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    • All HBS Web  (1,673)
      • Faculty Publications  (291)

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      • 2022
      • Working Paper

      Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments

      By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
      We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s... View Details
      Keywords: Consumer Choice; Consumer Behavior; Competition; Product Marketing
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      Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
      • May 2022
      • Case

      Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign

      By: Tomomichi Amano, Elie Ofek, Mengjie Cheng and Amy Klopfenstein
      This case provides an overview of “Franz for Life,” an advertising campaign that independent advertising agency Mekanism created and executed to revitalize the brand image of Franzia, a low-cost boxed wine. For several years, Franzia’s popularity declined among... View Details
      Keywords: Marketing; Brands and Branding; Marketing Strategy; Digital Marketing; Social Marketing; Marketing Communications; Product Positioning; Food and Beverage Industry; Advertising Industry; United States
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      Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign." Harvard Business School Case 522-055, May 2022.
      • May 2022
      • Supplement

      Thinking Outside the Wine Box (B): Mekanism and the Franz for Life Campaign

      By: Tomomichi Amano, Elie Ofek, Mengjie Cheng and Amy Klopfenstein
      This case reveals the events that took place after the conclusion of the case “Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign.” After reviewing Mekanism’s pitches for the Franz for Life 2.0 campaign, TWG executives felt that the proposed... View Details
      Keywords: Marketing; Brands and Branding; Marketing Strategy; Digital Marketing; Social Marketing; Marketing Communications; Product Positioning; Advertising; Communication Strategy; Advertising Campaigns; Social Media; Food and Beverage Industry; Advertising Industry; United States
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      Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (B): Mekanism and the Franz for Life Campaign." Harvard Business School Supplement 522-059, May 2022.
      • May 2022
      • Supplement

      Thinking Outside the Wine Box (C): Mekanism and the Franz for Life Campaign

      By: Tomomichi Amano, Elie Ofek, Mengjie Cheng and Amy Klopfenstein
      This case reveals the events that took place after the conclusion of the cases “Thinking Outside the Wine Box (A-B): Mekanism and the Franz for Life Campaign.” After selecting a creative direction for the Franz for Life 2.0 campaign, independent advertising agency... View Details
      Keywords: Marketing; Brands and Branding; Marketing Strategy; Digital Marketing; Social Marketing; Marketing Communications; Product Positioning; Advertising; Communication Strategy; Advertising Campaigns; Social Media; Food and Beverage Industry; Advertising Industry; United States
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      Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (C): Mekanism and the Franz for Life Campaign." Harvard Business School Supplement 522-068, May 2022.
      • 2022
      • Chapter

      Lessons Learned from Support to Business during COVID-19

      By: Gabriel Chodorow-Reich, Benjamin Iverson and Adi Sunderam
      The authors survey the new federal subsidies and loans provided to businesses in the first year of the pandemic—including the Paycheck Protection Program (PPP), the Economic Injury Disaster Loan (EIDL) program, and aid targeted at specific industries such as airlines... View Details
      Keywords: COVID-19 Pandemic; Small Business; Government Legislation; Policy
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      Chodorow-Reich, Gabriel, Benjamin Iverson, and Adi Sunderam. "Lessons Learned from Support to Business during COVID-19." Chap. 4 in Recession Remedies: Lessons Learned from the U.S. Economic Policy Response to COVID-19, edited by Wendy Edelberg, Louise Sheiner, and David Wessel, 123–162. Brookings Institution Press, 2022.
      • March 2022 (Revised July 2022)
      • Teaching Note

      Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

      By: Jill Avery
      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; E-commerce; 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; Applications and Software; Digital Platforms; Advertising Industry; United States
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      Avery, Jill. "Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences." Harvard Business School Teaching Note 522-065, March 2022. (Revised July 2022.)
      • 2022
      • Working Paper

      Stock Market Stimulus

      By: Robin Greenwood, Toomas Laarits and Jeffrey Wurgler
      We study the stock market effects of the arrival of the three rounds of “stimulus checks” to U.S. taxpayers and the single round of direct payments to Hong Kong citizens. The first two rounds of U.S. checks appear to have increased retail buying and share prices of... View Details
      Keywords: Stock Market; COVID-19 Pandemic; Fiscal Stimulus; Stimulus Payments; Impact; Stocks; System Shocks; Price; Spending; United States; Hong Kong; China
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      Greenwood, Robin, Toomas Laarits, and Jeffrey Wurgler. "Stock Market Stimulus." NBER Working Paper Series, No. 29827, March 2022. (Revised November 2022.)
      • March 2022
      • Article

      Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models

      By: Fiammetta Menchetti and Iavor Bojinov
      Researchers regularly use synthetic control methods for estimating causal effects when a sub-set of units receive a single persistent treatment, and the rest are unaffected by the change. In many applications, however, units not assigned to treatment are nevertheless... View Details
      Keywords: Causal Inference; Partial Interference; Synthetic Controls; Bayesian Structural Time Series; Mathematical Methods
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      Menchetti, Fiammetta, and Iavor Bojinov. "Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models." Annals of Applied Statistics 16, no. 1 (March 2022): 414–435.
      • 2022
      • White Paper

      Building from the Bottom Up: What Business Can Do to Strengthen the Bottom Line by Investing in Front-line Workers

      By: Joseph B. Fuller and Manjari Raman
      A significant number of American workers—44%—are employed in low wage jobs at the front line of industries. Despite undertaking some of the most tedious, dirtiest, and most dangerous jobs, low-wage workers are—and have long been—the most likely to be overlooked by... View Details
      Keywords: COVID-19; Labor Market; Low-wage Workers; Worker Welfare; Churn/retention; Morale; Jobs and Positions; Employees; Wages; Retention; Well-being; Human Resources
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      Fuller, Joseph B., and Manjari Raman. "Building from the Bottom Up: What Business Can Do to Strengthen the Bottom Line by Investing in Front-line Workers." White Paper, Harvard Business School, January 2022.
      • November 2021 (Revised April 2022)
      • Case

      EbonyLife Media (A)

      By: Andy Wu, Feng Zhu, Pippa Tubman Armerding and Wale Lawal
      Founded by Mosunmola “Mo” Abudu in 2012 with a mission to bring high-quality African stories to the world, EbonyLife was the company behind many of Nigeria’s biggest films and TV shows. The company began as a television channel on the Africa-wide direct broadcast... View Details
      Keywords: Entrepreneurship; Mission and Purpose; Growth and Development Strategy; Digital Platforms; Consumer Behavior; Media and Broadcasting Industry; Nigeria; Africa
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      Wu, Andy, Feng Zhu, Pippa Tubman Armerding, and Wale Lawal. "EbonyLife Media (A)." Harvard Business School Case 722-372, November 2021. (Revised April 2022.)
      • October 2021 (Revised September 2022)
      • Case

      GoPro: Becoming a Subscription Hero

      By: Elie Ofek, Marco Bertini and Nicole Tempest Keller
      In 2021, Nick Woodman, founder and CEO of GoPro, was reviewing the company’s subscription offering, considering whether to extend it beyond benefits that were directly related to the company’s iconic camera. Founded in 2002, GoPro had gained renown for its innovative... View Details
      Keywords: Subscription Model; Pricing; Lifestyle Brands; Value Proposition; Business Model; Growth and Development Strategy; Marketing Strategy; Consumer Products Industry; California
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      Ofek, Elie, Marco Bertini, and Nicole Tempest Keller. "GoPro: Becoming a Subscription Hero." Harvard Business School Case 522-022, October 2021. (Revised September 2022.)
      • October 19, 2021
      • Article

      The Facebook Trap

      By: Andy Wu
      Facebook has a clear mission: Connect everyone in the world. Clarity is good, but in Facebook’s case, it has also put the company in a bind because the mission—and the company’s vision for creating value through network effects—has also become the source of its biggest... View Details
      Keywords: Business And Society; Mission and Purpose; Network Effects; Value Creation; Corporate Accountability; Strategy
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      Wu, Andy. "The Facebook Trap." Harvard Business Review Digital Articles (October 19, 2021).
      • August 2021
      • Case

      Mylestone: Can Multiple Pivots Preserve the Life of a Death Tech Startup?

      By: Shikhar Ghosh and Marilyn Morgan Westner
      Dave Balter and Jim Myers co-founded Mylestone, a death tech startup that applied technology to transform how grieving people memorialize the dead. The startup addressed a cultural problem and promised to solve a pressing need in the antiquated, multi-billion dollar... View Details
      Keywords: Pivot; Startup; Business Model; Cryptocurrency; Ethical Decision Making; Emotions; Growth and Development Strategy; Ethics; Market Entry and Exit; Customer Relationship Management; Loss; Change Management; Relationships
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      Ghosh, Shikhar, and Marilyn Morgan Westner. "Mylestone: Can Multiple Pivots Preserve the Life of a Death Tech Startup?" Harvard Business School Case 822-018, August 2021.
      • 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.)
      • 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.)
      • June 2021
      • Case

      Mobileye 2021: Robotaxi and/or Consumer AV?

      By: David B. Yoffie, Danielle Golan and Nicole Tempest Keller
      In March 2021, Amnon Shashua, co-founder and CEO of Israel-based Mobileye, was preparing to meet with Intel’s new CEO, Pat Gelsinger, to review plans for the future. Mobileye had been acquired by California-based Intel in 2017, but still operated independently.... View Details
      Keywords: Technology Companies; Robotics; Autonomous Vehicles; Strategy; Decision Making; Transportation; Technological Innovation; Technology Industry; Auto Industry; Transportation Industry; Israel
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      Yoffie, David B., Danielle Golan, and Nicole Tempest Keller. "Mobileye 2021: Robotaxi and/or Consumer AV?" Harvard Business School Case 721-481, June 2021.
      • 2021
      • Working Paper

      Equilibrium Effects of Pay Transparency

      By: Zoë B. Cullen and Bobak Pakzad-Hurson
      The public discourse around pay transparency has focused on the direct effect: how workers seek to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting and hiring practices of the firm respond in equilibrium has received... View Details
      Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Negotiation; Corporate Disclosure; Compensation and Benefits; Gender
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      Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." Working Paper, June 2021. (Econometrica, Vol 91, No. 3 (May, 2023), 765-802.)
      • July–August 2021
      • Article

      Why You Aren't Getting More from Your Marketing AI

      By: Eva Ascarza, Michael Ross and Bruce G.S. Hardie
      Fewer than 40% of companies that invest in AI see gains from it, usually because of one or more of these errors: (1) They don’t ask the right question, and end up directing AI to solve the wrong problem. (2) They don’t recognize the differences between the value of... View Details
      Keywords: Artificial Intelligence; Marketing; Decision Making; Communication; Framework; AI and Machine Learning
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      Ascarza, Eva, Michael Ross, and Bruce G.S. Hardie. "Why You Aren't Getting More from Your Marketing AI." Harvard Business Review 99, no. 4 (July–August 2021): 48–54.
      • May 2021 (Revised August 2021)
      • Case

      Melissa Wood Health: How to Win in the Creator Economy

      By: Eva Ascarza
      In October 2020, Melissa Wood-Tepperberg, founder of the digital subscription wellness platform Melissa Wood Health (MWH) and creator of ‘The MWH Method,’ was evaluating the strategic directions of her company. What had started as a way to share workouts and wellness... View Details
      Keywords: Lifestyle Brand; Brands and Branding; Strategy; Partners and Partnerships; Negotiation
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      Ascarza, Eva. "Melissa Wood Health: How to Win in the Creator Economy." Harvard Business School Case 521-086, May 2021. (Revised August 2021.)
      • March 2021 (Revised March 2024)
      • Case

      M-KOPA: Empowering Lives

      By: V. Kasturi Rangan, Wale Lawal and Pippa Tubman Armerding
      The Pay As You Go solar power company in East Africa had sales of $71 million in 2019. It wished to grow to $300 million by 2025. M-KOPA, founded by three entrepreneurs in 2011, had grown nicely in Kenya and Uganda to reach nearly 750,000 households with an innovative... View Details
      Keywords: Mobile Payment; Go-to-market Strategy; Business At The Base Of The Pyramid; Business Growth; Social Entrepreneurship; Renewable Energy; Business Model; Growth and Development Strategy; Expansion; Marketing Strategy; Developing Countries and Economies; Kenya; Uganda; Nigeria
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      Rangan, V. Kasturi, Wale Lawal, and Pippa Tubman Armerding. "M-KOPA: Empowering Lives." Harvard Business School Case 521-085, March 2021. (Revised March 2024.)
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