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- March–April 2023
- Article
Market Segmentation Trees
By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market...
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Keywords:
Decision Trees;
Computational Advertising;
Market Segmentation;
Analytics and Data Science;
E-commerce;
Consumer Behavior;
Marketplace Matching;
Marketing Channels;
Digital Marketing
Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
- October 2022
- Article
A Structural Model of Organizational Buying for Business-to-Business Markets: Innovation Adoption with Share-of-Wallet Contracts
By: Navid Mojir and K. Sudhir
The paper develops the first structural model of organizational buying to study innovation diffusion in a B2B market. Our model is particularly applicable for routinized exchange relationships, whereby centralized buyers periodically evaluate and choose contracts,...
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Keywords:
Organizational Buying Behavior;
Healthcare Marketing;
B2B Markets;
B2B Innovation;
New Product Diffusion;
New Product Adoption;
Organizations;
Acquisition;
Behavior;
Health Care and Treatment;
Marketing;
Innovation and Invention
Mojir, Navid, and K. Sudhir. "A Structural Model of Organizational Buying for Business-to-Business Markets: Innovation Adoption with Share-of-Wallet Contracts." Journal of Marketing Research (JMR) 59, no. 5 (October 2022): 883–907.
- August 2022
- Background Note
Retail Media Networks
By: Eva Ascarza, Ayelet Israeli and Celine Chammas
In 2022, retail media was one of the fastest growing segments in digital advertising. A retail media network (RMN) allows a retailer to use its assets for advertising. Retailers set up an advertising business by allowing marketers to buy advertising space across their...
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Keywords:
Advertisers;
Advertising Media;
Media And Broadcasting Industry;
Retail;
Retail Analytics;
Retail Promotion;
Retailing;
Ecommerce;
E-Commerce Strategy;
E-commerce;
Marketing Communication;
Targeting;
Targeted Advertising;
Targeted Marketing;
Advertising;
Marketing;
Marketing Communications;
Marketing Strategy;
Brands and Branding;
Media;
Marketing Channels;
Retail Industry;
Consumer Products Industry;
Advertising Industry;
United States
Ascarza, Eva, Ayelet Israeli, and Celine Chammas. "Retail Media Networks." Harvard Business School Background Note 523-029, August 2022.
- October 2021
- Article
Fintech Borrowers: Lax Screening or Cream-Skimming?
By: Marco Di Maggio and Vincent Yao
Personal credit is the fastest-growing segment of the consumer credit market, mainly driven by fintech lenders' staggering expansion. We study this market using a unique individual-level data, which covers most of the top fintech and traditional lenders, and provides...
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Keywords:
Fintech;
Lending;
Consumer Finance;
Credit History;
Self-control;
Present Bias;
Financing and Loans;
Personal Finance;
Credit;
Behavior
Di Maggio, Marco, and Vincent Yao. "Fintech Borrowers: Lax Screening or Cream-Skimming?" Review of Financial Studies 34, no. 10 (October 2021): 4565–4618. (LEAD ARTICLE and EDITOR'S CHOICE.)
- August 2021 (Revised September 2022)
- Case
Patch Technology: Making It Easy to Do the Right Thing
By: Tomomichi Amano, Robert J. Dolan and Carol Zhang
In 2021, the growing threat of climate change pushed companies around the world to understand that significant behavioral change was necessary. While many recognized that decreasing emissions was critical, more sophisticated players such as Microsoft began to recognize...
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Amano, Tomomichi, Robert J. Dolan, and Carol Zhang. "Patch Technology: Making It Easy to Do the Right Thing." Harvard Business School Case 522-037, August 2021. (Revised September 2022.)
- April 2021
- Teaching Note
Drinkworks: Home Bar by Keurig
By: Sunil Gupta and Jonathan Levav
Teaching Note for HBS Case No. 521-010. In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch...
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Keywords:
Marketing;
Marketing Strategy;
Product Marketing;
Product Launch;
Product Positioning;
Markets;
Bids and Bidding;
Demand and Consumers;
Consumer Behavior;
Market Design;
Distribution;
Distribution Channels;
Product;
Product Design;
Product Development;
Business Model;
Customers;
Customer Value and Value Chain;
Decision Making;
Decisions;
Goods and Commodities;
Innovation and Invention;
Technological Innovation;
Business or Company Management;
Growth and Development Strategy;
Research;
Research and Development;
Strategy;
Adoption;
Competitive Advantage;
Segmentation;
Information Technology;
Information Infrastructure;
Value;
Value Creation;
Food and Beverage Industry;
Consumer Products Industry;
North and Central America;
United States
- February 2021 (Revised September 2022)
- Case
White Claw: Defending Market Share as Competition Encroaches
By: Jill Avery
By the end of 2019, two brands accounted for 84% of hard seltzer sales, a segment that had recently taken the U.S. beer market by storm, growing from $3 million in 2015 to over $2.7 billion by the start of the summer of 2020. White Claw was the dominant market leader...
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Keywords:
Brand Management;
Alcoholic Beverages;
Beer/brewing Industry;
Brand Positioning;
Growth;
Competitive Positioning;
Consumer Products;
Beverage Industry;
Value Proposition;
Marketing;
Brands and Branding;
Competition;
Product Positioning;
Competitive Strategy;
Consumer Behavior;
Consumer Products Industry;
Food and Beverage Industry;
United States
Avery, Jill. "White Claw: Defending Market Share as Competition Encroaches." Harvard Business School Case 521-073, February 2021. (Revised September 2022.)
- February 2021 (Revised May 2021)
- Case
SafeGraph: Selling Data as a Service
By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on...
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Keywords:
Data As A Service;
Monetization;
Pricing;
Business Startups;
Analytics and Data Science;
Consumer Behavior;
Analysis;
Business Model;
Health Pandemics;
Information Industry;
United States
Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
- 2020
- Working Paper
Detecting Routines: Applications to Ridesharing CRM
By: Ryan Dew, Eva Ascarza, Oded Netzer and Nachum Sicherman
Routines shape many aspects of day-to-day consumption. While prior work has established the importance of habits in consumer behavior, little work has been done to understand the implications of routines—which we define as repeated behaviors with recurring, temporal...
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Keywords:
Ride-sharing;
Routine;
Machine Learning;
Customer Relationship Management;
Consumer Behavior;
Segmentation
Dew, Ryan, Eva Ascarza, Oded Netzer, and Nachum Sicherman. "Detecting Routines: Applications to Ridesharing CRM." Harvard Business School Working Paper, No. 23-060, March 2023.
- September 2020
- Case
Drinkworks: Home Bar by Keurig
By: Sunil Gupta, Jonathan Levav and Julia Kelley
In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an...
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Keywords:
Marketing;
Marketing Strategy;
Product Marketing;
Product Launch;
Product Positioning;
Markets;
Bids and Bidding;
Demand and Consumers;
Consumer Behavior;
Market Design;
Distribution;
Distribution Channels;
Product;
Product Design;
Product Development;
Business Model;
Customers;
Customer Value and Value Chain;
Decision Making;
Decisions;
Goods and Commodities;
Innovation and Invention;
Technological Innovation;
Business or Company Management;
Growth and Development Strategy;
Research;
Research and Development;
Strategy;
Adoption;
Competitive Advantage;
Segmentation;
Information Technology;
Information Infrastructure;
Value;
Value Creation;
Food and Beverage Industry;
Consumer Products Industry;
North and Central America;
United States
Gupta, Sunil, Jonathan Levav, and Julia Kelley. "Drinkworks: Home Bar by Keurig." Harvard Business School Case 521-010, September 2020.
- June 2020
- Background Note
Customer Management Dynamics and Cohort Analysis
By: Elie Ofek, Barak Libai and Eitan Muller
The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s...
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Keywords:
Cohort Analysis;
Customers;
Analytics and Data Science;
Segmentation;
Analysis;
Customer Value and Value Chain
Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Management Dynamics and Cohort Analysis." Harvard Business School Background Note 520-122, June 2020.
- December 2019
- Article
Patent Trolls: Evidence from Targeted Firms
By: Lauren Cohen, Umit Gurun and Scott Duke Kominers
We provide the first large-sample evidence on the behavior and impact of nonpracticing entities (NPEs) in the intellectual-property space. We find that, on average, NPEs appear to behave as opportunistic “patent trolls.” NPEs sue cash-rich firms and target cash in...
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Keywords:
Patent Trolls;
Innovation;
Patents;
Lawsuits and Litigation;
Ethics;
Innovation and Invention
Cohen, Lauren, Umit Gurun, and Scott Duke Kominers. "Patent Trolls: Evidence from Targeted Firms." Management Science 65, no. 12 (December 2019): 5461–5486. (Cited in the United States Federal Trade Commission Report on Patent Assertion Entities, 2016.)
- November 2019 (Revised April 2020)
- Case
Away: Scaling a DTC Travel Brand
By: Jill Avery and Joseph B. Fuller
Away, a direct-to-consumer, digital native e-commerce seller of travel luggage, is debating how to invest its latest round of venture funding. How quickly could and should Away scale and what were the most promising growth trajectories to maximize its potential? Three...
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Keywords:
Brand Management;
DTC;
Brand Extension;
Lifestyle Brand;
Customer Segmentation;
Retailing;
Scaling And Growth;
Startup;
Brands and Branding;
Marketing;
Marketing Strategy;
Marketing Channels;
Entrepreneurship;
Venture Capital;
Consumer Behavior;
Growth and Development Strategy;
Business Startups;
E-commerce;
Consumer Products Industry;
Travel Industry;
United States;
North America
Avery, Jill, and Joseph B. Fuller. "Away: Scaling a DTC Travel Brand." Harvard Business School Case 520-051, November 2019. (Revised April 2020.)
- March 2019
- Case
HOPI: Turkey's Shopping Companion
By: Sunil Gupta, Donald Ngwe and Gamze Yucaoglu
The case opens in 2017 as Onur Erbay, CEO of HOPI, a multi-vendor loyalty platform, is contemplating a critical decision. The case chronicles the origins of Boyner Group, the parent company of HOPI and a major retailer in Turkey, and development of retail and customer...
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Keywords:
Loyalty Programs;
Multi-vendor Platform;
Retail;
Big Data;
Customer Relationship Management;
Mobile and Wireless Technology;
Business Model;
Analytics and Data Science;
Competitive Strategy;
Decision Making;
Applications and Software;
Digital Platforms;
Technology Industry;
Retail Industry;
Turkey
Gupta, Sunil, Donald Ngwe, and Gamze Yucaoglu. "HOPI: Turkey's Shopping Companion." Harvard Business School Case 519-057, March 2019.
- June 2018 (Revised November 2018)
- Case
Innovation at Insigne Health
By: Srikant M. Datar, Linda A. Cyr and Caitlin N. Bowler
Insigne Health is a fictional for-profit, integrated health insurer/health care provider whose leadership believes that by shifting members’ focus from “sickness” to “well-being” it could increase the overall health of its insured population and decrease the resources...
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Keywords:
Design Thinking;
Behavior Change;
Chronic Disease;
Health Care;
Health Care and Treatment;
Design;
Behavior;
Change;
Innovation and Management
Datar, Srikant M., Linda A. Cyr, and Caitlin N. Bowler. "Innovation at Insigne Health." Harvard Business School Case 118-042, June 2018. (Revised November 2018.)
- December 2017 (Revised March 2019)
- Case
Armarium: Luxury Fashion Brands for Rent
By: Jill Avery, David Fubini, Natasha Dossa and Devon Stewart
Armarium, a two-sided online platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:...
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Keywords:
Brand Management;
Retailing;
Sharing Economy;
Luxury Brand;
Ecommerce;
Startup;
Fashion;
Brand Positioning;
Customer Acquisition;
Internet Marketing;
Marketing;
Marketing Channels;
Marketing Strategy;
Brands and Branding;
Business Startups;
Luxury;
Consumer Behavior;
Growth and Development Strategy;
Social Media;
E-commerce;
Fashion Industry;
Retail Industry;
Apparel and Accessories Industry;
United States;
North America
Avery, Jill, David Fubini, Natasha Dossa, and Devon Stewart. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Case 518-047, December 2017. (Revised March 2019.)
- February 2017
- Article
Resident Networks and Corporate Connections: Evidence from World War II Internment Camps
By: Lauren Cohen, Umit Gurun and Christopher J. Malloy
We demonstrate that simply by using the ethnic makeup surrounding a firm’s location, we can predict, on average, which trade links are valuable for firms. Using customs and port authority data on the international shipments of all U.S. publicly traded firms, we show...
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Keywords:
Information Networks;
Trade Links;
Firm Behavior;
Networks;
Geographic Location;
Ethnicity;
Organizations;
Trade
Cohen, Lauren, Umit Gurun, and Christopher J. Malloy. "Resident Networks and Corporate Connections: Evidence from World War II Internment Camps." Journal of Finance 72, no. 1 (February 2017): 207–248. (Winner of First Prize, the Inaugural Hakan Orbay Research Award, 2015.)
- June 2016
- Teaching Note
HubSpot: Lower Churn through Greater CHI
By: Jill Avery, Asis Martinez Jerez and Thomas Steenburgh
HubSpot, a web marketing startup selling inbound marketing software to small- and medium-sized businesses, is under pressure from its venture capital partners to rapidly acquire new customers and to maintain a low level of customer churn. The B2B SaaS company is in the...
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- December 15, 2015
- Article
Don't Turn Your Sales Team Loose Without a Strategy
By: Frank V. Cespedes and Steve Thompson
When formulating a strategy, markets and segments are typically important categories. But only customers buy. Hence, for most firms, de facto strategy and much resource allocation are the aggregate result of the deals their salespeople close. However, few firms clarify...
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Cespedes, Frank V., and Steve Thompson. "Don't Turn Your Sales Team Loose Without a Strategy." Harvard Business Review (website) (December 15, 2015).
- 2014
- Other Teaching and Training Material
Marketing Reading: Segmentation and Targeting
By: Sunil Gupta
This Reading introduces two of the integral parts of any marketing strategy: segmentation and targeting. It covers, first, all of the methods, techniques, and variables with which a business first uncovers the full range of its potential customers and then...
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Keywords:
Behavioral Segmentation;
Conjoint Analysis;
Demographic Segmentation;
Geographic Segmentation;
Market Opportunities;
Market Segmentation;
Marketing;
Marketing Strategy;
Psychographic Segmentation;
Unethical Marketing Practices;
United States
Gupta, Sunil. "Marketing Reading: Segmentation and Targeting." Core Curriculum Readings Series. Boston: Harvard Business Publishing 8219, 2014.