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- February 2024
- Case
Taffi: Entrepreneurship in Saudi Arabia
By: Paul A. Gompers and Fares Khrais
Taffi was a tech-enabled fashion styling startup founded by Shahad Geoffrey in Saudi Arabia in 2020. Within three years of operating, Geoferry had pivoted the business multiple times. In 2023, Geoferry was attempting the business’s most ambitious pivot yet, shifting...
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- February 2024
- Case
Best Buy Health: Enabling Care at Home
This case explores retailer Best Buy’s decision to enter health care. Best Buy Health aims to enable care at home across three prongs: consumer health, active aging, and virtual care. A key pillar of Best Buy Health's strategy is leveraging the Geek Squad—the company's...
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- January 2024 (Revised February 2024)
- Exercise
Travelogo: Understanding Customer Journeys
By: Eva Ascarza, Nicolas Padilla and Oded Netzer
In late May 2023, Sarah Merino, the newly appointed manager of the Customer Insights group at Travelogo—an online travel booking platform—initiates a comprehensive analysis of clickstream data to understand the varied behaviors and needs of their users. In preparation...
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Keywords:
Customer Relationship Management;
Analysis;
Analytics and Data Science;
Marketing Strategy;
Segmentation;
Consumer Behavior;
Travel Industry;
United States
Ascarza, Eva, Nicolas Padilla, and Oded Netzer. "Travelogo: Understanding Customer Journeys." Harvard Business School Exercise 524-044, January 2024. (Revised February 2024.)
- 2023
- Working Paper
The Impact of Unionization on Consumer Perceptions of Service Quality: Evidence from Starbucks
By: Isamar Troncoso, Minkyung Kim, Ishita Chakraborty and SooHyun Kim
The US has seen a rise in union movements, but their effects on service industry marketing outcomes like customer satisfaction and perceptions of service quality remain understudied. In this paper, we empirically study the impact on customer satisfaction and...
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Keywords:
Labor Unions;
Customer Satisfaction;
Perception;
Public Opinion;
Employees;
Food and Beverage Industry
Troncoso, Isamar, Minkyung Kim, Ishita Chakraborty, and SooHyun Kim. "The Impact of Unionization on Consumer Perceptions of Service Quality: Evidence from Starbucks." Working Paper, 2023.
- December 2023
- Article
What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data
By: Alberto Cavallo and Oleksiy Kryvtsov
We use a detailed micro dataset on product availability and stockouts to construct a direct high-frequency measure of consumer product shortages during the 2020-2022 pandemic. We document a widespread multi-fold rise in stockouts in nearly all sectors early in the...
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Keywords:
Prices;
Stockouts;
Inventories;
Supply Disruptions;
COVID-19 Pandemic;
Supply Chain;
Product;
Demand and Consumers
Cavallo, Alberto, and Oleksiy Kryvtsov. "What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data." Journal of International Economics 146 (December 2023).
- October 2023
- Article
Speedy Activists: Firm Response Time to Sociopolitical Events Influences Consumer Behavior
Organizations face growing pressure from their consumers and stakeholders to take public stances on sociopolitical issues. However, many are hesitant to do so lest they make missteps, promises they cannot keep, appear inauthentic, or alienate consumers, employees, or...
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Nam, Jimin, Maya Balakrishnan, Julian De Freitas, and Alison Wood Brooks. "Speedy Activists: Firm Response Time to Sociopolitical Events Influences Consumer Behavior." Special Issue on Consumer Insights from Text Analysis edited by Grant Packard, Sarah G. Moore, and Jonah Berger. Journal of Consumer Psychology 33, no. 4 (October 2023): 632–644.
- September 2023
- Case
The Meteoric Rise of Skims
Since its founding in 2019 by Kim Kardashian and Jens Grede, Skims, a solutions-oriented brand creating the next generation of underwear, loungewear, and shapewear with an eye toward body-type and skin-tone inclusivity, has experienced a meteoric rise. Kardashian, who...
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Keywords:
Brand;
Branding;
Direct-to-consumer;
DTC;
Influencers;
Influencer Marketing;
Fashion;
Growth;
Direct Marketing;
Influence;
Reputation;
Social Inference;
Consumer Goods;
Consumer Products;
Female Entrepreneur;
Female Protagonist;
Entrepreneurship And Strategy;
Brand & Product Management;
Competitive Advantage;
Online Followers;
Retail;
Retail Formats;
Retailing;
Online Retail;
Celebrities;
Celebrity;
Celebrity Endorsement;
Go To Market Strategy;
Apparel;
Startup Marketing;
Startups;
Brands and Branding;
Growth and Development Strategy;
Growth Management;
Distribution Channels;
Digital Marketing;
Advertising;
Power and Influence;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States
Israeli, Ayelet, Jill Avery, and Leonard A. Schlesinger. "The Meteoric Rise of Skims." Harvard Business School Case 524-023, September 2023.
- July 2023
- Article
Before or After? The Effects of Payment Decision Timing in Pay-What-You-Want Contexts
By: Raghabendra P. KC, Vincent Mak and Elie Ofek
We study how payment decision timing—before versus after product delivery—influences consumer payment under pay-what-you-want pricing. We focus on situations where there is minimal change in consumer uncertainty regarding the product before versus after receiving it....
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KC, Raghabendra P., Vincent Mak, and Elie Ofek. "Before or After? The Effects of Payment Decision Timing in Pay-What-You-Want Contexts." Journal of Marketing 87, no. 4 (July 2023): 618–635.
- 2023
- Working Paper
Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation
By: Dae Woong Ham, Michael Lindon, Martin Tingley and Iavor Bojinov
Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers’ decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to...
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Keywords:
Performance Evaluation;
Research and Development;
Analytics and Data Science;
Consumer Behavior
Ham, Dae Woong, Michael Lindon, Martin Tingley, and Iavor Bojinov. "Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation." Harvard Business School Working Paper, No. 23-070, May 2023.
- June 2020
- Article
Real-time Data from Mobile Platforms to Evaluate Sustainable Transportation Infrastructure
By: Omar Isaac Asensio, Kevin Alvarez, Arielle Dror, Emerson Wenzel, Catharina Hollauer and Sooji Ha
By displacing gasoline and diesel fuels, electric cars and fleets reduce emissions from the transportation sector, thus offering important public health benefits. However, public confidence in the reliability of charging infrastructure remains a fundamental barrier to...
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Keywords:
Environmental Sustainability;
Transportation;
Infrastructure;
Behavior;
AI and Machine Learning;
Demand and Consumers
Asensio, Omar Isaac, Kevin Alvarez, Arielle Dror, Emerson Wenzel, Catharina Hollauer, and Sooji Ha. "Real-time Data from Mobile Platforms to Evaluate Sustainable Transportation Infrastructure." Nature Sustainability 3, no. 6 (June 2020): 463–471.
- May–June 2023
- Article
Need for Speed: The Impact of In-Process Delays on Customer Behavior in Online Retail
By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
The impact of delays has been widely studied in various offline services. The focus of this study is online services, and we explore the impact of in-process delays—measured by website speed—on customer behavior. We leverage novel retail and website speed data to...
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Keywords:
Online Retail;
Quasi-experiments;
Abandonment;
Synthetic Control;
E-commerce;
Internet and the Web;
Consumer Behavior;
Policy;
Retail Industry
Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Need for Speed: The Impact of In-Process Delays on Customer Behavior in Online Retail." Operations Research 71, no. 3 (May–June 2023): 876–894.
- March 2023
- Article
Reaching for Rigor and Relevance: Better Marketing Research for a Better World
By: Shilpa Madan, Gita Venkataramani Johar, Jonah Berger, Pierre Chandon, Rajesh Chandy, Rebecca Hamilton, Leslie John, Aparna Labroo, Peggy J. Liu, John G. Lynch, Nina Mazar, Nicole Mead, Vikas Mittal, Christine Moorman, Michael I. Norton, John Roberts, Dilip Soman, Madhu Viswanathan and Katherine White
Over the past several decades, scholars have highlighted the obligations and opportunities for marketing as a discipline to play a role in creating a better world — or risk becoming irrelevant for the largest problems facing consumers and society. Climate change,...
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Keywords:
COVID-19 Pandemic;
Marketing;
Social Issues;
Corporate Social Responsibility and Impact;
Business and Community Relations;
Research
Madan, Shilpa, Gita Venkataramani Johar, Jonah Berger, Pierre Chandon, Rajesh Chandy, Rebecca Hamilton, Leslie John, Aparna Labroo, Peggy J. Liu, John G. Lynch, Nina Mazar, Nicole Mead, Vikas Mittal, Christine Moorman, Michael I. Norton, John Roberts, Dilip Soman, Madhu Viswanathan, and Katherine White. "Reaching for Rigor and Relevance: Better Marketing Research for a Better World." Marketing Letters 34, no. 1 (March 2023): 1–12.
- February 22, 2023
- Article
How to Seed Organic Marketing in a Video-First World
By: Ayelet Israeli, Leonard A. Schlesinger and Matt Higgins
Early direct-to-consumer (DTC) companies relied on plentiful capital and low-cost digital marketing to power growth. But as this sector has matured, capital is more constrained, social media is more cluttered, and customer acquisition costs are rising. DTC companies...
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Keywords:
Online Business;
Ecommerce;
E-commerce;
E-Commerce Strategy;
Omnichannel Retail;
Omnichannel Retailing;
Influencer Marketing;
Consumer;
Organic Growth;
Video Advertising;
Promotion;
Celebrities;
Online Advertising;
Online Channel;
Online Communities;
Online Community;
Go To Market Strategy;
Platform;
Media;
Media Content;
Digital;
Digital Culture;
Digital Influencers;
Direct To Consumer Marketing;
Direct-to-consumer;
Innovation & Entrepreneurship;
Innovation;
Sales;
Digital Platforms;
Digital Marketing;
Digital Strategy;
Consumer Behavior;
Internet and the Web;
Advertising;
Business Model;
Growth Management;
Marketing;
Marketing Strategy;
Marketing Channels;
Marketing Communications;
Communication Strategy;
Innovation Strategy;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States;
North America
Israeli, Ayelet, Leonard A. Schlesinger, and Matt Higgins. "How to Seed Organic Marketing in a Video-First World." Harvard Business Review (website) (February 22, 2023).
- 2023
- Working Paper
The Benefits of Revealing Race: Evidence from Minority-owned Local Businesses
By: Abhay Aneja, Michael Luca and Oren Reshef
Is there latent demand to support Black-owned businesses? To explore, we analyze a new feature
that made it easier to identify Black-owned restaurants on a large online platform. We find that
labeling restaurants as “Black-owned” increased customer engagement and...
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Keywords:
Black-owned Businesses;
Race;
Prejudice and Bias;
Ownership;
Knowledge Dissemination;
Digital Platforms;
Consumer Behavior;
Food and Beverage Industry
Aneja, Abhay, Michael Luca, and Oren Reshef. "The Benefits of Revealing Race: Evidence from Minority-owned Local Businesses." Harvard Business School Working Paper, No. 23-042, January 2023. (Revised September 2023.)
- 2022
- Working Paper
Getting on the Map: The Impact of Online Listings on Business Performance
By: Michael Luca, Abhishek Nagaraj and Gauri Subramani
We evaluate the extent to which small businesses maintain an online presence, looking at restaurant listings on a major online review platform. While the majority of restaurants have an online presence, we find that roughly 18 percent in our sample have no presence as...
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Keywords:
Small Business;
Internet and the Web;
Revenue;
Digital Marketing;
Food and Beverage Industry
Luca, Michael, Abhishek Nagaraj, and Gauri Subramani. "Getting on the Map: The Impact of Online Listings on Business Performance." Harvard Business School Working Paper, No. 23-031, December 2022.
- November 23, 2022
- Article
The Sinister Logic of Hidden Online Fees
By: Michael Luca
Luca, Michael. "The Sinister Logic of Hidden Online Fees." Wall Street Journal (online) (November 23, 2022).
- 2022
- Article
A Human-Centric Take on Model Monitoring
By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on...
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Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
- October 2022 (Revised November 2023)
- Case
Framebridge (A): Reimagining Custom Framing
By: Rembrand Koning and Alicia Dadlani
In December 2018, Susan Tynan, founder and CEO of Framebridge, a four-year-old venture-backed startup that sold online custom framing, formulated plans for the future. Her vision was to revolutionize the $4 billion industry by making custom framing easy, transparent,...
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Keywords:
Business Startups;
Business Strategy;
Entrepreneurship;
Operations;
Consumer Products Industry;
United States;
District of Columbia;
Kentucky
Koning, Rembrand, and Alicia Dadlani. "Framebridge (A): Reimagining Custom Framing." Harvard Business School Case 723-352, October 2022. (Revised November 2023.)
- September–October 2022
- Article
Should Your Company Sell on Amazon?: Reach Comes at a Price
By: Ayelet Israeli, Leonard A. Schlesinger, Matt Higgins and Sabir Semerkant
Selling on Amazon allows brands to reach millions of consumers—but that exposure comes with costs. They include smaller margins, more competition, the risk of commoditization, and less knowledge about customers.
In this article, the authors present a scorecard to...
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Keywords:
Retail;
Retailing;
Online Business;
Ecommerce;
E-commerce;
E-Commerce Strategy;
Omnichannel Retail;
Omnichannel Retailing;
Amazon;
Amazon.com;
Sales;
Digital Marketing;
Internet and the Web;
Business Model;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States
Israeli, Ayelet, Leonard A. Schlesinger, Matt Higgins, and Sabir Semerkant. "Should Your Company Sell on Amazon? Reach Comes at a Price." Harvard Business Review 100, no. 5 (September–October 2022): 38–46.
- 2022
- Article
Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response
By: Alexander MacKay and Samuel N. Weinstein
Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate...
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Keywords:
Competition Policy;
Regulation;
Algorithmic Pricing;
Dynamic Pricing;
Economics;
Law And Economics;
Law And Regulation;
Consumer Protection;
Antitrust Law;
Industrial Organization;
Antitrust Issues And Policies;
Technological Change: Choices And Consequences;
Competition;
Policy;
Price;
Governing Rules, Regulations, and Reforms;
Microeconomics;
Duopoly and Oligopoly;
Law
MacKay, Alexander, and Samuel N. Weinstein. "Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response." Washington University Law Review 100, no. 1 (2022): 111–174. (Direct download.)