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      • 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.
      • September 2021 (Revised March 2024)
      • Case

      Tesla in 2023: 'Electrified' Competition

      By: Eric Van den Steen, Ramon Casadesus-Masanell and Karen Elterman
      Over its 17 years in existence, Tesla had redefined people’s view of electric cars, and in 2020, the company saw its stock rise by more than 700% to became the most valuable carmaker in the world. In December 2020, Tesla celebrated its fifth consecutive quarter of... View Details
      Keywords: Barrier To Entry; Competitive Advantage; Innovation; Tesla; Automotive Industry; Sustainable Competitive Advantage; Values; Vision; Learning By Doing; Economies Of Scale; Electric Vehicle; Scenario Planning; Batteries; Competitive Strategy; Product Positioning; Profit; Competition; Industry Growth; Auto Industry
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      Van den Steen, Eric, Ramon Casadesus-Masanell, and Karen Elterman. "Tesla in 2023: 'Electrified' Competition." Harvard Business School Case 722-375, September 2021. (Revised March 2024.)
      • September 2021 (Revised March 2022)
      • Case

      Katie Couric Media: Landing the First Client

      By: N. Louis Shipley and William R. Kerr
      In May 2018, celebrated journalist Katie Couric and her husband, John Molner, had recently launched a full-service media firm called Katie Couric Media (KCM). Couric treasured the opportunity to address important social issues like gender equality, environmental... View Details
      Keywords: Customer Acquisition; Subscription Model; Entrepreneurship; Business Startups; Media; Customers; Acquisition; Social Issues; Brands and Branding; Media and Broadcasting Industry
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      Shipley, N. Louis, and William R. Kerr. "Katie Couric Media: Landing the First Client." Harvard Business School Case 822-011, September 2021. (Revised March 2022.)
      • September 2021 (Revised December 2021)
      • Case

      Telepass: From Tolling to Mobility Platform

      By: Chiara Farronato, Stefano Denicolai and Sarah Mehta
      Telepass, until very recently the sole processor of electronic toll payments on Italy’s highways, has ambitions beyond tolling. Since the mid-2010s, the company has been expanding into adjacent services. In 2017, Telepass launched TelepassPay—a mobile payment... View Details
      Keywords: Mobile Payment; App; Mobility Services; Analysis; Change; Change Management; Transformation; Transition; Innovation and Invention; Strategy; Information Technology; Mobile and Wireless Technology; Transportation; Transportation Networks; Value; Value Creation; Consumer Behavior; Technology Industry; Transportation Industry; Insurance Industry; Europe; Italy; Milan
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      Farronato, Chiara, Stefano Denicolai, and Sarah Mehta. "Telepass: From Tolling to Mobility Platform." Harvard Business School Case 622-011, September 2021. (Revised December 2021.)
      • 2021
      • Working Paper

      Saving for a Dry Day: Coal, Dams, and the Energy Transition

      By: Michele Fioretti and Jorge Tamayo
      Renewable generation creates a tradeoff between current and future energy production as generators produce energy by releasing previously stored resources. Studying the Colombian market, we find that diversified firms strategically substitute fossil fuels for... View Details
      Keywords: Energy Generation; Renewable Energy; Production; Green Technology Industry; Energy Industry; Colombia
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      Fioretti, Michele, and Jorge Tamayo. "Saving for a Dry Day: Coal, Dams, and the Energy Transition." Harvard Business School Working Paper, No. 22-016, August 2021.
      • Article

      Targeting Weather Insurance Markets

      By: Anita Mukherjee, Shawn Cole and Jeremy Tobacman
      The suitability of insurance products often depends greatly on individual circumstances. This paper examines the challenges of heterogeneity in a relatively new product, weather‐indexed insurance. This index insurance product has been launched in over a dozen... View Details
      Keywords: Index Insurance; Labor Markets; Self-insurance; Self-protection; Weather; Insurance; Markets; Household; Risk Management
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      Mukherjee, Anita, Shawn Cole, and Jeremy Tobacman. "Targeting Weather Insurance Markets." Journal of Risk and Insurance 88, no. 3 (September 2021): 757–784.
      • August 2021 (Revised March 2022)
      • Case

      Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

      By: Jill Avery and Rayan Nahas
      Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details
      Keywords: Brand Management; Virtual Reality; Augmented Reality; B2B; Technology Platform; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Digital Marketing; Internet and the Web; Growth Management; Customer Relationship Management; Customer Value and Value Chain; Social Media; E-commerce; Applications and Software; Digital Platforms; Advertising Industry; United States
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      Avery, Jill, and Rayan Nahas. "Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences." Harvard Business School Case 522-002, August 2021. (Revised March 2022.)
      • August 2021
      • Supplement

      Coats: Supply Chain Challenges: Spreadsheet Supplement

      By: Willy C. Shih
      Coats, the largest thread maker in the world, transformed its business to digital colour measurement so that it could respond better to customer demand in the garment industry for rapid product cycles and more fragmented colour choices. Its embrace of digital colour... View Details
      Keywords: Inventory Management; Supply Chain; Inventory; Supply Chain Management; Operations; Growth and Development Strategy; Forecasting and Prediction; Demand and Consumers; Consolidation; Apparel and Accessories Industry; Asia
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      Shih, Willy C. "Coats: Supply Chain Challenges: Spreadsheet Supplement." Harvard Business School Spreadsheet Supplement 622-702, August 2021.
      • 2025
      • Working Paper

      How Do Households Suppress the Price of Tail Risk?

      By: Laurent Calvet, Claire Célérier, Gordon Liao and Boris Vallée
      This paper investigates the effects of the issuance of retail products with non-linear payoffs on option prices. For a given underlying asset, when the outstanding volume of products embedding a short-put position increases, implied volatility at the corresponding... View Details
      Keywords: Security Design; Dividend; Options; Structured Products; Market Segmentation; Financial Instruments; Design; Volatility; Markets; Segmentation
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      Calvet, Laurent, Claire Célérier, Gordon Liao, and Boris Vallée. "How Do Households Suppress the Price of Tail Risk?" Working Paper, 2025.
      • July 2021 (Revised February 2022)
      • Case

      Mary Kay Inc.: Enriching Women's Lives while Embracing Change

      By: Elie Ofek, K. Shelette Stewart and Julia Kelley
      In December 2020, Mary Kay Inc. Chief Marketing Officer Sheryl Adkins-Green considered several strategic dilemmas. Founded in 1963 by Mary Kay Ash, Mary Kay was a direct sales company whose Independent Beauty Consultants purchased its beauty and cosmetics products at... View Details
      Keywords: Advertising Campaigns; Demographics; Marketing; Brands and Branding; Marketing Channels; Marketing Communications; Marketing Strategy; Product Marketing; Product Positioning; Social Marketing; Salesforce Management; Organizations; Mission and Purpose; Organizational Change and Adaptation; Innovation and Invention; Innovation Strategy; Competition; Competitive Strategy; Competitive Advantage; Beauty and Cosmetics Industry; North and Central America; United States; Europe; Asia; Texas
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      Ofek, Elie, K. Shelette Stewart, and Julia Kelley. "Mary Kay Inc.: Enriching Women's Lives while Embracing Change." Harvard Business School Case 522-004, July 2021. (Revised February 2022.)
      • 2021
      • Book

      The Power of Trust: How Companies Build It, Lose It, Regain It

      By: Sandra J. Sucher and Shalene Gupta
      Trust is the most powerful force underlying the success of every business. Yet it can be shattered in an instant, with a devastating impact on a company’s market cap and reputation. How to build and sustain trust requires fresh insight into why customers, employees,... View Details
      Keywords: Power; Corporate Culture; Future Of Work; Innovation; Technology Strategy; Automation; Stakeholder Engagement; Employee Attitude; Customer Behavior; Shareholder Value; Government And Business; Impact Investing; Corporate Change And Sustainability; Trust; Power and Influence; Globalization; Leadership; Organizational Culture; Innovation and Invention; Human Resources; Information Technology; Strategy; Corporate Accountability; Asia; Europe; South America; Middle East; North and Central America
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      Sucher, Sandra J., and Shalene Gupta. The Power of Trust: How Companies Build It, Lose It, Regain It. New York: PublicAffairs, 2021.
      • July 2021 (Revised October 2021)
      • Case

      Allianz Customer Centricity: Is Simplicity the Way Forward?

      By: Eva Ascarza and Emilie Billaud
      This case explores the tradeoffs between product personalization and simplicity as companies grow. The case presents an opportunity to understand whether and how each of these approaches enables and/or limits companies’ abilities to provide customer satisfaction while... View Details
      Keywords: Simplicity; Customer Focus and Relationships; Customization and Personalization; Customer Satisfaction; Performance Efficiency; Strategy; Insurance Industry; Europe; Germany
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      Ascarza, Eva, and Emilie Billaud. "Allianz Customer Centricity: Is Simplicity the Way Forward?" Harvard Business School Case 522-008, July 2021. (Revised October 2021.)
      • Summer 2021
      • Article

      Platform Leadership and Supply Chains: Intel, Centrino, and the Restructuring of Wi-Fi Supply

      By: Roberto Fontana and Shane Greenstein
      In this paper we examine Intel’s launch of Centrino and interpret it as platform leaders attempt to restructure a supply chain. We provide a narrative of key actions and how they coordinated changes and offer a framework of the predictable consequences for... View Details
      Keywords: Mobile and Wireless Technology; Product Launch; Supply Chain; Restructuring; Framework
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      Fontana, Roberto, and Shane Greenstein. "Platform Leadership and Supply Chains: Intel, Centrino, and the Restructuring of Wi-Fi Supply." Journal of Economics & Management Strategy 30, no. 2 (Summer 2021): 259–286.
      • 2021
      • Working Paper

      Accounting for Product Impact in the Oil and Gas Industry

      By: Katie Panella, George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the oil and gas industry. We design a monetization methodology that allows us to calculate monetary product impact estimates of... View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Oil; Oil & Gas; Oil And Gas; IWAI; Impact-Weighted Accounts; Product Design; Product Positioning; Society; Environmental Sustainability; Corporate Social Responsibility and Impact; Product
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      Panella, Katie, George Serafeim, and Katie Trinh. "Accounting for Product Impact in the Oil and Gas Industry." Harvard Business School Working Paper, No. 21-140, June 2021.
      • 2021
      • Working Paper

      Accounting for Product Impact in the Pharmaceuticals Industry

      By: Amanda Rischbieth, George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the pharmaceuticals industry. We design a monetization methodology that allows us to calculate monetary impact estimates of accessible... View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Pharmaceutical Companies; Pharmaceuticals; IWAI; Product Design; Product Positioning; Society; Environmental Sustainability; Corporate Social Responsibility and Impact; Product; Safety; Pharmaceutical Industry
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      Rischbieth, Amanda, George Serafeim, and Katie Trinh. "Accounting for Product Impact in the Pharmaceuticals Industry." Harvard Business School Working Paper, No. 21-139, June 2021.
      • 2021
      • Working Paper

      Accounting for Product Impact in the Interactive Media and Services Industry

      By: DG Park, George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the interactive media and services industry. We design a monetization methodology that allows us to calculate monetary impact... View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Product Design; Product Positioning; Society; Product; Environmental Sustainability; Measurement and Metrics; Framework; Corporate Social Responsibility and Impact; Social Media; Technology Industry
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      Park, DG, George Serafeim, and Katie Trinh. "Accounting for Product Impact in the Interactive Media and Services Industry." Harvard Business School Working Paper, No. 21-134, June 2021.
      • June 2021
      • Teaching Note

      Wolfgang Puck: Setting the Table for the Future

      By: Boris Groysberg and Robin Abrahams
      Teaching Note for HBS Case No. 419-001. View Details
      Keywords: Brands and Branding; Growth and Development; Management Systems; Business Processes; Leadership; Transition; Consumer Products Industry; Consumer Products Industry
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      Groysberg, Boris, and Robin Abrahams. "Wolfgang Puck: Setting the Table for the Future." Harvard Business School Teaching Note 421-100, June 2021.
      • June 2021
      • Case

      Reversing Course on a Reverse E-Auction (A)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (A)." Harvard Business School Case 921-051, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (B)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (B)." Harvard Business School Supplement 921-052, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (C)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (C)." Harvard Business School Supplement 921-053, June 2021.
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