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- March 2022
- Article
Learning to Rank an Assortment of Products
By: Kris Ferreira, Sunanda Parthasarathy and Shreyas Sekar
We consider the product ranking challenge that online retailers face when their customers typically behave as “window shoppers”: they form an impression of the assortment after browsing products ranked in the initial positions and then decide whether to continue...
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Keywords:
Online Learning;
Product Ranking;
Assortment Optimization;
Learning;
Internet and the Web;
Product Marketing;
Consumer Behavior;
E-commerce
Ferreira, Kris, Sunanda Parthasarathy, and Shreyas Sekar. "Learning to Rank an Assortment of Products." Management Science 68, no. 3 (March 2022): 1828–1848.
- Article
When Seeking Help, Women and Racial/Ethnic Minorities Benefit from Explicitly Stating Their Identity
By: Erika L. Kirgios, Aneesh Rai, Edward H. Chang and Katherine L. Milkman
Receiving help can make or break a career, but women and racial/ethnic minorities do not always receive the support they seek. Across two audit experiments—one with politicians and another with students—as well as an online experiment (total n = 5,145), we test whether...
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Keywords:
Support;
Marginalized Communities;
Personal Development and Career;
Equality and Inequality;
Identity;
Race;
Gender;
Communication Intention and Meaning
Kirgios, Erika L., Aneesh Rai, Edward H. Chang, and Katherine L. Milkman. "When Seeking Help, Women and Racial/Ethnic Minorities Benefit from Explicitly Stating Their Identity." Nature Human Behaviour 6, no. 3 (March 2022): 383–391.
- February 23, 2022
- Article
Can WEB3 Bring Back Competition to Digital Platforms?
By: Christian Catalini and Scott Duke Kominers
Like the early Internet, blockchain and Web3 applications promise a new wave of decentralization and competition—yet at the same time, it is unclear which of the dynamics that drove concentration in online platforms and services will remain in force under the Web3...
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Keywords:
Web3;
Blockchain;
Interoperability;
Internet and the Web;
Technological Innovation;
Competition;
Digital Platforms
Catalini, Christian, and Scott Duke Kominers. "Can WEB3 Bring Back Competition to Digital Platforms?" Competition Policy International (online) (February 23, 2022).
- 2022
- Working Paper
The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective
By: Satyapriya Krishna, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu and Himabindu Lakkaraju
As various post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to develop a deeper understanding of if and when the explanations output by these methods disagree with each other, and how...
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Krishna, Satyapriya, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu, and Himabindu Lakkaraju. "The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective." Working Paper, 2022.
- 2022
- Working Paper
The Routledge Handbook of Digital Consumption, Chapter 41: The Internet’s Effects on Consumption: Useful, Harmful, Playful
By: John A. Deighton and Leora Kornfeld
This chapter considers how digital culture has changed over the past decade, as the internet has grown its scope and user base. Billions around the world connect daily to an ever-expanding set of applications. A framework for thinking about digital effects is offered:...
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Deighton, John A., and Leora Kornfeld. "The Routledge Handbook of Digital Consumption, Chapter 41: The Internet’s Effects on Consumption: Useful, Harmful, Playful." Harvard Business School Working Paper, No. 22-049, January 2022.
- February 2022
- Case
NFX Capital and Moov Technologies
By: Scott Duke Kominers and Nicole Tempest Keller
In July 2019, James Currier, a general partner at San Francisco-based NFX Ventures, was considering a seed stage investment of $1.5 million in Moov Technologies, a B2B marketplace for used industrial equipment. NFX was a venture capital firm focused on seed-stage...
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Keywords:
Venture Capital;
Network Effects;
Marketplace Matching;
Digital Platforms;
Market Design;
Applications and Software;
Semiconductor Industry;
Financial Services Industry;
San Francisco
Kominers, Scott Duke, and Nicole Tempest Keller. "NFX Capital and Moov Technologies." Harvard Business School Case 822-045, February 2022.
- 2022
- Working Paper
Consumer Reviews and Regulation: Evidence from NYC Restaurants
By: Chiara Farronato and Georgios Zervas
We investigate the informativeness of hygiene signals in online reviews, and their effect on consumer choice and restaurant hygiene. We first extract signals of hygiene from Yelp. Among all dimensions that regulators monitor through mandated restaurant inspections, we...
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Keywords:
Restaurants;
Reviews;
Hygiene;
Yelp;
Regulation;
Food;
Governing Rules, Regulations, and Reforms;
Consumer Behavior
Farronato, Chiara, and Georgios Zervas. "Consumer Reviews and Regulation: Evidence from NYC Restaurants." NBER Working Paper Series, No. 29715, February 2022.
- 2022
- Working Paper
E-commerce During COVID: Stylized Facts from 47 Economies
By: Joel Alcedo, Alberto Cavallo, Bricklin Dwyer, Prachi Mishra and Antonio Spilimbergo
We study e-commerce across 47 economies and 26 industries during the COVID-19 pandemic using aggregated and anonymized transaction-level data from Mastercard, scaled to represent total consumer spending. The share of online transactions in total consumption increased...
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Keywords:
COVID-19 Pandemic;
Health Pandemics;
Spending;
Internet and the Web;
Global Range;
Analysis;
E-commerce
Alcedo, Joel, Alberto Cavallo, Bricklin Dwyer, Prachi Mishra, and Antonio Spilimbergo. "E-commerce During COVID: Stylized Facts from 47 Economies." NBER Working Paper Series, No. 29729, February 2022.
- February 2022
- Article
OMG! My Boss Just Friended Me: How Evaluations of Colleagues' Disclosure, Gender, and Rank Shape Personal/Professional Boundary Blurring Online
By: Nancy Rothbard, Lakshmi Ramarajan, Ariane Ollier-Malaterre and Serenity Lee
We propose and test a relational boundary-blurring framework, examining how employees’ evaluations of colleagues’ characteristics drive their decisions to connect with colleagues as friends online. We use a multi-method approach across four studies to investigate how...
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Rothbard, Nancy, Lakshmi Ramarajan, Ariane Ollier-Malaterre, and Serenity Lee. "OMG! My Boss Just Friended Me: How Evaluations of Colleagues' Disclosure, Gender, and Rank Shape Personal/Professional Boundary Blurring Online." Academy of Management Journal 65, no. 1 (February 2022): 35–65.
- January 2022
- Case
Bee-ing Better at Bombas
By: Elizabeth A. Keenan, Youngme Moon and John Masko
David Heath and Randy Goldberg founded Bombas in 2013 to serve two missions: to deliver the “best socks in the history of feet,” and to donate socks (the most requested item in homeless shelters) to Americans experiencing homelessness. Eight years later, Bombas had...
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Keywords:
Social Entrepreneurship;
Values and Beliefs;
Brands and Branding;
Marketing Strategy;
Digital Marketing;
Distribution;
Corporate Social Responsibility and Impact;
Mission and Purpose;
Quality;
Business and Stakeholder Relations;
Human Needs;
Poverty;
Growth and Development Strategy;
Apparel and Accessories Industry;
New York (city, NY)
Keenan, Elizabeth A., Youngme Moon, and John Masko. "Bee-ing Better at Bombas." Harvard Business School Case 522-038, January 2022.
- January 2022 (Revised November 2023)
- Supplement
Uber in China (C): The Cost of Success for Didi
By: William C. Kirby and Noah B. Truwit
On June 30, 2021, ride-hailing giant Didi Chuxing (Didi) raised $4.4 billion in its initial public offering (IPO) on the New York Stock Exchange (NYSE), the largest IPO of a Chinese company listed on an American exchange since Alibaba raised $25 billion in 2014....
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Keywords:
Uber;
Didi Chuxing;
Start-up Growth;
Regulation;
Ride-sharing;
Transportation;
Business Startups;
Business and Government Relations;
Cross-Cultural and Cross-Border Issues;
Growth and Development;
Policy;
Competition;
Laws and Statutes;
Transportation Industry;
Technology Industry;
China
Kirby, William C., and Noah B. Truwit. "Uber in China (C): The Cost of Success for Didi." Harvard Business School Supplement 322-068, January 2022. (Revised November 2023.)
- January 2022
- Case
Dating Ring
By: Thomas R. Eisenmann and Lindsay N. Hyde
In 2015, the co-founders of Dating Ring, an online dating startup that relied on human matchmakers to arrange dates between its members, were deciding whether to either shut down the service or instead manage Dating Ring as a "lifestyle company," ramping down growth...
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Keywords:
Entrepreneurship;
Failure;
Business Exit or Shutdown;
Internet and the Web;
Venture Capital;
Service Industry;
Entertainment and Recreation Industry;
United States
Eisenmann, Thomas R., and Lindsay N. Hyde. "Dating Ring." Harvard Business School Case 822-013, January 2022.
- January 2022
- Teaching Plan
Just Arrived: Integrating Refugees in Sweden
By: Brian Trelstad and Emilie Billaud
Teaching Plan for HBS Case No. 321-040. Just Arrived is an online platform that matches newly-arrived immigrants in Sweden with employment opportunities. As one of several for-profit and non-profit start-ups in Europe that is looking to address the refugee crisis, the...
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- January 2022
- Case
Walmart USA—Searching for Growth
By: Felix Oberholzer-Gee and Maria P. Roche
In 2022, Doug McMillon, president and CEO of Walmart, and his team looked back at a difficult but ultimately successful past year. The global pandemic had posed enormous challenges, but the company had weathered the storm successfully, raising same-store sales growth,...
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Keywords:
Health Pandemics;
Growth and Development Strategy;
Sales;
Business Strategy;
Business and Shareholder Relations;
Retail Industry
Oberholzer-Gee, Felix, and Maria P. Roche. "Walmart USA—Searching for Growth." Harvard Business School Case 722-395, January 2022.
- 2022
- Working Paper
Outcome-Driven Dynamic Refugee Assignment with Allocation Balancing
By: Kirk Bansak and Elisabeth Paulson
This study proposes two new dynamic assignment algorithms to match refugees and asylum seekers to geographic localities within a host country. The first, currently implemented in a multi-year pilot in Switzerland, seeks to maximize the average predicted employment...
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Bansak, Kirk, and Elisabeth Paulson. "Outcome-Driven Dynamic Refugee Assignment with Allocation Balancing." Harvard Business School Working Paper, No. 23-048, January 2022.
- December 2021 (Revised February 2022)
- Case
Bed Bath & Beyond: The New Strategy to Drive Shareholder Value
By: Benjamin C. Esty and Daniel W. Fisher
At one time, Bed Bath & Beyond was one of the most successful specialty retailers in the United States—its growth and profit margins far exceeded both peer retailers in the home goods market as well as many other discount retailers. But in 2014, its stock price peaked,...
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Keywords:
Competitive Strategy;
Competitive Advantage;
Value Creation;
Diversification;
Corporate Governance;
Leading Change;
Performance Evaluation;
Valuation;
Investment Activism;
Retail Industry;
Consumer Products Industry;
United States
Esty, Benjamin C., and Daniel W. Fisher. "Bed Bath & Beyond: The New Strategy to Drive Shareholder Value." Harvard Business School Case 722-408, December 2021. (Revised February 2022.)
- December 2021
- Teaching Plan
Slice Labs: Creating a Fraud-free Online Insurance Platform
By: Amit Goldenberg and Max Bazerman
Teaching Plan for HBS Case No. 921-712.
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- December 2021
- Case
Slice Labs: Creating a Fraud-free Online Insurance Platform
By: Amit Goldenberg, Max Bazerman and Ruth Page
"Slice Labs: Creating a Fraud-Free Online Insurance Platform" engages students with the challenge of how to influence other parties to not engage in fraud in the context of digital insurance. The case is centered around Slice, a digital insurance company that was...
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Keywords:
Technology;
Insurance;
Digitization;
Honesty;
Negotiation;
Fraud;
Ethics;
Negotiation Process;
Negotiation Tactics;
Negotiation Types;
Social Psychology;
Conflict and Resolution;
Trust;
Fairness;
Moral Sensibility;
Values and Beliefs;
Crime and Corruption;
Insurance Industry;
Technology Industry;
United States;
Canada
Goldenberg, Amit, Max Bazerman, and Ruth Page. "Slice Labs: Creating a Fraud-free Online Insurance Platform." Harvard Business School Multimedia/Video Case 921-712, December 2021.
- December 2021 (Revised September 2022)
- Case
Moleskine: Daniela Riccardi Turns the Page
By: Ryan Raffaelli and Sarah Gulick
Newly appointed CEO Daniela Riccardi needed to develop and present an action plan to the board of the company that owned Moleskine. Riccardi was hired because Moleskine had recently overextended its reach and needed more focus and discipline. Having previously served...
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Keywords:
Rebranding;
Brands and Branding;
Organizational Change and Adaptation;
Operations;
Planning;
Retail Industry;
Italy
Raffaelli, Ryan, and Sarah Gulick. "Moleskine: Daniela Riccardi Turns the Page." Harvard Business School Case 422-044, December 2021. (Revised September 2022.)
- December 2021 (Revised May 2022)
- Case
Troverie (A)
By: Thomas R. Eisenmann, Lindsay N. Hyde and Olivia Graham
Six months after the August 2018 launch of Troverie, a U.S.-based online retailer of luxury watches, the average cost of acquiring a customer is much higher than originally projected, and the startup is incurring a substantial loss on each sales transaction. Could...
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Keywords:
Startup;
Luxury Goods;
Customer Acquisition;
Entrepreneurship;
Business Startups;
Luxury;
Failure;
Internet and the Web;
Revenue;
Fashion Industry;
United States
Eisenmann, Thomas R., Lindsay N. Hyde, and Olivia Graham. "Troverie (A)." Harvard Business School Case 822-068, December 2021. (Revised May 2022.)