. "More Amazon Effects: Online Competition and Pricing Behaviors." Jackson Hole Economic Symposium Conference Proceedings (Federal Reserve Bank of Kansas City) (2019).
      • July 2019
      • Article

      Optimal Capital Structure and Bankruptcy Choice: Dynamic Bargaining vs Liquidation

      By: Samuel Antill and Steven R. Grenadier
      We model a firm’s optimal capital structure decision in a framework in which it may later choose to enter either Chapter 11 reorganization or Chapter 7 liquidation. Creditors anticipate equityholders’ ex-post reorganization incentives and price them into the ex-ante...  View Details
      Keywords: Default; Dynamic Bargaining; Capital Structure; Insolvency and Bankruptcy; Mathematical Methods
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      Antill, Samuel, and Steven R. Grenadier. "Optimal Capital Structure and Bankruptcy Choice: Dynamic Bargaining vs Liquidation." Journal of Financial Economics 133, no. 1 (July 2019): 198–224.
      • 2019
      • Working Paper

      Demand Learning and Dynamic Pricing for Varying Assortments

      By: Kris Ferreira and Emily Mower
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      Ferreira, Kris, and Emily Mower. "Demand Learning and Dynamic Pricing for Varying Assortments." Working Paper, May 2019.
      • 2021
      • Working Paper

      Consumer Inertia and Market Power

      By: Alexander MacKay and Marc Remer
      We study the pricing decision of firms in the presence of consumer inertia. Inertia, which can arise from habit formation, brand loyalty, switching costs, or search, has important implications for equilibrium outcomes and affects market power. Holding market structure...  View Details
      Keywords: Consumer Inertia; Market Power; Dynamic Competition; Demand Estimation; Consumer Behavior; Markets; Performance; Competition; Price
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      MacKay, Alexander, and Marc Remer. "Consumer Inertia and Market Power." Harvard Business School Working Paper, No. 19-111, April 2019. (Revised April 2021. Direct download.)
      • November–December 2018
      • Article

      Online Network Revenue Management Using Thompson Sampling

      By: Kris J. Ferreira, David Simchi-Levi and He Wang
      We consider a network revenue management problem where an online retailer aims to maximize revenue from multiple products with limited inventory constraints. As common in practice, the retailer does not know the consumer's purchase probability at each price and must...  View Details
      Keywords: Online Marketing; Revenue Management; Revenue; Management; Marketing; Internet; Price; Mathematical Methods
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      Ferreira, Kris J., David Simchi-Levi, and He Wang. "Online Network Revenue Management Using Thompson Sampling." Operations Research 66, no. 6 (November–December 2018): 1586–1602.
      • October 2018
      • Case

      African Bank Investments Limited (A)

      By: Lynn S. Paine and Will Hurwitz
      Less than a year after joining the board of African Bank Investments Limited (ABIL), the newest director finds himself in difficult discussions with other directors about removing the struggling company’s CEO. The case is set in South Africa in mid-2014 as shares in...  View Details
      Keywords: Ethics; Personal Finance; Corporate Accountability; Governing and Advisory Boards; Corporate Governance; Crisis Management; Insurance; Leadership; Management; Risk Management; Banking Industry; Financial Services Industry; Insurance Industry; Africa; South Africa
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      Paine, Lynn S., and Will Hurwitz. "African Bank Investments Limited (A)." Harvard Business School Case 319-052, October 2018.
      • October 2018
      • Supplement

      African Bank Investments Limited (B)

      By: Lynn S. Paine and Will Hurwitz
      Less than a year after joining the board of African Bank Investments Limited (ABIL), the newest director finds himself in difficult discussions with other directors about removing the struggling company’s CEO. The case is set in South Africa in mid-2014 as shares in...  View Details
      Keywords: Ethics; Personal Finance; Corporate Accountability; Governing and Advisory Boards; Corporate Governance; Crisis Management; Insurance; Leadership; Management; Risk Management; Banking Industry; Financial Services Industry; Insurance Industry; Africa; South Africa
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      Paine, Lynn S., and Will Hurwitz. "African Bank Investments Limited (B)." Harvard Business School Supplement 319-053, October 2018.
      • 2018
      • Working Paper

      Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

      By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu
      We investigate how dynamic pricing can lead to more product returns in the online retail industry. Using detailed sales data of more than two million transactions from the Indian online retail market, where price promotions are very common, we document two types of...  View Details
      Keywords: Cash On Delivery; Dynamic Pricing; Online Retail; Payment Methods; Strategic Customer Behavior; Opportunistic Returns; Price; Policy; Consumer Behavior; Emerging Markets; Retail Industry
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      Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Harvard Business School Working Paper, No. 19-030, September 2018.
      • September 2018
      • Article

      Asset Price Dynamics in Partially Segmented Markets

      By: Robin Greenwood, Samuel G. Hanson and Gordon Y. Liao
      We develop a model in which capital moves quickly within an asset class but slowly between asset classes. While most investors specialize in a single asset class, a handful of generalists can gradually reallocate capital across markets. Upon the arrival...  View Details
      Keywords: System Shocks; Asset Pricing
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      Greenwood, Robin, Samuel G. Hanson, and Gordon Y. Liao. "Asset Price Dynamics in Partially Segmented Markets." Review of Financial Studies 31, no. 9 (September 2018): 3307–3343. (Internet Appendix Here.)
      • Working Paper

      The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation

      By: Tatyana Deryugina, Alexander MacKay and Julian Reif
      Economic theory suggests that demand is more elastic in the long run relative to the short run, but evidence on the empirical relevance of this phenomenon is scarce. We study the dynamics of residential electricity demand by exploiting price variation arising from a...  View Details
      Keywords: Energy; Demand and Consumers; Price; Policy; Mathematical Methods
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      Deryugina, Tatyana, Alexander MacKay, and Julian Reif. "The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation." NBER Working Paper Series, No. 23483, October 2017.
      • Fall 2016
      • Article

      How Do Customers Respond to Increased Service Quality Competition?

      By: Ryan W. Buell, Dennis Campbell and Frances X. Frei
      When does increased service quality competition lead to customer defection, and which customers are most likely to defect? Our empirical analysis of 82,235 customers exploits the varying competitive dynamics in 644 geographically isolated markets in which a nationwide...  View Details
      Keywords: Service Quality Competition; Retail Banks; Empirical Operations; Retention; Service Operations; Quality; Competition; Banking Industry; United States
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      Buell, Ryan W., Dennis Campbell, and Frances X. Frei. "How Do Customers Respond to Increased Service Quality Competition?" Manufacturing & Service Operations Management 18, no. 4 (Fall 2016): 585–607.
      • March 2016
      • Teaching Note

      T-Mobile in 2013: The Un-Carrier

      By: John Beshears and Francesca Gino
      By 2013, the U.S. wireless industry was in the midst of a costly transition. As consumers began to embrace more sophisticated mobile devices, the industry's four main players spent heavily to improve their infrastructures for providing reliable high-speed data...  View Details
      Keywords: Wireless Industry; Telecommunications; Mobile; Service Contracts; Behavioral Economics; Add-on Fees; Shrouded Attributes; Contracts; Competitive Strategy; Consumer Behavior; Infrastructure; Mobile Technology; Wireless Technology; Telecommunications Industry; United States
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      Beshears, John, and Francesca Gino. "T-Mobile in 2013: The Un-Carrier." Harvard Business School Teaching Note 916-048, March 2016.
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      Are you looking for?

      How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships
      Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning
      → Search All HBS Web
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