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  • 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
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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.)
  • June 2023
  • Supplement

Clash of Two Giants Simulation Exercise

By: Feng Zhu and Marco Iansiti
Many markets are organized around platforms that connect consumers with complementary applications and services. These platforms are two-sided because both sides - consumers and those providing applications or services - need access to the same platform to interact. A... View Details
Keywords: Customer Acquisition; Platform Strategy; Technology Platform; Digital Platforms; Competitive Strategy; Network Effects
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Zhu, Feng, and Marco Iansiti. "Clash of Two Giants Simulation Exercise." Harvard Business School PowerPoint Supplement 623-717, June 2023.
  • May 2016 (Revised September 2016)
  • Case

Hillside Beach Club: Delivering the Ultimate Family Vacation in the Mediterranean

By: Rajiv Lal and Gamze Yucaoglu
In 2015, Edip Ilkbahar, HBC’s founder and CEO, was looking over the plans for a new branch in Cyprus. Since the inception of the company by the Alarko Group of companies in 1994, Ilkbahar’s company had enjoyed high occupancy, high guest satisfaction, and high... View Details
Keywords: Customer Experience; Customer Service; Hotel Industry; Emerging Market; Customer Focus; Leading Growth; Feedback Culture; Employee Empowerment; Employee Engagement; Employee Training; Staffing; Operations Management; Quality Management; Service Management; Service Quality; Continuous Improvement; Hillside; HBC; Turkey; Vacation; Customer Relationship Management; Quality; Employee Relationship Management; Service Operations; Organizational Culture; Customer Satisfaction; Selection and Staffing; Service Delivery; Competitive Advantage; Emerging Markets; Growth and Development; Accommodations Industry; Entertainment and Recreation Industry; Turkey
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Lal, Rajiv, and Gamze Yucaoglu. "Hillside Beach Club: Delivering the Ultimate Family Vacation in the Mediterranean." Harvard Business School Case 516-110, May 2016. (Revised September 2016.)
  • February 2016 (Revised June 2016)
  • Case

The Maggi Noodle Safety Crisis in India (A)

By: Karthik Ramanna and Radhika Kak
The local government in Delhi has ordered a ban on Nestlé's flagship product in India—Maggi Noodles—citing excessive lead content per government lab tests. Nestlé disputes the government tests, noting that internal and third-party tests show the product to be safe.... View Details
Keywords: Multinationals; Regulation; Customer Relations; Business And Government; Crisis Management; Leadership; Multinational Firms and Management; Globalization; Governing Rules, Regulations, and Reforms; Safety; Customer Relationship Management; Business and Government Relations; India; Europe; Switzerland
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Ramanna, Karthik, and Radhika Kak. "The Maggi Noodle Safety Crisis in India (A)." Harvard Business School Case 116-013, February 2016. (Revised June 2016.)
  • February 2015
  • Teaching Note

Eataly: Reimagining the Grocery Store

By: Sunil Gupta and Michela Addis
Within a few years of its operations, the Italian-based supermarket Eataly created a lot of buzz and excitement among consumers and media. Eataly's initial success was even more impressive in an industry known for its intense competition and low margins. How did Eataly... View Details
Keywords: Customer Engagement; Innovation; Retailing; Supermarkets; Agribusiness; Entrepreneurship; Food; Customers; Innovation and Invention; Marketing; Retail Industry; Food and Beverage Industry; Europe; North and Central America; Asia
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Gupta, Sunil, and Michela Addis. "Eataly: Reimagining the Grocery Store." Harvard Business School Teaching Note 515-078, February 2015.
  • February 2016 (Revised February 2020)
  • Teaching Note

Oberoi Hotels: Train Whistle in the Tiger Reserve

By: Ryan W. Buell and Ananth Raman
Celebrated as one of the world's premiere luxury hotel brands, Oberoi Hotels attracts and serves some of the most quality sensitive guests in the world. The case considers the challenge of how an organization with a standardized service model can repeatedly delight... View Details
Keywords: Service Quality; Service Management; Service Quality Competition; Customer Management; Customer Service Excellence; Employee Empowerment; Employee Engagement; Employee Training; Hospitality; Hotel Industry; Service Delivery; Service Operations; Customer Satisfaction; Employees; Training; Quality; Accommodations Industry; India
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Buell, Ryan W., and Ananth Raman. "Oberoi Hotels: Train Whistle in the Tiger Reserve." Harvard Business School Teaching Note 616-044, February 2016. (Revised February 2020.)
  • 2021
  • Working Paper

Impact Accounting for Product Use: A Framework and Industry-specific Models

By: George Serafeim and Katie Trinh
This handbook provides the first systematic attempt to generate a framework and industry-specific models for the measurement of impacts on customers and the environment from use of products and services, in monetary terms, that can then be reflected in financial... View Details
Keywords: Impact Measurement; Product Impact; Customer Welfare; Environment; ESG; Product; Customers; Well-being; Environmental Sustainability; Measurement and Metrics; Accounting; Financial Statements; Analysis; Framework
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Serafeim, George, and Katie Trinh. "Impact Accounting for Product Use: A Framework and Industry-specific Models." Harvard Business School Working Paper, No. 21-141, June 2021.
  • 2011
  • White Paper

Brands Are People Too! Harnessing the Power of Brand Warmth and Competence

By: Chris Malone, Jill Avery and S. T. Fiske
Research in customer behavior has revealed that the way humans respond to brands is simply an extension of the way they instinctively perceive, judge, and behave towards one another. Understanding how consumers judge brands using social processes akin to those used in... View Details
Keywords: Brands; Brand Management; Customer Relationship Management; CRM; Brand Positioning; Brand Equity; Customers; Customer Focus and Relationships; Customer Satisfaction; Brands and Branding; Marketing; Marketing Communications; Marketing Strategy; Consumer Products Industry
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Malone, Chris, Jill Avery, and S. T. Fiske. "Brands Are People Too! Harnessing the Power of Brand Warmth and Competence." White Paper Series, Relational Capital Group, Newtowne Square, PA, 2011.
  • September 2016 (Revised February 2017)
  • Case

MyTime

By: Juliane Begenau and Robin Greenwood
Ethan Anderson, the CEO of San Francisco–based e-commerce company MyTime, must decide on the company's growth strategy. MyTime’s first product was a website and mobile app that offered consumers a convenient way to book appointments with local merchants throughout the... View Details
Keywords: Customer Valuation; Discounted Cash Flow; Software; Valuation Methodologies; Subscriber Models; Financial Management; Corporate Finance; Growth and Development Strategy; Valuation; Applications and Software; Information Technology Industry; North and Central America
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Begenau, Juliane, and Robin Greenwood. "MyTime." Harvard Business School Case 217-026, September 2016. (Revised February 2017.)
  • June 2020
  • Teaching Note

Armarium: Luxury Fashion Brands for Rent

By: Jill Avery and David Fubini
Armarium, a two-sided digital 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: Luxury Brand; Fashion; Sharing Economy; Two-sided Marketplace; Target Market; Customer Selection; Marketing; Brands and Branding; Luxury; Two-Sided Platforms; Business Model; Growth and Development Strategy; Customer Value and Value Chain; Fashion Industry; Consumer Products Industry; United States; North America
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Avery, Jill, and David Fubini. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Teaching Note 520-108, June 2020.
  • April 2011 (Revised January 2015)
  • Case

The Eleganzia Group

By: Elie Ofek, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez and Francesco Tronci
Eleganzia Group management faces tough decisions heading into the summer of 2010. With tourism on the decline due to the global economic recession, General Manager Giannuzzi must decide how to set prices at the Forte Village Resort, the Group's most well-known... View Details
Keywords: Pricing; Pricing Strategy; Customer Management; Branding; Customer Relationship Management; Price; Luxury; Business Strategy; Brands and Branding; Accommodations Industry; Travel Industry; Italy
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Ofek, Elie, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez, and Francesco Tronci. "The Eleganzia Group." Harvard Business School Case 511-115, April 2011. (Revised January 2015.)
  • February 2017
  • Teaching Note

The Tate's Digital Transformation

By: Jill Avery
John Stack was the visionary Head of Digital Transformation at the Tate, a collection of four major art galleries in the UK, including Tate Modern, the most visited gallery devoted to modern and contemporary art in the world. Stack was the architect of the Tate’s... View Details
Keywords: Digital; Ecommerce; Experience; Customer Experience; Customer Relationship Management; Channel Management; Museums; Arts Marketing; Nonprofit; Marketing; Marketing Channels; Marketing Strategy; Customer Focus and Relationships; Digital Marketing; Digital Strategy; Social Media; E-commerce; Entertainment and Recreation Industry; Fine Arts Industry; England; United Kingdom; Europe
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Avery, Jill. "The Tate's Digital Transformation." Harvard Business School Teaching Note 517-098, February 2017.
  • July–August 2024
  • Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza
Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details
Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy
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Huang, Ta-Wei, and Eva Ascarza. "Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals." Marketing Science 43, no. 4 (July–August 2024): 863–884.
  • February 2013
  • Teaching Note

Transforming AMFAM (TN)

By: Rakesh Khurana and Rajiv Lal
Keywords: Customer Focus; General Management; Managing Growth; Customer Focus and Relationships; Insurance Industry; United States
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Khurana, Rakesh, and Rajiv Lal. "Transforming AMFAM (TN)." Harvard Business School Teaching Note 513-079, February 2013.
  • 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... View Details
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
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Rayport, Jeffrey F., Jennifer Fonstad, and Nicole Tempest Keller. "OhmConnect: Energizing the Future." Harvard Business School Case 823-065, January 2023. (Revised December 2023.)
  • December 2018 (Revised June 2021)
  • Supplement

Bulb 2018: Hypergrowth

By: John R. Wells and Benjamin Weinstock
After a wild and volatile year, Bulb, a new entrant in the UK residential energy market, ended March 2018 with 329,171 properties, 1.2% of the total residential energy market). This was 150% ahead of a plan for 130,000 properties and almost ten times the size the... View Details
Keywords: Rapid Growth Stage; Green Energy; Start-up; Customer Acquisition; Customer Churn; Customer Engagement; Electricity; Resources; Growth Strategy; B-Corp; Entrepreneurial Finance; Entrepreneurial Journey; Entrepreneurial Financing; Renewable Energy; Business Startups; Growth and Development Strategy; Business Model; Working Capital; Customers; Growth Management; Finance; Decision Making; United Kingdom
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Wells, John R., and Benjamin Weinstock. "Bulb 2018: Hypergrowth." Harvard Business School Supplement 719-442, December 2018. (Revised June 2021.)
  • September 2019 (Revised February 2020)
  • Teaching Note

Fishbowl: Scaling Up

By: Leslie K. John
Email mking@hbs.edu for a courtesy copy.

Teaching Note for HBS No. 919-013. Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and... View Details
Keywords: Communication Technologies; Customer Value; Value Chain; Interpersonal Communication; Talent and Talent Management; Customer Value and Value Chain; Entrepreneurship; Business Model; Growth and Development Strategy; Marketing Strategy; Advertising; Product Marketing; Digital Platforms; Consumer Behavior; Network Effects; Emotions; Motivation and Incentives; Trust; Applications and Software; Technology Adoption; Digital Platforms; Communications Industry; Employment Industry; Media and Broadcasting Industry; Technology Industry; Telecommunications Industry; United States
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John, Leslie K. "Fishbowl: Scaling Up." Harvard Business School Teaching Note 920-022, September 2019. (Revised February 2020.) (Email mking@hbs.edu for a courtesy copy.)
  • December 2018 (Revised February 2020)
  • Case

Fishbowl: Scaling Up

By: Leslie K. John
Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and across industry. Unlike many other social media apps, on which users typically present idealized portraits of themselves, on Fishbowl,... View Details
Keywords: Communication Technologies; Customer Value; Value Chain; Interpersonal Communication; Talent and Talent Management; Customer Value and Value Chain; Entrepreneurship; Business Model; Growth and Development Strategy; Marketing Strategy; Advertising; Product Marketing; Digital Platforms; Consumer Behavior; Network Effects; Emotions; Motivation and Incentives; Trust; Applications and Software; Technology Adoption; Social Media; Communications Industry; Employment Industry; Media and Broadcasting Industry; Technology Industry; Telecommunications Industry; United States
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John, Leslie K. "Fishbowl: Scaling Up." Harvard Business School Case 919-013, December 2018. (Revised February 2020.) (Email mking@hbs.edu for a courtesy copy.)
  • May 2015
  • Case

Pricing in a Digital World (2015)

By: John Gourville
Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details
Keywords: Pricing; Marketing; Dynamic Pricing; Price Customization; Information Technology; Price; Entrepreneurship; Customization and Personalization; Product Marketing
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Gourville, John. "Pricing in a Digital World (2015)." Harvard Business School Case 515-104, May 2015.
  • 2019
  • Working Paper

Relative Performance Transparency: Effects on Sustainable Choices

By: Ryan W. Buell, Shwetha Mariadassou and Yanchong Zheng
We study how transparency into the levels and changes of relative sustainability performance affects consumer choices. Our work considers two forms of transparency: process transparency, in which customers receive information about the company's sustainability... View Details
Keywords: Relative Performance Tranparency; Process Transparency; Customer Transparency; Levels; Changes; Reflectiveness; Self-serving Attribution Biases; Sustainability; Consumer Choice
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Buell, Ryan W., Shwetha Mariadassou, and Yanchong Zheng. "Relative Performance Transparency: Effects on Sustainable Choices." Harvard Business School Working Paper, No. 19-079, January 2019.
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