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- Faculty Publications (192)
- August 2019
- Case
Twiggle: E-commerce with Semantic Search
By: Shane Greenstein and Danielle Golan
Four years after being founded, in 2014, by former Google executives Amir Konigsberg (CEO) and Adi Avidor (CTO), Twiggle had developed a search enhancement that plugged into an online merchant’s existing framework. The company utilized advanced structuring and... View Details
Keywords: Search Technology; Customer Acquisition; Internet and the Web; Technological Innovation; Commercialization; Growth and Development Strategy; E-commerce; Technology Industry; Israel
Greenstein, Shane, and Danielle Golan. "Twiggle: E-commerce with Semantic Search." Harvard Business School Case 620-025, August 2019.
- April 2019
- Case
Afterpay U.S.: The Omnichannel Dilemma
By: Antonio Moreno, Donald Ngwe and George Gonzalez
In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online purchases through four interest-free... View Details
Keywords: Omnichannel Retail; Multi-sided Platforms; Value Creation; Business Model Innovation; Fintech; Digital Marketing; Disruptive Innovation; Business Startups; Business Growth and Maturation; Business Model; Business Organization; For-Profit Firms; Change Management; Customer Value and Value Chain; Customer Relationship Management; Customer Satisfaction; Financing and Loans; Microfinance; Global Strategy; Marketing Channels; Brands and Branding; Marketing Strategy; Market Entry and Exit; Digital Platforms; Product Development; Supply Chain Management; Business and Stakeholder Relations; Networks; Network Effects; Internet and the Web; Financial Services Industry; Retail Industry; Technology Industry; United States; Australia
Moreno, Antonio, Donald Ngwe, and George Gonzalez. "Afterpay U.S.: The Omnichannel Dilemma." Harvard Business School Case 519-086, April 2019.
- February 2019 (Revised December 2019)
- Case
ThirdLove
By: Jeffrey F. Rayport and Matthew G. Preble
Rayport, Jeffrey F., and Matthew G. Preble. "ThirdLove." Harvard Business School Case 819-061, February 2019. (Revised December 2019.)
- 2020
- Working Paper
Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach
By: Eva Ascarza
The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
- January 2019 (Revised February 2024)
- Teaching Note
Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing
By: Ayelet Israeli
Teaching Note for HBS No. 519-011. As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a... View Details
Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Consumer Behavior; Social Media; E-commerce
- November 2018 (Revised May 2019)
- Case
California Closets: Organizing the Customer Experience
By: Boris Groysberg and Annelena Lobb
California Closets had used robust net promoter score (NPS) data, surveyed across its locations, to create a more consistent and satisfying customer experience. CEO Bill Barton wanted to further optimize the customer experience around best practices. He also wanted to... View Details
Keywords: Net Promoter Score; Customer Relationship Management; Customer Satisfaction; Customers; Acquisition; Demographics; Strategy
Groysberg, Boris, and Annelena Lobb. "California Closets: Organizing the Customer Experience." Harvard Business School Case 419-004, November 2018. (Revised May 2019.)
- October 2018
- Case
African Bank Investments Limited (A)
By: Lynn S. Paine and Will Hurwitz
Less than a year after joining the board of African Bank Investments Limited (ABIL), the newest director finds himself in difficult discussions with other directors about removing the struggling company’s CEO. The case is set in South Africa in mid-2014 as shares in... View Details
Keywords: Ethics; Personal Finance; Corporate Accountability; Governing and Advisory Boards; Corporate Governance; Crisis Management; Insurance; Leadership; Management; Risk Management; Banking Industry; Financial Services Industry; Insurance Industry; Africa; South Africa
Paine, Lynn S., and Will Hurwitz. "African Bank Investments Limited (A)." Harvard Business School Case 319-052, October 2018.
- October 2018
- Supplement
African Bank Investments Limited (B)
By: Lynn S. Paine and Will Hurwitz
Less than a year after joining the board of African Bank Investments Limited (ABIL), the newest director finds himself in difficult discussions with other directors about removing the struggling company’s CEO. The case is set in South Africa in mid-2014 as shares in... View Details
Keywords: Ethics; Personal Finance; Corporate Accountability; Governing and Advisory Boards; Corporate Governance; Crisis Management; Insurance; Leadership; Management; Risk Management; Banking Industry; Financial Services Industry; Insurance Industry; Africa; South Africa
Paine, Lynn S., and Will Hurwitz. "African Bank Investments Limited (B)." Harvard Business School Supplement 319-053, October 2018.
- August 2018 (Revised February 2023)
- Case
Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing
By: Jill Avery and Ayelet Israeli
As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a valuation of $200 million and debating... View Details
Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Social Media; E-commerce; Analytics and Data Science; Health Industry; Consumer Products Industry; United States; North America; Europe
Avery, Jill, and Ayelet Israeli. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Case 519-011, August 2018. (Revised February 2023.)
- June 2018
- Article
Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged
By: Clarence Lee, Elie Ofek and Thomas Steenburgh
We study how digital service firms can develop an active customer base, focusing on two questions. First, how does the way that customers use the service postadoption to meet their own needs (personal usage) and to interact with one another (social usage) vary across... View Details
Keywords: Customer Engagement; Adoption Routes; Word-of-Mouth; Digital Marketing; Bayesian Estimation; Customers; Communication; Consumer Behavior; Marketing; Internet and the Web; Analytics and Data Science
Lee, Clarence, Elie Ofek, and Thomas Steenburgh. "Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged." Management Science 64, no. 6 (June 2018): 2473–2495. (Lead Article.)
- March 2018
- Teaching Note
Augmedix
Teaching Note for HBS No. 817-048. Augmedix provides a service that live-streams video of patient appointments to a remote scribe, freeing up significant physician time from electronic medical record data-entry tasks. The venture is confronting decisions in areas such... View Details
- February 2018 (Revised August 2018)
- Case
Blue Haven Initiative: The PEGAfrica Investment
By: Vikram S. Gandhi, Caitlin Reimers Brumme and Amram Migdal
This case examines Blue Haven Initiative (BHI), an impact investing fund and family office, and one of its investments, PEGAfrica (PEG). BHI founder Liesel Pritzker Simmons’ motivations for using her family wealth to start a family office focused on impact investing,... View Details
Keywords: Impact Investing; Family Office; Development; International Development; International Development Investing; Development Fund; Sustainability; Solar Energy; Solar; Pay As You Go; PAYG; MFI; Social Venture; Business Ventures; Acquisition; Business Growth and Maturation; Business Startups; Economics; Development Economics; Energy; Energy Conservation; Energy Sources; Renewable Energy; Social Entrepreneurship; Finance; Assets; Asset Pricing; Capital; Capital Budgeting; Capital Structure; Venture Capital; Cash; Cash Flow; Currency; Currency Exchange Rate; Equity; Private Equity; Financial Instruments; Debt Securities; Stock Shares; Financing and Loans; Microfinance; International Finance; Investment; Investment Return; Investment Activism; Investment Funds; Investment Portfolio; Price; Geography; Geographic Location; Emerging Markets; Ownership; Ownership Stake; Private Ownership; Social Enterprise; Value; Valuation; Value Creation; Energy Industry; Financial Services Industry; Green Technology Industry; Africa; United States
Gandhi, Vikram S., Caitlin Reimers Brumme, and Amram Migdal. "Blue Haven Initiative: The PEGAfrica Investment." Harvard Business School Case 318-003, February 2018. (Revised August 2018.)
- January 2018 (Revised January 2021)
- Background Note
Customer Lifetime Social Value (CLSV)
By: Elie Ofek, Barak Libai and Eitan Muller
One of the hallmarks of the digital revolution is the rise of the socially connected consumer. Concomitantly, the ability of companies to affect and measure the social interactions among customers has grown tremendously. Consequently, in assessing the full value of... View Details
Keywords: Customer Lifetime Value; Customer Management; Social Contagion; Word Of Mouth; Customer Engagement; Customer Value and Value Chain; Measurement and Metrics; Customer Relationship Management
Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Lifetime Social Value (CLSV)." Harvard Business School Background Note 518-077, January 2018. (Revised January 2021.)
- 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:... View Details
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.)
- December 2017 (Revised January 2018)
- Case
Alltech
By: David E. Bell and Natalie Kindred
Alltech was a Lexington, Kentucky–based producer of supplements for animal feed, with revenues of over $2 billion (projected to reach $3 billion in 2018), sales in 120 countries, 5,000 employees, and 100 manufacturing plants worldwide. For nearly four decades, Alltech... View Details
Keywords: Alltech; United States; Agribusiness; Agriculture; Animal; Animal Agriculture; Animal Feed; Livestock; Family Business; Vertical Integration; Strategy; Growth; Feed Additives; Feed Supplements; Kentucky; Growth Strategy; Family Businesses; Animal-Based Agribusiness; Acquisition; Business Growth and Maturation; Business Model; Change Management; Trends; Governance; Entrepreneurship; Growth and Development; Intellectual Property; Leadership; Management; Markets; Organizational Culture; Private Ownership; Science; Quality; Risk and Uncertainty; Research; Sales; Agriculture and Agribusiness Industry; Pharmaceutical Industry; United States; Kentucky; Brazil; China
Bell, David E., and Natalie Kindred. "Alltech." Harvard Business School Case 518-001, December 2017. (Revised January 2018.)
- September 2017 (Revised September 2023)
- Case
Chase Sapphire: Creating a Millennial Cult Brand
By: Shelle Santana, Jill Avery and Christine Snively
The launch of the Chase Sapphire Reserve credit card was enthusiastically received by millennial consumers, a cohort that had previously eluded JPMorgan Chase and its competitors. With the one-year anniversary of the launch approaching, managers are focused on... View Details
Keywords: Brand & Product Management; Product Strategy; New Product Development; Credit Card; Customer Acquisition; CRM; Millennials; Marketing; Marketing Strategy; Brands and Branding; Credit Cards; Product Development; Product Launch; Customer Relationship Management; Consumer Behavior; Demographics; Financial Services Industry; Service Industry; Banking Industry; United States; North America
Santana, Shelle, Jill Avery, and Christine Snively. "Chase Sapphire: Creating a Millennial Cult Brand." Harvard Business School Case 518-024, September 2017. (Revised September 2023.)
- September 2017 (Revised April 2022)
- Supplement
Tempur Sealy International (A)
By: Benjamin C. Esty
This case explores the long-term relationship between Tempur Sealy (TPX, a mattress manufacturer) and Mattress Firm (MFRM, a bedding retailer and TPX's largest customer). For almost 20 years, the firms enjoyed a mutually beneficial and commercially prosperous... View Details
Keywords: Porter's 5 Forces; Bargaining Power; Buyer Power; Customer Power; Supplier Power; Negotiations; Value Capture; Private Equity; Consumer Durables; Consumer Discretionary; Mattresses; B-2-B; Industry Dynamics; Leadership; Compensation; Corporate Strategy; Business Strategy; Value Creation; Competition; Cooperation; Distribution; Negotiation; Industry Structures; Customers; Relationships; Distribution Industry; Manufacturing Industry; Retail Industry; Consumer Products Industry; United States; South Africa
- September 2017 (Revised April 2022)
- Case
Tempur Sealy International (A)
By: Benjamin C. Esty and Lauren G. Pickle
This case explores the long-term relationship between Tempur Sealy (TPX, a mattress manufacturer) and Mattress Firm (MFRM, a bedding retailer and TPX's largest customer). For almost 20 years, the firms enjoyed a mutually beneficial and commercially prosperous... View Details
Keywords: Porter's 5 Forces; Bargaining Power; Buyer Power; Customer Power; Supplier Power; Negotiations; Value Capture; Consumer Durables; Consumer Discretionary; Mattresses; B-2-B; Industry Dynamics; Compensation; Corporate Strategy; Business Strategy; Value Creation; Competition; Cooperation; Private Equity; Distribution; Negotiation; Industry Structures; Customers; Relationships; Leadership; Distribution Industry; Manufacturing Industry; Retail Industry; Consumer Products Industry; United States; South Africa
Esty, Benjamin C., and Lauren G. Pickle. "Tempur Sealy International (A)." Harvard Business School Case 718-422, September 2017. (Revised April 2022.)
- August 2017 (Revised August 2018)
- Case
Busbud: Building a Data Company
By: Srikant M. Datar, Alistair Croll and Caitlin N. Bowler
The case features the work of LP Maurice (HBS '08) as he decides to take on the fragmented bus travel industry and launch an online business that aggregates and shares bus schedules for routes around the world. His first challenge: finding that the data he needs is... View Details
Keywords: Data Science; Analytics and Data Science; Business Startups; Knowledge Acquisition; Customers; Measurement and Metrics; Transportation Industry
Datar, Srikant M., Alistair Croll, and Caitlin N. Bowler. "Busbud: Building a Data Company." Harvard Business School Case 118-011, August 2017. (Revised August 2018.)
- June 2017 (Revised October 2017)
- Case
Becton Dickinson: Innovation and Growth (A)
By: Raffaella Sadun, Michael Beer and James Weber
In late 2015, CEO Vince Forlenza was reviewing Becton Dickinson’s transformation efforts designed to enable the company to innovate and grow in a changing environment. Becton Dickinson had been a successful medical device company for over 100 years. In recent years,... View Details
Keywords: Transformation; Change Management; Innovation Leadership; Mergers and Acquisitions; Organizational Change and Adaptation; Organizational Culture; Organizational Design; Strategy; Growth and Development Strategy; Medical Devices and Supplies Industry; Health Industry; Manufacturing Industry; United States
Sadun, Raffaella, Michael Beer, and James Weber. "Becton Dickinson: Innovation and Growth (A)." Harvard Business School Case 717-419, June 2017. (Revised October 2017.)