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All HBS Web
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- Faculty Publications (744)
- 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.
- March 13, 2023
- Article
Sales Teams Need to Stop Focusing on the Customer Funnel
Understanding where customers are, how they navigate streams in your market, and how to interact with them in a given stream is now central to crafting a good customer experience, and that has implications. Among other things, companies need to shift from thinking...
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Keywords:
Customer Experience;
Customer Value and Value Chain;
Customer Relationship Management;
Consumer Behavior
Cespedes, Frank V. "Sales Teams Need to Stop Focusing on the Customer Funnel." Harvard Business Review (website) (March 13, 2023).
- 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).
- February 2023
- Case
Graphic Packaging: Project Cowboy (A)
By: Benjamin C. Esty and E. Scott Mayfield
In July 2019, Graphic Packaging CEO Michael Doss was proposing a $600 million investment in a new machine to produce coated recycled board (CRB), a type of paper packaging used for consumer products (cups, cereal boxes, beverage boxes, etc.) that utilized recycled...
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Keywords:
Capital Budgeting;
Growth Management;
Demand and Consumers;
Duopoly and Oligopoly;
Competitive Strategy;
Competitive Advantage;
Expansion;
Value Creation;
Supply and Industry;
Pulp and Paper Industry;
Manufacturing Industry;
United States;
North America
Esty, Benjamin C., and E. Scott Mayfield. "Graphic Packaging: Project Cowboy (A)." Harvard Business School Case 223-009, February 2023.
- February 2023
- Supplement
Graphic Packaging: Project Cowboy (A) Courseware
By: Benjamin C. Esty and Scott Mayfield
In July 2019, Graphic Packaging CEO Michael Doss was proposing a $600 million investment in a new machine to produce coated recycled board (CRB), a type of paper packaging used for consumer products (cups, cereal boxes, beverage boxes, etc.) that utilized recycled...
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- February 2023 (Revised June 2023)
- Supplement
Graphic Packaging: Project Cowboy (B)
By: Benjamin C. Esty and E. Scott Mayfield
Analyzes the company’s decision on Project Cowboy following the events described in the A Case.
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Keywords:
Capital Budgeting;
Growth Management;
Demand and Consumers;
Duopoly and Oligopoly;
Competitive Strategy;
Competitive Advantage;
Expansion;
Value Creation;
Supply and Industry;
Pulp and Paper Industry;
Manufacturing Industry;
United States;
North America
Esty, Benjamin C., and E. Scott Mayfield. "Graphic Packaging: Project Cowboy (B)." Harvard Business School Supplement 223-068, February 2023. (Revised June 2023.)
- February 2023 (Revised June 2023)
- Supplement
Graphic Packaging: Project Cowboy (C)
By: Benjamin C. Esty and E. Scott Mayfield
Analyzes the company’s decision on Project Cowboy following the events described in the B Case.
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Keywords:
Capital Budgeting;
Growth Management;
Demand and Consumers;
Duopoly and Oligopoly;
Competitive Strategy;
Competitive Advantage;
Expansion;
Value Creation;
Supply and Industry;
Pulp and Paper Industry;
Manufacturing Industry;
United States;
North America
Esty, Benjamin C., and E. Scott Mayfield. "Graphic Packaging: Project Cowboy (C)." Harvard Business School Supplement 223-066, February 2023. (Revised June 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.)
- January 2023 (Revised December 2023)
- Case
OhmConnect: Energizing the Future
By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller
Founded in 2013, OhmConnect was a free consumer web app that alerted customers about peak hours of electricity demand, and paid them to lower their energy use at home during these periods. The company sold the aggregated reductions generated by thousands of households...
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Keywords:
App Development;
Renewable Energy;
Electricity Usage;
Regulations;
VC;
Technology;
Customer Acquisition Cost (CAC);
Scalability;
Applications and Software;
Growth and Development Strategy;
Governing Rules, Regulations, and Reforms;
Business Model;
Venture Capital;
Energy Industry;
United States;
California;
Texas;
Europe
Rayport, Jeffrey F., Jennifer Fonstad, and Nicole Tempest Keller. "OhmConnect: Energizing the Future." Harvard Business School Case 823-065, January 2023. (Revised December 2023.)
- January 2023
- Module Note
Network Effects in Technology
By: Andy Wu and Matt Higgins
In business and strategy contexts, network effects are often accompanied by bandwagon (or herding) effects, positive feedback loops (or accumulated advantage effects), and market tipping (or winner-take-all dynamics). Though these phenomena are often grouped together...
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Wu, Andy, and Matt Higgins. "Network Effects in Technology." Harvard Business School Module Note 723-417, January 2023.
- January 2023
- Article
Calculators for Women: When Identity-Based Appeals Backfire
By: Tami Kim, Kate Barasz, Michael I. Norton and Leslie K. John
From “Chick Beer” to “Dryer Sheets for Men,” identity-based labeling is frequently deployed by marketers to appeal to specific target markets. Yet such identity appeals can backfire, alienating the very consumers they aim to attract. We theorize and empirically...
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Keywords:
Categorization Threat;
Stereotypes;
Identity;
Labels;
Gender;
Perception;
Consumer Behavior
Kim, Tami, Kate Barasz, Michael I. Norton, and Leslie K. John. "Calculators for Women: When Identity-Based Appeals Backfire." Special Issue on Racism and Discrimination in the Marketplace edited by Samantha N. N. Cross and Stephanie Dellande. Journal of the Association for Consumer Research 8, no. 1 (January 2023): 72–82.
- December 2022 (Revised July 2023)
- Case
Applegate Farms
By: Forest L. Reinhardt, José B. Alvarez and Natalie Kindred
Keywords:
Agribusiness;
Food;
Consumer Behavior;
Animal-Based Agribusiness;
Brands and Branding;
Integration;
Strategy;
Change Management;
Change;
Organizational Structure;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States
Reinhardt, Forest L., José B. Alvarez, and Natalie Kindred. "Applegate Farms." Harvard Business School Case 723-025, December 2022. (Revised July 2023.)
- December 2022
- Case
The Magic of Marks & Spencer Food
By: David E. Bell, Natalie Kindred and Damien McLoughlin
Keywords:
Brands and Branding;
Food;
Consumer Behavior;
Product Development;
Competition;
Price;
Inflation and Deflation;
Trends;
Growth and Development;
Strategy;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United Kingdom
Bell, David E., Natalie Kindred, and Damien McLoughlin. "The Magic of Marks & Spencer Food." Harvard Business School Case 523-080, December 2022.
- December 2022
- Technical Note
Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework
By: George Serafeim
The transition to a low carbon economy introduces many risks and opportunities for businesses. Risks emerge from regulatory actions, such as carbon taxes and cap and trade systems, technological innovation that develop alternatives for customers making existing...
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Keywords:
Risk Assessment;
Opportunities;
Environmental Sustainability;
Carbon Footprint;
Risk Management;
Competitive Dynamics;
Business Analysis;
Climate Change;
Accounting;
Finance;
Valuation;
Business and Shareholder Relations;
Technological Innovation;
Transition;
Product Positioning;
Renewable Energy;
Analysis
Serafeim, George. "Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework." Harvard Business School Technical Note 123-014, December 2022.
- November–December 2022
- Article
Your Company Needs a Space Strategy. Now.
By: Matthew Weinzierl, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack and Brendan Rosseau
Space is becoming a potential source of value for businesses across a range of sectors, including agriculture, pharmaceuticals, consumer goods, and tourism. To understand what the opportunities are for your company, the authors advise you to consider the four ways in...
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Keywords:
Space Strategy;
Emerging Markets;
Natural Resources;
Analytics and Data Science;
Organizational Change and Adaptation;
Adaptation;
Competition;
Aerospace Industry
Weinzierl, Matthew, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack, and Brendan Rosseau. "Your Company Needs a Space Strategy. Now." Harvard Business Review (November–December 2022): 80–91.
- 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).
- November 2022
- Background Note
The Future of E-Commerce: Lessons from the Livestream Wars in China
By: Ayelet Israeli, Jeremy Yang and Billy Chan
This note explores the emerging multi-billion dollar commerce trend of livestream commerce. Livestream commerce is the sale of goods or services directly to consumers via live shows on digital platforms (such as social media or e-commerce platforms). It is a form of...
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Keywords:
Retail;
Retailing;
E-commerce;
E-Commerce Strategy;
Ecommerce;
Channels Of Distribution;
Marketing Communication;
Livestream Commerce;
Marketing;
Marketing Channels;
Marketing Strategy;
Advertising;
Brands and Branding;
Media;
Consumer Behavior;
Social Media;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
China;
United States;
United Kingdom
Israeli, Ayelet, Jeremy Yang, and Billy Chan. "The Future of E-Commerce: Lessons from the Livestream Wars in China." Harvard Business School Background Note 523-055, November 2022.
- November 2022 (Revised February 2024)
- Case
The Globalization of Manchester City Football Group
By: Maria P. Roche, Tiona Zuzul, Exequiel Hernandez and Amy Klopfenstein
This case describes the efforts of City Football Group (CFG) to purchase Esporte Clube Bahia (Bahia), a Brazilian professional soccer club. CFG’s strategy was to acquire under-performing clubs worldwide, invest money in high-profile players, and improve the teams’...
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Keywords:
Business Ventures;
Acquisition;
Business Conglomerates;
Geography;
Geographic Location;
Geographic Scope;
Globalization;
Global Strategy;
Globalized Markets and Industries;
Markets;
Demand and Consumers;
Marketing;
Brands and Branding;
Organizations;
Organizational Change and Adaptation;
Sports;
Strategy;
Competition;
Competitive Advantage;
Diversification;
Expansion;
Sports Industry;
Europe;
United Kingdom;
England;
South America;
Brazil
Roche, Maria P., Tiona Zuzul, Exequiel Hernandez, and Amy Klopfenstein. "The Globalization of Manchester City Football Group." Harvard Business School Case 723-391, November 2022. (Revised February 2024.)
- 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
- Exercise
Shanty Real Estate: Confidential Information for Homebuyer 1
By: Michael Luca, Jesse M. Shapiro and Nathan Sun
Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough....
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Keywords:
Data-driven Decision-making;
Decisions;
Negotiation;
Bids and Bidding;
Valuation;
Consumer Behavior;
Real Estate Industry
Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for Homebuyer 1." Harvard Business School Exercise 923-016, October 2022.