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      • September 2020 (Revised June 2023)
      • Exercise

      Artea: Designing Targeting Strategies

      By: Eva Ascarza and Ayelet Israeli
      This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details
      Keywords: Algorithmic Data; Race And Ethnicity; Experimentation; Promotion; "Marketing Analytics"; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analytics; Data Analysis; E-Commerce Strategy; Discrimination; Targeted Advertising; Targeted Policies; Targeting; Pricing Algorithms; A/B Testing; Ethical Decision Making; Customer Base Analysis; Customer Heterogeneity; Coupons; Algorithmic Bias; Marketing; Race; Gender; Diversity; Customer Relationship Management; Marketing Communications; Advertising; Decision Making; Ethics; E-commerce; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
      • September 2020 (Revised June 2023)
      • Supplement

      Spreadsheet Supplement to Artea Teaching Note

      By: Eva Ascarza and Ayelet Israeli
      Spreadsheet Supplement to Artea Teaching Note 521-041. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and... View Details
      Keywords: Targeted Advertising; Algorithmic Data; Bias; Advertising; Race; Gender; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Spreadsheet Supplement to Artea Teaching Note." Harvard Business School Spreadsheet Supplement 521-705, September 2020. (Revised June 2023.)
      • September 2020 (Revised May 2024)
      • Case

      Hot Wheels: Launching The Mixed Play Experience

      By: Elie Ofek, Andres Terech and Nicole Tempest Keller
      Chris Down, Global Brand General Manager for Hot Wheels, and his team from the Advanced Play Group within Mattel, Inc., had developed an entirely new “mixed play” product experience that blended familiar Hot Wheels play in the physical world with breakthrough play in... View Details
      Keywords: Toys; Go-to-market Strategy; Product Development; Technological Innovation; Product Launch; Product Positioning; Decision Making; Marketing; Strategy; Los Angeles
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      Ofek, Elie, Andres Terech, and Nicole Tempest Keller. "Hot Wheels: Launching The Mixed Play Experience." Harvard Business School Case 521-017, September 2020. (Revised May 2024.)
      • 2020
      • Chapter

      Climate Change Is Going to Transform Where and How We Build

      By: John D. Macomber
      As fires, floods, and droughts increasingly threaten homes, businesses, and other institutions, climate risk has become financial risk. This implies that homeowners and investors have been making location decisions without properly pricing the cost of potential peril,... View Details
      Keywords: Climate Change; Housing; Mortgages; Geographic Location; Real Estate Industry
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      Macomber, John D. "Climate Change Is Going to Transform Where and How We Build." In Climate Change: The Insights You Need from Harvard Business Review. Vol. 12. HBR Insights Series. Boston, MA: Harvard Business Review Press, 2020.
      • September 2020 (Revised December 2020)
      • Case

      Hot Wheels at Mattel: Reinventing the Wheel

      By: Elie Ofek, Andres Terech and Nicole Tempest Keller
      In 2017, Chris Down, Global Brand General Manager for Hot Wheels, and his team from the Advanced Play Group within Mattel, Inc., were considering which innovation path to pursue in order to "future proof" the Hot Wheels franchise going forward. Hot Wheels was the... View Details
      Keywords: Toys; Industry Evolution; Innovation Strategy; Product Development; Growth and Development Strategy; Technological Innovation; Organizational Change and Adaptation; Decision Making; Digital Transformation
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      Ofek, Elie, Andres Terech, and Nicole Tempest Keller. "Hot Wheels at Mattel: Reinventing the Wheel." Harvard Business School Case 521-015, September 2020. (Revised December 2020.)
      • September 2020
      • Case

      True North: Pioneering Analytics, Algorithms and Artificial Intelligence

      By: Karim R. Lakhani, Kairavi Dey and Hannah Mayer
      True North was a private equity fund that specialized in the growth and buyout of mid-market, India-centric companies. The leadership team initially believed that technology was not core to traditional businesses and steered clear of new age technology-oriented... View Details
      Keywords: Artificial Intelligence; Information Technology; Management; Operations; Organizations; Leadership; Innovation and Invention; Business Model; AI and Machine Learning; Computer Industry; Technology Industry
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      Lakhani, Karim R., Kairavi Dey, and Hannah Mayer. "True North: Pioneering Analytics, Algorithms and Artificial Intelligence." Harvard Business School Case 621-042, September 2020.
      • September 2020 (Revised March 2022)
      • Case

      JOANN: Joannalytics Inventory Allocation Tool

      By: Kris Ferreira and Srikanth Jagabathula
      Michael Joyce, Vice President of Inventory Management at JOANN, championed an effort to develop and implement an inventory allocation analytics tool that used advanced analytics to predict in-season demand of seasonal items for each of JOANN’s nearly 900 stores and... View Details
      Keywords: Analytics; Machine Learning; Optimization; Inventory Management; Mathematical Methods; Decision Making; Operations; Supply Chain Management; Resource Allocation; Distribution; Technology Adoption; Applications and Software; Change Management; Fashion Industry; Consumer Products Industry; Retail Industry; United States; Ohio
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      Ferreira, Kris, and Srikanth Jagabathula. "JOANN: Joannalytics Inventory Allocation Tool." Harvard Business School Case 621-055, September 2020. (Revised March 2022.)
      • September 2020
      • Case

      Summit Partners: Independent Vetcare

      By: Victoria Ivashina and Terrence Shu
      This case follows Summit Partners, a leading growth equity firm, as it evaluates an investment opportunity in IVC, a veterinary care group in the U.K. market. The case allows students to articulate and evaluate the investment thesis of this transaction. Additionally,... View Details
      Keywords: Growth Equity; Investment Evaluation; Private Equity; Investment; Decision Making; Valuation
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      Ivashina, Victoria, and Terrence Shu. "Summit Partners: Independent Vetcare." Harvard Business School Case 221-024, September 2020.
      • September 2020
      • Case

      Drinkworks: Home Bar by Keurig

      By: Sunil Gupta, Jonathan Levav and Julia Kelley
      In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an... View Details
      Keywords: Marketing; Marketing Strategy; Product Marketing; Product Launch; Product Positioning; Markets; Bids and Bidding; Demand and Consumers; Consumer Behavior; Market Design; Distribution; Distribution Channels; Product; Product Design; Product Development; Business Model; Customers; Customer Value and Value Chain; Decision Making; Decisions; Goods and Commodities; Innovation and Invention; Technological Innovation; Business or Company Management; Growth and Development Strategy; Research; Research and Development; Strategy; Adoption; Competitive Advantage; Segmentation; Information Technology; Information Infrastructure; Value; Value Creation; Food and Beverage Industry; Consumer Products Industry; North and Central America; United States
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      Gupta, Sunil, Jonathan Levav, and Julia Kelley. "Drinkworks: Home Bar by Keurig." Harvard Business School Case 521-010, September 2020.
      • September 2020
      • Article

      Analyst Forecast Bundling

      By: Michael Drake, Peter Joos, Joseph Pacelli and Brady Twedt
      Changing economic conditions over the past two decades have created incentives for sell-side analysts to both provide their institutional clients tiered services and to streamline their written research process. One manifestation of these changes is an increased... View Details
      Keywords: Analysts; Earnings Forecasts; Forecast Accuracy; Forecast Bundling; Business Earnings; Forecasting and Prediction
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      Drake, Michael, Peter Joos, Joseph Pacelli, and Brady Twedt. "Analyst Forecast Bundling." Management Science 66, no. 9 (September 2020): 4024–4046.
      • 2020
      • Book

      Better, Not Perfect: A Realist's Guide to Maximum Sustainable Goodness

      By: Max Bazerman
      Every day, you make hundreds of decisions. They’re largely personal, but these choices have an ethical twinge as well; they value certain principles and ends over others. Bazerman argues that we can better balance both dimensions—and we needn’t seek perfection to make... View Details
      Keywords: Decision Making; Moral Sensibility; Ethics; Corporate Social Responsibility and Impact
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      Bazerman, Max. Better, Not Perfect: A Realist's Guide to Maximum Sustainable Goodness. New York: Harper Business, 2020.
      • Article

      Doubting Driverless Dilemmas

      By: Julian De Freitas, Sam E. Anthony, Andrea Censi and George A. Alvarez
      The alarm has been raised on so-called driverless dilemmas, in which autonomous vehicles will need to make high-stakes ethical decisions on the road. We argue that these arguments are too contrived to be of practical use, are an inappropriate method for making... View Details
      Keywords: Moral Judgment; Autonomous Vehicles; Driverless Policy; Transportation; Ethics; Judgments; Policy
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      De Freitas, Julian, Sam E. Anthony, Andrea Censi, and George A. Alvarez. "Doubting Driverless Dilemmas." Perspectives on Psychological Science 15, no. 5 (September 2020): 1284–1288.
      • 2020
      • Working Paper

      Venture Capitalists and COVID-19

      By: Paul A. Gompers, Will Gornall, Steven N. Kaplan and Ilya A. Strebulaev
      We survey over 1,000 institutional and corporate venture capitalists (VCs) at more than 900 different firms to learn how their decisions and investments have been affected by the COVID-19 pandemic. We compare their survey answers to those provided by a large sample of... View Details
      Keywords: Venture Capital; Health Pandemics; Investment; Decision Making; Surveys
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      Gompers, Paul A., Will Gornall, Steven N. Kaplan, and Ilya A. Strebulaev. "Venture Capitalists and COVID-19." NBER Working Paper Series, No. 27824, September 2020.
      • August 2020
      • Case

      Gerald Chertavian

      By: Leslie Perlow and Matthew Preble
      Gerald Chertavian (HBS 1992) finds himself at a personal crossroads. It is 1999--the height of the dot com-bubble--and Chertavian and his business partners have just sold their Internet-based business for $83 million. His share of the sale’s proceeds means that he has... View Details
      Keywords: Social Enterprise; Personal Development and Career; Decision Choices and Conditions
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      Perlow, Leslie, and Matthew Preble. "Gerald Chertavian." Harvard Business School Case 421-030, August 2020.
      • August 2020 (Revised December 2020)
      • Background Note

      A Note on Ethical Analysis

      By: Nien-hê Hsieh
      To engage in ethical analysis is to answer such questions as “What is the right thing to do?” “What does it mean to be a good person?” “How should I live my life?” Ethical analysis, on its own, is often not adequate for doing the right thing or being a good... View Details
      Keywords: Ethics; Framework; Decision Making; Prejudice and Bias
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      Hsieh, Nien-hê. "A Note on Ethical Analysis." Harvard Business School Background Note 321-038, August 2020. (Revised December 2020.)
      • August 2020 (Revised September 2020)
      • Technical Note

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael W. Toffel, Natalie Epstein, Kris Ferreira and Yael Grushka-Cockayne
      The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
      Keywords: Machine Learning; Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Forecasting and Prediction; Analytics and Data Science; Analysis; Mathematical Methods
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      Toffel, Michael W., Natalie Epstein, Kris Ferreira, and Yael Grushka-Cockayne. "Assessing Prediction Accuracy of Machine Learning Models." Harvard Business School Technical Note 621-045, August 2020. (Revised September 2020.)
      • August 2020 (Revised October 2020)
      • Teaching Note

      To Prioritize Money or Time? The P-Mot Exercise (Instructor)

      By: Ashley Whillans and Liz Goldenberg
      Teaching Note for HBS Case No. 921-012. Working professionals are often in the predicament of needing to make a choice between activities that will grant them more money or more time. Indeed, in large-scale representative panels of working adults, most respondents... View Details
      Keywords: Time; Time As Money; Trade-offs; Money; Time Management; Decision Making
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      Whillans, Ashley, and Liz Goldenberg. "To Prioritize Money or Time? The P-Mot Exercise (Instructor)." Harvard Business School Teaching Note 921-013, August 2020. (Revised October 2020.)
      • August 2020 (Revised October 2020)
      • Exercise

      To Prioritize Money or Time? The P-Mot Exercise (Student)

      By: Ashley Whillans and Liz Goldenberg
      Working professionals are often in the predicament of needing to make a choice between activities that will grant them more money or more time. Indeed, in large-scale representative panels of working adults, most respondents report feeling pressed for both time and... View Details
      Keywords: Time; Time-as Money; Money; Time Management; Decision Making
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      Whillans, Ashley, and Liz Goldenberg. "To Prioritize Money or Time? The P-Mot Exercise (Student)." Harvard Business School Exercise 921-012, August 2020. (Revised October 2020.)
      • August 2020 (Revised November 2024)
      • Case

      NextView Ventures

      By: Jo Tango and Nori Gerardo Lietz
      David Beisel, Rob Go, and Lee Hower are non-partners at different-and-established venture capital (VC) firms. They decide to leave their positions to start a new seed-stage VC firm. The case covers the genesis of the firm, the formulation of its strategy and... View Details
      Keywords: Entrepreneurship; Venture Capital; Business Startups; Strategy
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      Tango, Jo, and Nori Gerardo Lietz. "NextView Ventures." Harvard Business School Case 821-031, August 2020. (Revised November 2024.)
      • August 2020
      • Case

      Ready for Take-Off at Jet It

      By: Gary P. Pisano, Hise Gibson and Nicole Gilmore
      This case examines the business model and growth of a start-up company in the private aviation industry. In June 2020, amidst the COVID crisis, the company's co-founder and CEO must make a decision regarding an order of new jets that will significantly expand the... View Details
      Keywords: Capacity Planning; Business Startups; Business Model; Growth and Development Strategy; Air Transportation Industry
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      Pisano, Gary P., Hise Gibson, and Nicole Gilmore. "Ready for Take-Off at Jet It." Harvard Business School Case 621-036, August 2020.
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