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      • 2021
      • Working Paper

      Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage

      By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein
      How do you measure the value of a commodity that transacts at a price of zero from an economic standpoint? This study examines the potential for and extent of omission and misattribution in standard approaches to economic accounting with regards to open source... View Details
      Keywords: Server Software; Open Source Distribution; Applications and Software; Analytics and Data Science; Economics; Value Creation; Measurement and Metrics
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      Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage." NBER Working Paper Series, No. 28738, April 2021.
      • March 2021
      • Article

      Assortment Rotation and the Value of Concealment

      By: Kris J. Ferreira and Joel Goh
      Assortment rotation—the retailing practice of changing the assortment of products offered to customers—has recently been used as a competitive advantage for both brick-and-mortar and online retailers. We focus on product categories where consumers may purchase multiple... View Details
      Keywords: Assortment Optimization; Retailing; Imperfect Information; Sales; Strategy; Consumer Behavior
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      Ferreira, Kris J., and Joel Goh. "Assortment Rotation and the Value of Concealment." Management Science 67, no. 3 (March 2021): 1489–1507.
      • March 2021
      • Article

      Loan Guarantees and Credit Supply

      By: Natalie Bachas, Olivia S. Kim and Constantine Yannelis
      The efficiency of federal lending guarantees depends on whether guarantees increase lending supply or simply act as a subsidy to lenders. We use notches in the guarantee rate schedule for Small Business Administration (SBA) loans to estimate the elasticity of bank... View Details
      Keywords: Borrowing and Debt; Financing and Loans; Banks and Banking; Credit
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      Bachas, Natalie, Olivia S. Kim, and Constantine Yannelis. "Loan Guarantees and Credit Supply." Journal of Financial Economics 139, no. 3 (March 2021): 872–894.
      • February 2021
      • Case

      Threadless: The Renewal of an Online Community

      By: Shane Greenstein, Karim Lakhani and Christian Godwin
      Threadless, an online apparel company and artist community which Jake Nickell founded in 2000, continued to maintain its status as a top company in the online apparel industry during its second decade. From 2010 to 2020, Threadless continued to operate its... View Details
      Keywords: Business Model; Decision Making; Entrepreneurship; Innovation and Invention; Leading Change; Management; Marketing; Product Launch; Operations; Supply Chain; Distribution; Networks; Sales; Strategy; Adaptation; Information Technology; Applications and Software; Digital Platforms; Apparel and Accessories Industry; Technology Industry; North America
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      Greenstein, Shane, Karim Lakhani, and Christian Godwin. "Threadless: The Renewal of an Online Community." Harvard Business School Case 621-056, February 2021.
      • February 2021 (Revised March 2023)
      • Supplement

      The Coronavirus (COVID-19) Pandemic and the Global Economy (B)

      By: Alberto Cavallo and Christian Godwin
      By December 2020, the COVID-19 pandemic had swept across the globe, creating widespread disruption in all aspects of everyday life. Almost 90 million people had been infected and nearly two million had died from the disease. By this point in the pandemic—a year since... View Details
      Keywords: COVID-19 Pandemic; Economy; Health Pandemics; Economic Slowdown and Stagnation; Global Range; Crisis Management; Disruption
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      Cavallo, Alberto, and Christian Godwin. "The Coronavirus (COVID-19) Pandemic and the Global Economy (B)." Harvard Business School Supplement 721-434, February 2021. (Revised March 2023.)
      • February 2021
      • Technical Note

      Probability Distributions

      By: Michael Parzen and Paul Hamilton
      This technical note introduces students to the concept of random variables, and from there the normal and binomial distributions. After a brief introduction to random variables, the note describes the standard properties of the normal distribution: a single peak, and a... View Details
      Keywords: Analysis; Risk and Uncertainty; Theory; Analytics and Data Science
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      Parzen, Michael, and Paul Hamilton. "Probability Distributions." Harvard Business School Technical Note 621-704, February 2021.
      • 2021
      • Working Paper

      Housing Consumption and the Cost of Remote Work

      By: Christopher Stanton and Pratyush Tiwari
      This paper estimates housing choice differences between households with and without remote workers. Prior to the pandemic, the expenditure share on housing was more than seven percent higher for remote households compared to similar non-remote households in the same... View Details
      Keywords: Remote Work; Geographic Mobility; Housing; Cost; Geographic Location; Income
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      Stanton, Christopher, and Pratyush Tiwari. "Housing Consumption and the Cost of Remote Work." NBER Working Paper Series, No. 28483, February 2021.
      • January 2021
      • Case

      Cinépolis

      By: Joshua D. Margolis and Fernanda Miguel
      Two weeks after Cinepolis released a documentary film about corruption, a judge ordered its provisional suspension, claiming it had to be edited before it continued to be shown, against Mexican cinematography laws. Cinépolis, Latin America’s largest movie theater chain... View Details
      Keywords: Movies; Entertainment; Corruption; Risk Assessment; Communication Strategy; Crime and Corruption; Decision Making; Film Entertainment; Ethics; Leadership; Risk Management; Entertainment and Recreation Industry; Motion Pictures and Video Industry; Mexico; Latin America; North and Central America
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      Margolis, Joshua D., and Fernanda Miguel. "Cinépolis." Harvard Business School Case 421-053, January 2021.
      • January 2021
      • Case

      Toyota and Its Labor Union in Argentina (A)

      By: Jorge Tamayo, Erik Snowberg and Jenyfeer Martinez Buitrago
      In 2011, Daniel Herrero, CEO of Toyota Argentina (TASA) since 2010, was about to meet with the Secretary-General of the union representing automotive industry workers in the country. The company produced vehicles in Argentina since 1997 at their plant at Zárate, and,... View Details
      Keywords: Manufacturing Performance; Bargaining; Production; Performance; Labor Unions; Labor and Management Relations; Fairness; Factories, Labs, and Plants; Auto Industry; Argentina
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      Tamayo, Jorge, Erik Snowberg, and Jenyfeer Martinez Buitrago. "Toyota and Its Labor Union in Argentina (A)." Harvard Business School Case 721-394, January 2021.
      • January 2021 (Revised March 2022)
      • Case

      Arçelik: From a Dealer Network to an Omnichannel Experience

      By: Ayelet Israeli and Fares Khrais
      Arçelik Turkey, the country’s market leader in household appliances, was at an omnichannel crossroads in January 2020. Arçelik was a B2B player utilizing a dealership network with an umbrella of brands and had one of the largest brick-and-mortar store networks in... View Details
      Keywords: Digital Marketing; Bricks And Mortar; Franchise Management; Franchising; Dealer Network; Dealers; B2B; B2B2C; Tradition; Culture Change; Cultural Adaptation; Omnichannel; Omnichannel Retail; Omni-channel; Omnichannel Retailing; Sales Channels; Sales Channel Development; Channel Management; Channels Of Distribution; Marketplace; Platforms; Collaboration; Online Channel; Online Data; Online Sales; Online Shopping; Online; Retail; Retailing; Disruption; Transformation; Franchise Ownership; Change Management; Partners and Partnerships; Consumer Behavior; Sales; Internet and the Web; Marketing Strategy; Conflict and Resolution; Conflict Management; Organizational Culture; Distribution Channels; Digital Transformation; Digital Platforms; Electronics Industry; Retail Industry; Consumer Products Industry; Turkey
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      Israeli, Ayelet, and Fares Khrais. "Arçelik: From a Dealer Network to an Omnichannel Experience." Harvard Business School Case 521-067, January 2021. (Revised March 2022.)
      • Article

      Memory and Representativeness

      By: Pedro Bordalo, Katherine Baldiga Coffman, Nicola Gennaioli, Frederik Schwerter and Andrei Shleifer
      We explore the idea that judgment by representativeness reflects the workings of episodic memory, especially interference. In a new laboratory experiment on cued recall, participants are shown two groups of images with different distributions of colors. We find that i)... View Details
      Keywords: Cued Recall; Interference; Similarity; Probabilistic Judgments; Heuristics And Biases
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      Bordalo, Pedro, Katherine Baldiga Coffman, Nicola Gennaioli, Frederik Schwerter, and Andrei Shleifer. "Memory and Representativeness." Psychological Review 128, no. 1 (January 2021): 71–85.
      • December 2020
      • Case

      Château Margaux: Serving Up the Third Wine

      By: Elie Ofek
      In fall 2019, Corinne Mentzelopoulos, owner of the famous first-growth Château Margaux, is pondering a series of decisions with respect to the chateau's third wine. Margaux du Château Marguax, as this wine was called, was launched in 2013 with a particular goal in mind... View Details
      Keywords: Brand Management; Pricing; Wine Industry; Marketing Strategy; Product Marketing; Performance Evaluation; Price; Distribution Channels; Growth and Development Strategy; France
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      Ofek, Elie. "Château Margaux: Serving Up the Third Wine." Harvard Business School Case 521-054, December 2020.
      • Article

      Robust and Stable Black Box Explanations

      By: Himabindu Lakkaraju, Nino Arsov and Osbert Bastani
      As machine learning black boxes are increasingly being deployed in real-world applications, there has been a growing interest in developing post hoc explanations that summarize the behaviors of these black boxes. However, existing algorithms for generating such... View Details
      Keywords: Machine Learning; Black Box Models; Framework
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      Lakkaraju, Himabindu, Nino Arsov, and Osbert Bastani. "Robust and Stable Black Box Explanations." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020): 5628–5638. (Published in PMLR, Vol. 119.)
      • November 2020
      • Teaching Note

      DayTwo: Going to Market with Gut Microbiome

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 519-010. DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals.... View Details
      Keywords: Start-up Growth; Startup; Positioning; Targeting; Go To Market Strategy; B2B Vs. B2C; B2B2C; Health & Wellness; AI; Machine Learning; Female Ceo; Female Protagonist; Science-based; Science And Technology Studies; Ecommerce; Applications; DTC; Direct To Consumer Marketing; US Health Care; "USA,"; Innovation; Pricing; Business Growth; Segmentation; Distribution Channels; Growth and Development Strategy; Business Startups; Science-Based Business; Health; Innovation and Invention; Marketing; Information Technology; Business Growth and Maturation; E-commerce; Applications and Software; Health Industry; Technology Industry; Insurance Industry; Information Technology Industry; Food and Beverage Industry; Israel; United States
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      Israeli, Ayelet. "DayTwo: Going to Market with Gut Microbiome." Harvard Business School Teaching Note 521-052, November 2020.
      • Article

      The Case for a COVID Vaccine Lottery

      By: Scott Duke Kominers and Alex Tabarrok
      Even the smartest distribution plans are complicated by a stubborn fact: We won't have enough for everyone right away. View Details
      Keywords: COVID-19; Vaccine; Distribution; Health Pandemics
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      Kominers, Scott Duke, and Alex Tabarrok. "The Case for a COVID Vaccine Lottery." Bloomberg Opinion (November 9, 2020).
      • Article

      Cheating, Inequality Aversion, and Appealing to Social Norms

      By: Clara Amato, Francesca Gino, Natalia Montinari and Pierluigi Sacco
      We conduct a field experiment involving 143, 9-years old children in their classrooms. Children are requested to flip a coin in private and receive a big or a small prize depending on the outcome they report. Comparing the actual and theoretical distribution of... View Details
      Keywords: Cheating; Inequality Aversion; Social Norms; Children; Experiment; Behavior; Equality and Inequality; Moral Sensibility
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      Amato, Clara, Francesca Gino, Natalia Montinari, and Pierluigi Sacco. "Cheating, Inequality Aversion, and Appealing to Social Norms." Journal of Economic Behavior & Organization 179 (November 2020): 767–778.
      • October 2020
      • Supplement

      TowerBrook: ESG in Action (B)

      By: Victoria Ivashina, Brian Trelstad and Meaghan Conway
      This case is the second of a two-part series that follows Ramez Sousou and his team at TowerBrook Capital Partners as they face a challenging investment decision in February of 2013. It is intended to be distributed at the end of the discussion of “TowerBrook: ESG in... View Details
      Keywords: ESG; Finance; Private Equity; Corporate Governance; Value Creation
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      Ivashina, Victoria, Brian Trelstad, and Meaghan Conway. "TowerBrook: ESG in Action (B)." Harvard Business School Supplement 221-046, October 2020.
      • October 2020 (Revised August 2022)
      • Case

      Epic Games: Nineteen Eighty-Fortnite

      By: Andy Wu, Miaomiao Zhang and Christopher Zhang
      In the midst of intensifying public and political attention towards the market power of big technology, Epic Games in 2020 challenged the status quo that has existed for years in the Apple iOS and Google Android mobile application marketplaces and payment systems.... View Details
      Keywords: Mobile Platforms; Mobile App Industry; Mobile Payment Systems; Antitrust; Games, Gaming, and Gambling; Mobile and Wireless Technology; Lawsuits and Litigation; Entrepreneurship; Competitive Strategy; Digital Platforms; United States
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      Wu, Andy, Miaomiao Zhang, and Christopher Zhang. "Epic Games: Nineteen Eighty-Fortnite." Harvard Business School Case 721-395, October 2020. (Revised August 2022.)
      • 2020
      • Working Paper

      Short-Termism, Shareholder Payouts, and Investment in the EU

      By: Jesse M. Fried and Charles C.Y. Wang
      Investor-driven “short-termism” is said to harm EU public firms' ability to invest for the long term, prompting calls for the EU to better insulate managers from shareholder pressure. But the evidence offered—in the form of rising levels of repurchases and dividends—is... View Details
      Keywords: Short-termism; Quarterly Capitalism; EU; Dividends; Equity Issuances; Equity Compensastion; Capital Flows; Capital Distribution; R&D; Innovation; Investment; Corporate Governance; Investment Return; Acquisition; European Union
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      Fried, Jesse M., and Charles C.Y. Wang. "Short-Termism, Shareholder Payouts, and Investment in the EU." Harvard Business School Working Paper, No. 21-054, October 2020.
      • 2021
      • Working Paper

      The Effects of Temporal Distance on Intra-Firm Communication: Evidence from Daylight Savings Time

      By: Jasmina Chauvin, Prithwiraj Choudhury and Tommy Pan Fang
      Cross-border communication costs have plummeted and enabled the global distribution of work, but frictions attributable to distance persist. We estimate the causal effects of temporal distance, i.e., time zone separation between employees, on intra-firm communication,... View Details
      Keywords: Communication Patterns; Time Zones; Geographic Frictions; Knowledge Workers; Multinational Companies; Communication; Multinational Firms and Management; Geographic Location
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      Chauvin, Jasmina, Prithwiraj Choudhury, and Tommy Pan Fang. "The Effects of Temporal Distance on Intra-Firm Communication: Evidence from Daylight Savings Time." Harvard Business School Working Paper, No. 21-052, September 2020. (Revised November 2021.)
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