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    • All HBS Web  (189)
      • Faculty Publications  (49)

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      • April 2022
      • Teaching Note

      Banorte Móvil: Data-Driven Mobile Growth

      By: Ayelet Israeli and Carla Larangeira
      In mid-2019, Carlos Hank was deliberating over the results for Banorte Móvil—the mobile application for Banorte, Mexico’s most profitable and second-largest financial institution. Hank, who had been appointed as Banorte´s Chairman of the Board in January 2015, had...  View Details
      Keywords: Data Analytics; Customer Lifetime Value; Financial Institutions; Mobile and Wireless Technology; Growth and Development Strategy; Customers; Technology Adoption; Communication Strategy; Banking Industry; Mexico; Latin America
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      Israeli, Ayelet, and Carla Larangeira. "Banorte Móvil: Data-Driven Mobile Growth." Harvard Business School Teaching Note 522-095, April 2022.
      • 2021
      • Other Unpublished Work

      Computer-Implemented Methods and Systems for Measuring, Estimating, and Managing Economic Outcomes and Technical Debt in Software Systems and Projects: US Patent 11,126,427 B2

      By: Daniel J. Sturtevant, Carliss Baldwin, Alan MacCormack, Sunny Ahn and Sean Gilliland
      An interrelated set of tools and methods is disclosed for: (1) measuring the relationship between software source code attributes (such as code quality, design quality, test quality, and complexity metrics) and software economics outcome metrics (such as...  View Details
      Keywords: Technical Debt; Applications and Software; Economics; Measurement and Metrics; Patents
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      Sturtevant, Daniel J., Carliss Baldwin, Alan MacCormack, Sunny Ahn, and Sean Gilliland. "Computer-Implemented Methods and Systems for Measuring, Estimating, and Managing Economic Outcomes and Technical Debt in Software Systems and Projects: US Patent 11,126,427 B2." Cambridge, MA, September 2021.
      • July 2021
      • Article

      Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market

      By: Hui Li and Feng Zhu
      Platform competition is shaped by the likelihood of multi-homing (i.e., complementors or consumers adopt more than one platform). To take advantage of multi-homing, platform firms often attempt to motivate their rivals’ high-performing complementors to adopt their own...  View Details
      Keywords: Platform Competition; Multi-homing; Information Transparency; Daily Deals; Groupon; LivingSocial; Digital Platforms; Information; Competition
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      Li, Hui, and Feng Zhu. "Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market." Management Science 67, no. 7 (July 2021): 4384–4407.
      • February 2021
      • Supplement

      Customer Lifetime Social Value (CLSV)

      By: Elie Ofek, Barak Libai and Eitan Muller
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Lifetime Social Value (CLSV)." Harvard Business School PowerPoint Supplement 521-716, February 2021.
      • February 2021
      • Teaching Note

      Customer Lifetime Social Value (CLSV)

      By: Elie Ofek, Barak Libai and Eitan Muller
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Lifetime Social Value (CLSV)." Harvard Business School Teaching Note 521-081, February 2021.
      • February 2021 (Revised February 2021)
      • Background Note

      eGrocery and the Role of Data for CPG Firms

      By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin
      This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)."  View Details
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Optimization; Analytics and Data Science; Analysis; Customer Value and Value Chain; Marketing Channels; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, Fedor (Ted) Lisitsyn, and Mark A. Irwin. "eGrocery and the Role of Data for CPG Firms." Harvard Business School Background Note 521-077, February 2021. (Revised February 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; 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.
      • January 2021 (Revised March 2021)
      • Supplement

      E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

      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; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Grocery Delivery; Margins; Retention; Analytics and Data Science; Analysis; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 521-714, January 2021. (Revised March 2021.)
      • January 2021 (Revised March 2021)
      • Exercise

      E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

      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; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Grocery Delivery; Margins; Analytics and Data Science; Retention; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Exercise 521-080, January 2021. (Revised March 2021.)
      • 2020
      • Working Paper

      Determinants of Early-Stage Startup Performance: Survey Results

      By: Thomas R. Eisenmann
      To explore determinants of new venture performance, the CEOs of 470 early-stage startups were surveyed regarding a broad range of factors related to their venture’s customer value proposition, product management, marketing, technology and operations, financial...  View Details
      Keywords: Startups; Survey Research; Performance Analysis; Entrepreneurship; Performance; Analysis; Business Startups; Failure; Surveys
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      Eisenmann, Thomas R. "Determinants of Early-Stage Startup Performance: Survey Results." Harvard Business School Working Paper, No. 21-057, October 2020.
      • June 2020
      • Background Note

      Customer Management Dynamics and Cohort Analysis

      By: Elie Ofek, Barak Libai and Eitan Muller
      The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s...  View Details
      Keywords: Cohort Analysis; Customers; Analytics and Data Science; Segmentation; Analysis; Customer Value and Value Chain
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Management Dynamics and Cohort Analysis." Harvard Business School Background Note 520-122, June 2020.
      • April 2020 (Revised July 2021)
      • Technical Note

      Quantitative Analysis in Marketing

      By: Sunil Gupta
      Marketing is a combination of art and science that requires both qualitative and quantitative analysis to arrive at effective decisions. This note highlights how quantitative analysis can help in the following marketing decisions: estimating market size, determining...  View Details
      Keywords: Quantitative Analysis; Marketing; Decision Making; Analysis
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      Gupta, Sunil. "Quantitative Analysis in Marketing." Harvard Business School Technical Note 520-091, April 2020. (Revised July 2021.)
      • January 2020
      • Case

      Banorte Móvil: Data-Driven Mobile Growth

      By: Ayelet Israeli, Carla Larangeira and Mariana Cal
      In mid-2019, Carlos Hank was deliberating over the results for Banorte Móvil—the mobile application for Banorte, Mexico’s most profitable and second-largest financial institution. Hank, who had been appointed as Banorte´s Chairman of the Board in January 2015, had...  View Details
      Keywords: Data Analytics; Customer Lifetime Value; Financial Institutions; Mobile and Wireless Technology; Growth and Development Strategy; Customers; Technology Adoption; Communication Strategy; Banking Industry; Mexico; Latin America
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      Israeli, Ayelet, Carla Larangeira, and Mariana Cal. "Banorte Móvil: Data-Driven Mobile Growth." Harvard Business School Case 520-068, January 2020.
      • 2019
      • Working Paper

      Information Transparency, Multi-Homing, and Platform Competition: A Natural Experiment in the Daily Deals Market

      By: Hui Li and Feng Zhu
      Many platforms today make a great deal of performance information about their complementors, such as their ratings and past sales, transparent to attract consumers and facilitate matching. Such information transparency, however, can increase multi-homing (i.e.,...  View Details
      Keywords: Platform Competition; Multi-homing; Information Transparency; Daily Deals; Groupon; LivingSocial; Digital Platforms; Information; Competition
      Citation
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      Li, Hui, and Feng Zhu. "Information Transparency, Multi-Homing, and Platform Competition: A Natural Experiment in the Daily Deals Market." Harvard Business School Working Paper, No. 20-065, November 2019.
      • February 2019 (Revised December 2019)
      • Case

      ThirdLove

      By: Jeffrey F. Rayport and Matthew G. Preble
      Keywords: Cohort Behavior; Customer Acquisition Cost (CAC); Lifetime Value (LTV)
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      Rayport, Jeffrey F., and Matthew G. Preble. "ThirdLove." Harvard Business School Case 819-061, February 2019. (Revised December 2019.)
      • 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; E-commerce; 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
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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 December 2020)
      • 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; E-commerce; 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; Health Industry; Consumer Products Industry; United States; North America; Europe
      Citation
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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 December 2020.)
      • March 2018
      • Teaching Note

      Augmedix

      By: Frank V. Cespedes
      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
      Keywords: Entrepreneurship; Sales; Management; Marketing Strategy; Growth and Development Strategy; Technology Adoption; Customers; Segmentation; Health Industry; Technology Industry; United States
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      Cespedes, Frank V. "Augmedix." Harvard Business School Teaching Note 818-117, March 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
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Lifetime Social Value (CLSV)." Harvard Business School Background Note 518-077, January 2018. (Revised January 2021.)
      • 2018
      • Chapter

      Why Do So Many Chinese Students Come to the United States?

      By: William C. Kirby
      Many books offer information about China, but few make sense of what is truly at stake. The questions addressed in this unique volume provide a window onto the challenges China faces today and the uncertainties its meteoric ascent on the global horizon has provoked....  View Details
      Keywords: Asia; China; Emerging Country; Students; Education; Higher Education; Globalization; International Relations; History; Society; Education Industry; Asia; China; United States
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      Kirby, William C. "Why Do So Many Chinese Students Come to the United States?" Chap. 27 in The China Questions: Critical Insights into a Rising Power, edited by Jennifer Rudolph and Michael Szonyi, 219–230. Cambridge, MA: Harvard University Press, 2018.
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