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Publications

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  • All HBS Web  (74)
    • Faculty Publications  (36)

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    • All HBS Web  (74)
      • Faculty Publications  (36)

      CRM Remove CRM →

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      • 2021
      • Working Paper

      CRM and AI in Time of Crisis

      By: Michelle Y. Lu and Navid Mojir
      A crisis can affect the incentives of various players within a firm’s multi-layered sales and marketing organization (e.g., headquarters and branches of a bank). Such shifts can result in sales decisions against the firm’s best interests. Motivated by the backlash to...  View Details
      Keywords: CRM; Artificial Intelligence; AI; B2B Marketing; Decision Authority; Crisis Marketing; Intra-organizational Conflict; COVID-19 Pandemic; Customer Relationship Management; Technological Innovation; Decision Making; Strategy; Health Pandemics; Crisis Management; AI and Machine Learning
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      Lu, Michelle Y., and Navid Mojir. "CRM and AI in Time of Crisis." Harvard Business School Working Paper, No. 22-035, November 2021.
      • 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.
      • 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).
      • January 2021 (Revised May 2021)
      • Case

      Amazon Shopper Panel: Paying Customers for Their Data

      By: Eva Ascarza and Ayelet Israeli
      This case introduces a new Amazon program that has consumers upload their receipts from transactions outside of Amazon, in exchange for money. Through the discussion, the case aims to explore issues in customers’ privacy in the digital age, the value of customers’ own...  View Details
      Keywords: Data Analytics; Data Privacy; Data Management; "Marketing Analytics"; Marketing Communication; Marketing Research; Data-driven Management; E-Commerce Strategy; Ethical Decision Making; CRM; Consumer Protection; Targeted Advertising; Targeted Policies; Data Ownership; Marketing; Research; Marketing Communications; Analytics and Data Science; Management; Customer Relationship Management; Ethics; E-commerce; Retail Industry; Technology Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Amazon Shopper Panel: Paying Customers for Their Data." Harvard Business School Case 521-058, January 2021. (Revised May 2021.)
      • January 2021
      • Exercise

      E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for...  View Details
      Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Online Channel; Retail Analytics; Retail; Retailing Industry; Data; Data Sharing; Ecommerce; CRM; Loyalty Management; Assortment Planning; Assortment Optimization; Lifetime Value (LTV); Analytics and Data Science; Analysis; Retention; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Exercise 521-079, January 2021.
      • April 2020
      • Teaching Note

      HubSpot and Motion AI: Chatbot-Enabled CRM

      By: Jill Avery and Thomas Steenburgh
      Teaching Note for HBS No. 518-067.  View Details
      Keywords: Marketing; Sales; Marketing Strategy; Technology Industry; United States; North America
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      Avery, Jill, and Thomas Steenburgh. "HubSpot and Motion AI: Chatbot-Enabled CRM." Harvard Business School Teaching Note 520-100, April 2020.
      • April 2020
      • Teaching Note

      Glossier: Co-Creating a Cult Brand with a Digital Community

      By: Jill Avery
      Teaching Note for HBS No. 519-022. Flush with cash from its Series C fundraise, cult beauty brand Glossier considers its next phase of growth, facing critical decisions on how to allocate its capital to support various marketing communications and distribution...  View Details
      Keywords: Digital Marketing; Crowdsourcing; CRM; Startup; Direct-to-consumer; DTC; Marketing; Marketing Strategy; Brands and Branding; Consumer Behavior; Customer Relationship Management; Venture Capital; Business Startups; Entrepreneurship; Social Media; Beauty and Cosmetics Industry; United States
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      Avery, Jill. "Glossier: Co-Creating a Cult Brand with a Digital Community." Harvard Business School Teaching Note 520-099, April 2020.
      • March 2019
      • Case

      HOPI: Turkey's Shopping Companion

      By: Sunil Gupta, Donald Ngwe and Gamze Yucaoglu
      The case opens in 2017 as Onur Erbay, CEO of HOPI, a multi-vendor loyalty platform, is contemplating a critical decision. The case chronicles the origins of Boyner Group, the parent company of HOPI and a major retailer in Turkey, and development of retail and customer...  View Details
      Keywords: Loyalty Programs; Multi-vendor Platform; Retail; Big Data; Customer Relationship Management; Mobile and Wireless Technology; Business Model; Analytics and Data Science; Competitive Strategy; Decision Making; Applications and Software; Digital Platforms; Technology Industry; Retail Industry; Turkey
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      Gupta, Sunil, Donald Ngwe, and Gamze Yucaoglu. "HOPI: Turkey's Shopping Companion." Harvard Business School Case 519-057, March 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
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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.)
      • January 2019
      • 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
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      Israeli, Ayelet. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Teaching Note 519-056, January 2019.
      • 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
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      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.)
      • 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.)
      • September 2017 (Revised November 2018)
      • 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 November 2018.)
      • Article

      Beyond the Target Customer: Social Effects in CRM Campaigns

      By: Eva Ascarza, Peter Ebbes, Oded Netzer and Matthew Danielson
      Customer relationship management (CRM) campaigns have traditionally focused on maximizing the profitability of the targeted customers. The authors demonstrate that in business settings characterized by network externalities, a CRM campaign that is aimed at changing the...  View Details
      Keywords: Social Effects; Field Experiment; Mobile; Customer Relationship Management; Network Effects; Consumer Behavior
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      Ascarza, Eva, Peter Ebbes, Oded Netzer, and Matthew Danielson. "Beyond the Target Customer: Social Effects in CRM Campaigns." Journal of Marketing Research (JMR) 54, no. 3 (June 2017): 347–363.
      • June 2016
      • Teaching Note

      Relating to Peapod

      By: Jill Avery and Susan Fournier
      This case concerns the topics of relationship marketing, customer acquisition and retention, brand loyalty, service failure and recovery, new product introduction, and the use of consumer ethnography to study consumer behavior. Specifically, the case explores the...  View Details
      Keywords: Brand Management; Customer Relationship Management; CRM; Customer Behavior; Consumer Behavior; Retailing; Marketing; Marketing Strategy; Brands and Branding; Marketing Channels; E-commerce; Retail Industry; United States
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      Avery, Jill, and Susan Fournier. "Relating to Peapod." Harvard Business School Teaching Note 316-175, June 2016.
      • June 2016
      • Teaching Note

      Filene's Basement: Inside a Fired Customer's Relationship

      By: Jill Avery and Susan Fournier
      How, in a business climate in which building relationships with customers has dominated both managerial thought and marketing budgets, could Filene's Basement have fired a loyal customer, one who was formally and informally recognized as a best customer? This case...  View Details
      Keywords: CRM; Customer Profitability Analysis; Customer Lifetime Value; Consumer Behavior; Marketing; Marketing Strategy; Customer Focus and Relationships; Brands and Branding; Customer Relationship Management; Retail Industry; United States
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      Avery, Jill, and Susan Fournier. "Filene's Basement: Inside a Fired Customer's Relationship." Harvard Business School Teaching Note 316-184, June 2016.
      • June 2016
      • Teaching Note

      HubSpot: Lower Churn through Greater CHI

      By: Jill Avery, Asis Martinez Jerez and Thomas Steenburgh
      HubSpot, a web marketing startup selling inbound marketing software to small- and medium-sized businesses, is under pressure from its venture capital partners to rapidly acquire new customers and to maintain a low level of customer churn. The B2B SaaS company is in the...  View Details
      Keywords: CRM; Customer Acquisition; Customer Retention; Churn Management; SaaS Business Models; Customer Lifetime Value; Venture Capital; Startup; Software; Monitoring And Control; Marketing; Customer Relationship Management; Marketing Strategy; Accounting; Technology Industry; United States
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      Avery, Jill, Asis Martinez Jerez, and Thomas Steenburgh. "HubSpot: Lower Churn through Greater CHI." Harvard Business School Teaching Note 116-051, June 2016.
      • March 2016 (Revised October 2017)
      • Case

      Salesforce.com vs. Siebel (Abridged)

      By: David B. Yoffie
      Explores the phenomenon of software becoming a service. Salesforce.com has catapulted into the lead for offering a customer relationship management (CRM) solution as a Web-based service. Siebel, the leader in CRM packaged software sales, has to devise a strategy to...  View Details
      Keywords: Customer Relationship Management; Competitive Strategy; Software
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      Yoffie, David B. "Salesforce.com vs. Siebel (Abridged)." Harvard Business School Case 716-454, March 2016. (Revised October 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.
      • 2015
      • Book

      Strong Brands, Strong Relationships

      By: Susan Fournier, Michael Breazeale and Jill Avery
      From the editorial team of the ground-breaking Consumer-Brand Relationships: Theory and Practice comes this new volume. Strong Brands, Strong Relationships is a collection of innovative research and management insights that build upon the foundations of...  View Details
      Keywords: Brand Building; Brand Management; CRM; Marketing; Brands and Branding; Marketing Communications; Advertising; Customer Relationship Management; Customer Focus and Relationships; Advertising Industry; Apparel and Accessories Industry; Consumer Products Industry
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      Fournier, Susan, Michael Breazeale and Jill Avery, eds. Strong Brands, Strong Relationships. Abingdon, UK: Routledge, 2015.
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