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  • February 2018 (Revised October 2019)
  • Case

HubSpot and Motion AI: Chatbot-Enabled CRM

By: Jill Avery and Thomas Steenburgh
HubSpot, an inbound marketing, sales, and customer relationship management (CRM) software provider, announced that it had acquired Motion AI, a software platform that enabled companies to easily build and deploy chatbots, fueled by artificial intelligence, to interact... View Details
Keywords: CRM; Sales Management; Customer Service; Artificial Intelligence; B2B Vs. B2C; Business Marketing; SaaS; Marketing; Marketing Strategy; Brands and Branding; Customer Focus and Relationships; Sales; Salesforce Management; Technological Innovation; Applications and Software; Customer Relationship Management; AI and Machine Learning; Technology Industry; Service Industry; United States; North America
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Avery, Jill, and Thomas Steenburgh. "HubSpot and Motion AI: Chatbot-Enabled CRM." Harvard Business School Case 518-067, February 2018. (Revised October 2019.)
  • July 2018 (Revised March 2019)
  • Teaching Note

Hilti (A): Fleet Management?

By: Ramon Casadesus-Masanell and Jan Rivkin
This Teaching Note accompanies the case HBS No. 718-419, “Hilti (A): Fleet Management.” It provides guidelines for class discussion, as well as a board plan and transcripts of the associated videos, Hilti Fleet Management Video Supplements.
The associated case... View Details
Keywords: Business Model Innovation; Total Customer Value; Innovation; Inventions; Business Models; Value Chains; Transformations; Focusing On Customers; Business Model; Restructuring; Transformation; Customer Value and Value Chain; Decision Making; Customer Focus and Relationships; Customer Relationship Management; Construction; Innovation and Invention; Leasing; Strategy; Liechtenstein; Switzerland; Europe
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Casadesus-Masanell, Ramon, and Jan Rivkin. "Hilti (A): Fleet Management?" Harvard Business School Teaching Note 719-404, July 2018. (Revised March 2019.)
  • March 17, 2021
  • Other Article

Beyond Pajamas: Sizing Up the Pandemic Shopper

By: Ayelet Israeli, Eva Ascarza and Laura Castrillo
A first look at how the COVID-19 pandemic impacted e-commerce apparel shopping in the US and the UK. Extensive analysis and interactive graphics utilizing millions of transactions.
While the pandemic is still playing out, our preliminary investigations... View Details
Keywords: Retail; Retail Analytics; Consumer; Pandemic; COVID; COVID-19; Apparel; Ecommerce; Online Shopping; Online Apparel; Online Sales; Returns; CRM; Customer Retention; Customer Experience; Customer Value; Digital; Customer Focus and Relationships; Customers; Health Pandemics; Consumer Behavior; Customer Relationship Management; Internet and the Web; Behavior; E-commerce; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States; United Kingdom
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Israeli, Ayelet, Eva Ascarza, and Laura Castrillo. "Beyond Pajamas: Sizing Up the Pandemic Shopper." Harvard Business School Working Knowledge (March 17, 2021).
  • July 2013 (Revised August 2017)
  • Case

TaKaDu

By: Elie Ofek and Matthew Preble
In December 2012, Amir Peleg, founder and CEO of TaKaDu, reflected on how to position his young firm for the next fiscal year and beyond. The small Israeli startup had developed an innovative software system that used patented algorithms and statistical analysis to... View Details
Keywords: Innovation; Customer Selection; Business Marketing; High-tech Marketing; Enterprise Resource Planning; Water Resources; Water Management; Utilities; Product Positioning; Expansion; Resource Allocation; Applications and Software; Entrepreneurship; Business Startups; Business Strategy; Innovation and Invention; Growth and Development Strategy; Utilities Industry; Australia; Israel
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Ofek, Elie, and Matthew Preble. "TaKaDu." Harvard Business School Case 514-011, July 2013. (Revised August 2017.)
  • January 2017 (Revised October 2021)
  • Case

Delivering the Goods at Shippo

By: Jeffrey J. Bussgang, Jeffrey F. Rayport and Olivia Hull
Laura Behrens Wu, CEO of software start-up Shippo, prepares her pitch for a Series A funding round following a successful seed round. Customer adoption of Shippo’s e-commerce dashboard application, which allows small and medium retailers to compare delivery rates... View Details
Keywords: Application Program Interface; API; API Strategy; Customer Cohorts; Churn; Retention; Entrepreneurship; Venture Capital; Business Startups; Strategy; Transition; Customer Focus and Relationships; Technological Innovation; Organizational Change and Adaptation; Valuation; Shipping Industry; Technology Industry; Retail Industry; San Francisco; California; United States
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Bussgang, Jeffrey J., Jeffrey F. Rayport, and Olivia Hull. "Delivering the Goods at Shippo." Harvard Business School Case 817-065, January 2017. (Revised October 2021.)
  • 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
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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.)
  • 2012
  • Chapter

The Relational Roles of Brands

By: Jill Avery
In contemporary culture, brands play important relational roles, linking consumers to others and serving as relational partners. This chapter provides an understanding of the relational roles of brands to illuminate why and how consumers connect with brands and how... View Details
Keywords: Brands; Brand Management; Brand Equity; Brand Building; Customer Relationship Management; CRM; Customers; Customer Focus and Relationships; Brands and Branding; Marketing; Marketing Strategy; Consumer Products Industry
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Avery, Jill. "The Relational Roles of Brands." Chap. 9 in Marketing Management: A Cultural Perspective, edited by Lisa Penaloza, Nil Toulouse, and Luca M. Visconti, 147–163. Routledge, 2012.
  • 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.)
  • 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.
  • October 2021
  • Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and 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; Programs; Consumer Behavior; Analysis
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Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
  • 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.)
  • November 2016 (Revised March 2018)
  • Module Note

Strategy Execution Module 9: Building a Balanced Scorecard

By: Robert Simons
This module reading explains how to construct a strategy map and build a balanced scorecard. Using an internal value chain model, the module illustrates how a balanced scorecard can support and enable customer management, innovation, operations, and post-sale service... View Details
Keywords: Management Control Systems; Implementing Strategy; Execution; Performance Measurement; Strategy Map; Business Goals; Customer Measures; Strategy; Balanced Scorecard; Business Model
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Simons, Robert. "Strategy Execution Module 9: Building a Balanced Scorecard." Harvard Business School Module Note 117-109, November 2016. (Revised March 2018.)
  • 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 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.
  • March 2020
  • Teaching Note

onefinestay: Building a Luxury Experience in the Sharing Economy

By: Jill Avery and Anat Keinan
onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details
Keywords: Two-sided Marketplace; Two-sided Market; Hospitality Industry; Hotels; Luxury Brand; Sharing Economy; Startup; Scaling; Growth; Customer Segmentation; Brand Positioning; Marketing; Marketing Strategy; Brands and Branding; Luxury; Entrepreneurship; Business Startups; Business Model; Venture Capital; Customers; Segmentation; Growth and Development Strategy; Travel Industry; Tourism Industry; Accommodations Industry; United Kingdom; London; Europe
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Avery, Jill, and Anat Keinan. "onefinestay: Building a Luxury Experience in the Sharing Economy." Harvard Business School Teaching Note 520-092, March 2020.
  • 2011
  • Chapter

Consumers' Relationships with Brands

By: Susan Fournier and Jill Avery
This chapter presents a brand management paradigm based on the foundational principles of relationships. (1) Brand relationships are a means to an end: brand relationship managers must consider the whole person and understand how the brand adds meaning into people's... View Details
Keywords: Marketing; Brands; Brand Building; Brand Equity; Brand Management; Customer Relationship Management; CRM; Customer Focus and Relationships; Brands and Branding; Marketing Strategy; Consumer Products Industry
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Fournier, Susan, and Jill Avery. "Consumers' Relationships with Brands." Chap. 14 in Perspectives on Brand Management, edited by Mark D. Uncles, 225–248. Tilde University Press, 2011.
  • August 2016 (Revised August 2017)
  • Case

AnswerDash (Abridged)

By: Elie Ofek and Jeffrey D. Shulman
It is 2014 and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash (Abridged)." Harvard Business School Case 517-020, August 2016. (Revised August 2017.)
  • June 2016 (Revised August 2017)
  • Case

AnswerDash

By: Elie Ofek and Jeffrey D. Shulman
It is 2014, and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash." Harvard Business School Case 516-106, June 2016. (Revised August 2017.)
  • 2015
  • Chapter

Framing the Game: How Brands' Relationships with Their Competitors Affect Consumer Preference

By: Neeru Paharia, Jill Avery and Anat Keinan
In this chapter, we explore how brands' relationships with their competitors affect consumers' preferences. Through a series of experiments, we show that the competitive context in which a brand operates can affect consumers' purchase interest and purchase frequency.... View Details
Keywords: Brand Management; CRM; Customer Relationship Management; Marketing Strategy; Marketing; Brands and Branding; Customer Focus and Relationships; Competition; Consumer Products Industry
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Paharia, Neeru, Jill Avery, and Anat Keinan. "Framing the Game: How Brands' Relationships with Their Competitors Affect Consumer Preference." Chap. 2 in Strong Brands, Strong Relationships, edited by Susan Fournier, Michael Breazeale, and Jill Avery. Abingdon, UK: Routledge, 2015.
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