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- October, 2024
- Article
Canary Categories
By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester
Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “canary categories” for which the reverse is true. Purchases in these categories are a signal that customers are less likely to return to that...
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Keywords:
Churn;
Churn Management;
Churn/retention;
Assortment Planning;
Retail;
Retailing;
Retailing Industry;
Preference Heterogeneity;
Assortment Optimization;
Customers;
Retention;
Consumer Behavior;
Forecasting and Prediction;
Retail Industry
Anderson, Eric, Chaoqun Chen, Ayelet Israeli, and Duncan Simester. "Canary Categories." Journal of Marketing Research (JMR) 61, no. 5 (October, 2024): 872–890.
- September–October 2024
- Article
How AI Can Power Brand Management
By: Julian De Freitas and Elie Ofek
Marketers have begun experimenting with AI to improve their brand-management efforts. But unlike other marketing tasks, brand management involves more than just repeatedly executing one specialized function. Long considered the exclusive domain of creative talent, it...
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Keywords:
Creativity;
AI and Machine Learning;
Brands and Branding;
Product Positioning;
Customer Focus and Relationships
De Freitas, Julian, and Elie Ofek. "How AI Can Power Brand Management." Harvard Business Review 102, no. 5 (September–October 2024): 108–114.
- August 2024
- Case
Dishoom: From Bombay with Love
By: Anjali Bhatt and Thomas J. DeLong
Shamil and Kavi Thakrar, co-founders of Dishoom, faced critical decisions as they looked to expand the UK-based restaurant group. Shamil, the CEO, was confident in Dishoom's potential for growth but he was concerned about preserving the culture and values centered...
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- July 2024
- Case
Porsche
By: Stefan Thomke and Daniela Beyersdorfer
The case reveals how Porsche has become one of the world’s leading car companies. Central to Porsche’s growth strategy is creating great products, including its legendary 911 Carrera sportscar, and offering innovative customer experiences. As the automotive industry...
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Thomke, Stefan, and Daniela Beyersdorfer. "Porsche." Harvard Business School Case 625-038, July 2024.
- July 2024
- Case
Knowledge-Enabled Financial Advice: Digital Transformation at Edward Jones
By: Lauren Cohen, Richard Ryffel, Grace Headinger and Sophia Pan
Edward Jones, a wealth management advisory firm that prided itself on its interpersonal connections and face-to-face interactions, was eager to augment their services with AI capabilities. Built on 1-to-1 close-knit relationships, the firm had more than 15,000 offices...
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Keywords:
Fintech;
Transformations;
Innovation And Strategy;
Financial Advisors;
Big Data;
AI;
Artificial Intelligence;
Digital Strategy;
Digitization;
Financial Institutions;
Business Strategy;
Competitive Advantage;
Technology Adoption;
Business Plan;
Technological Innovation;
Interpersonal Communication;
Communication Intention and Meaning;
Communication Strategy;
Transformation;
Employee Stock Ownership Plan;
Disruptive Innovation;
Innovation Strategy;
Innovation and Management;
Innovation Leadership;
Knowledge Acquisition;
Knowledge Use and Leverage;
Financial Services Industry;
St. Louis;
Missouri;
United States
Cohen, Lauren, Richard Ryffel, Grace Headinger, and Sophia Pan. "Knowledge-Enabled Financial Advice: Digital Transformation at Edward Jones." Harvard Business School Case 225-009, July 2024.
- June 2024
- Case
SnapTravel: Betting on 'Super.com'
By: Reza Satchu and Tom Quinn
This case explores SnapTravel, a travel startup offering discounted hotel rooms, and its founders’ desire to pivot to a “super app” that saved customers money across many different purchase types. During the COVID-19 pandemic, Hussein Fazal and Henry Shi saw SnapTravel...
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Keywords:
Business Growth and Maturation;
Business Plan;
Business Startups;
Change Management;
Disruption;
Transformation;
Volatility;
Customer Focus and Relationships;
Customer Value and Value Chain;
Decisions;
Income;
Entrepreneurship;
Geographic Scope;
Cross-Cultural and Cross-Border Issues;
Health Pandemics;
Surveys;
Knowledge Acquisition;
Knowledge Use and Leverage;
Leading Change;
Crisis Management;
Goals and Objectives;
Risk Management;
Consumer Behavior;
Game Theory;
Risk and Uncertainty;
Adaptation;
Diversification;
Expansion;
System Shocks;
Accommodations Industry;
Technology Industry;
Canada;
United States;
Las Vegas
- June 2024
- Teaching Note
Beamery: Using Skills and AI to Modernize HR
By: Boris Groysberg, David Lane, Susan Pinckney and Alexis Lefort
Teaching Note for HBS Case No. 424-004. Unicorn human relationships startup Beamery evaluates it growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management...
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Keywords:
Analysis;
Business Growth and Maturation;
Business Model;
Business Startups;
Business Plan;
Disruption;
Transformation;
Talent and Talent Management;
Decisions;
Diversity;
Ethnicity;
Gender;
Nationality;
Race;
Residency;
Higher Education;
Learning;
Entrepreneurship;
Fairness;
Cross-Cultural and Cross-Border Issues;
Global Strategy;
Growth and Development;
AI and Machine Learning;
Digital Platforms;
Disruptive Innovation;
Technological Innovation;
Job Offer;
Job Search;
Knowledge Acquisition;
Knowledge Use and Leverage;
Product;
Mission and Purpose;
Strategic Planning;
Problems and Challenges;
Corporate Strategy;
Equality and Inequality;
Valuation;
Value Creation;
Employment Industry;
United Kingdom
- June 2024
- Case
Driving Scale with Otto
By: Rebecca Karp, David Allen and Annelena Lobb
This case asks how startup founders make scaling decisions in light of their priorities for their business and for themselves. Otto was a technology company that applied artificial intelligence technology to sales. It deployed natural language processing to find sales...
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Keywords:
Artificial Intelligence;
Natural Language Processing;
B2B;
B2B Innovation;
Scaling;
Scaling Tech Ventures;
Business Startups;
AI and Machine Learning;
Finance;
Sales;
Business Strategy;
Growth and Development Strategy;
Entrepreneurship;
Information Technology Industry;
United States;
Cambridge;
New York (city, NY);
Spain
Karp, Rebecca, David Allen, and Annelena Lobb. "Driving Scale with Otto." Harvard Business School Case 724-407, June 2024.
- June 2024 (Revised August 2024)
- Case
Hospital for Special Surgery: Returning to a New Normal? (A)
By: Robert S. Huckman, Michael Lingzhi Li and Camille Gregory
Early on the morning of April 27, 2020, Justin Oppenheimer stood outside the entrance to the lobby of the Hospital for Special Surgery (HSS) Pavilion Building with mixed emotions. On one hand, Oppenheimer, HSS’ Enterprise Chief Operating Officer and Chief Strategy...
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Keywords:
Operations Management;
Scheduling;
Optimization;
COVID-19;
Health Care and Treatment;
Operations;
Customer Focus and Relationships;
Disruption;
Health Industry;
United States
Huckman, Robert S., Michael Lingzhi Li, and Camille Gregory. "Hospital for Special Surgery: Returning to a New Normal? (A)." Harvard Business School Case 624-092, June 2024. (Revised August 2024.)
- May 2024
- Background Note
Net Revenue Retention: Unpacking the Dynamics of Customer Monetization
By: Elie Ofek, Barak Libai and Eitan Muller
Firms and investors alike are beginning to recognize the importance of tracking how revenues from existing customers are evolving over time and to appreciate the value in understanding what might explain changes in these revenues. Consequently, in addition to looking...
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Ofek, Elie, Barak Libai, and Eitan Muller. "Net Revenue Retention: Unpacking the Dynamics of Customer Monetization." Harvard Business School Background Note 524-092, May 2024.
- May 2024
- Supplement
gWorks (A)
By: Richard S. Ruback and Royce Yudkoff
In January of 2019, Joe Heieck, CEO of gWorks, was deciding whether to proceed with his acquisition of Data Tech, that was a business roughly the same size as gWorks. gWorks, which provided geospatial software to small city and rural county governments, was acquired by...
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Keywords:
Acquisition;
Small Business;
Cost vs Benefits;
Decisions;
Business Education;
Corporate Entrepreneurship;
Leadership Style;
Leading Change;
Business or Company Management;
Problems and Challenges;
Talent and Talent Management;
Customer Relationship Management;
Technology Adoption;
Information Infrastructure;
Digital Platforms;
Growth Management;
Applications and Software;
Risk and Uncertainty;
Technology Industry;
United States
Ruback, Richard S., and Royce Yudkoff. "gWorks (A)." Harvard Business School Multimedia/Video Supplement 224-721, May 2024.
- May 2024
- Supplement
gWorks (B)
By: Richard S. Ruback and Royce Yudkoff
In January of 2019, Joe Heieck, CEO of gWorks, was deciding whether to proceed with his acquisition of Data Tech, that was a business roughly the same size as gWorks. gWorks, which provided geospatial software to small city and rural county governments, was acquired by...
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Keywords:
Acquisition;
Small Business;
Cost vs Benefits;
Decisions;
Business Education;
Corporate Entrepreneurship;
Leadership Style;
Leading Change;
Business or Company Management;
Problems and Challenges;
Talent and Talent Management;
Customer Relationship Management;
Technology Adoption;
Information Infrastructure;
Digital Platforms;
Growth Management;
Applications and Software;
Risk and Uncertainty;
Technology Industry;
United States
Ruback, Richard S., and Royce Yudkoff. "gWorks (B)." Harvard Business School Multimedia/Video Supplement 224-722, May 2024.
- May 2024
- Supplement
HubSpot and Motion AI (B): Generative AI Opportunities
By: Jill Avery
The technologies driving artificial intelligence (AI) had progressed significantly since HubSpot’s acquisition of Motion AI in 2017. Generative AI was the newest major development. Software-as-a-service (SaaS) companies such as HubSpot were analyzing how generative AI...
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Keywords:
Artificial Intelligence;
CRM;
Chatbots;
Sales Management;
Generative Ai;
SaaS;
Marketing;
Sales;
AI and Machine Learning;
Customer Relationship Management;
Applications and Software;
Technological Innovation;
Competitive Advantage;
Technology Industry;
United States
Avery, Jill. "HubSpot and Motion AI (B): Generative AI Opportunities." Harvard Business School Supplement 524-088, May 2024.
- April 2024
- Teaching Note
'The Wheels on the Bus' Go Electric: Highland Electric Fleets and Partners
By: Rosabeth Moss Kanter and Jacob A. Small
Teaching Note for HBS Case No. 324-107. Founder Duncan McIntyre developed an innovative service-based business to electrify transportation fleets for school districts and scale through public-private partnerships while contributing to climate change solutions. The case...
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- April 2024
- Case
Managing AI Risks in Consumer Banking
By: Suraj Srinivasan, Satish Tadikonda, Paul Dongha, Manoj Saxena and Radhika Kak
In early 2024, Ruth Jones, head of digital banking at Signa Bank, a (fictitious) European consumer bank, was thinking about how to best incorporate GenAI capabilities to improve efficiencies and create new ways to improve the customer experience. Where were the biggest...
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Keywords:
Customer Relationship Management;
AI and Machine Learning;
Risk Management;
Opportunities;
Customization and Personalization;
Banking Industry;
Europe
Srinivasan, Suraj, Satish Tadikonda, Paul Dongha, Manoj Saxena, and Radhika Kak. "Managing AI Risks in Consumer Banking." Harvard Business School Case 124-093, April 2024.
- April 2024 (Revised July 2024)
- Case
Unleashing Human Magic at Best Buy
By: Leonard A. Schlesinger, Sunil Gupta and Amram Migdal
The case examines the transformation of Best Buy under CEO Hubert Joly's leadership from 2012. Facing significant business challenges, including competition from online and physical retailers, Joly implemented the "Renew Blue" turnaround strategy, which focused on...
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Keywords:
Change Management;
Transformation;
Transition;
Communication Intention and Meaning;
Communication Strategy;
Customer Focus and Relationships;
Health Care and Treatment;
Digital Transformation;
Digital Strategy;
Job Cuts and Outsourcing;
Labor;
Leadership Development;
Leadership Style;
Leading Change;
Management Practices and Processes;
Management Style;
Business or Company Management;
Crisis Management;
Mission and Purpose;
Organizational Change and Adaptation;
Organizational Culture;
Failure;
Success;
Personal Development and Career;
Strategic Planning;
Adaptation;
Competition;
Alignment;
Business Strategy;
Retail Industry;
Minneapolis;
Minnesota;
United States
Schlesinger, Leonard A., Sunil Gupta, and Amram Migdal. "Unleashing Human Magic at Best Buy." Harvard Business School Case 524-072, April 2024. (Revised July 2024.)
- April 2024
- Article
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." Journal of Marketing Research (JMR) 61, no. 2 (April 2024): 368–392.
- March 2024
- Case
Teamworks: Tackling a Forecasting Fumble (A)
By: N. Louis Shipley and Stacy Straaberg
In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional...
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Keywords:
Acquisition;
Business Growth and Maturation;
Communication Strategy;
Decisions;
Forecasting and Prediction;
Business Cycles;
Technological Innovation;
Sports;
Growth and Development Strategy;
Resource Allocation;
Marketing;
Sales;
Business Strategy;
Expansion;
Sports Industry;
Technology Industry;
United States;
North Carolina
- March 2024
- Supplement
Teamworks: Tackling a Forecasting Fumble (B)
By: N. Louis Shipley, Stacy Straaberg and Tom Quinn
In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional...
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Keywords:
Acquisition;
Business Growth and Maturation;
Communication Strategy;
Decisions;
Forecasting and Prediction;
Business Cycles;
Technological Innovation;
Sports;
Growth and Development Strategy;
Resource Allocation;
Marketing;
Sales;
Business Strategy;
Expansion;
Valuation;
Sports Industry;
Technology Industry;
United States;
North Carolina
- March 2024 (Revised May 2024)
- Case
Amperity: First-Party Data at a Crossroads
By: Elie Ofek, Hema Yoganarasimhan and Alexis Lefort
In the summer of 2023, Amperity management was facing a critical decision on its future direction. Given the dramatic changes occurring within the digital advertising ecosystem, as concerns over consumer privacy placed limits on the ability to engage in third-party...
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Keywords:
AI and Machine Learning;
Technology Adoption;
Business Strategy;
Digital Marketing;
Price;
Product;
Business or Company Management;
Advertising Industry
Ofek, Elie, Hema Yoganarasimhan, and Alexis Lefort. "Amperity: First-Party Data at a Crossroads." Harvard Business School Case 524-017, March 2024. (Revised May 2024.)