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      • October 2018
      • Supplement

      African Bank Investments Limited (B)

      By: Lynn S. Paine and Will Hurwitz
      Less than a year after joining the board of African Bank Investments Limited (ABIL), the newest director finds himself in difficult discussions with other directors about removing the struggling company’s CEO. The case is set in South Africa in mid-2014 as shares in... View Details
      Keywords: Ethics; Personal Finance; Corporate Accountability; Governing and Advisory Boards; Corporate Governance; Crisis Management; Insurance; Leadership; Management; Risk Management; Banking Industry; Financial Services Industry; Insurance Industry; Africa; South Africa
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      Paine, Lynn S., and Will Hurwitz. "African Bank Investments Limited (B)." Harvard Business School Supplement 319-053, October 2018.
      • October 2018 (Revised February 2020)
      • Case

      Commonwealth Bank of Australia: Unbanklike Experimentation

      By: Ryan W. Buell and Leslie K. John
      Email mking@hbs.edu for a courtesy copy.

      In August 2017, Commonwealth Bank of Australia was looking for ways to differentiate itself from competing banks and was also trying to improve the financial well-being of... View Details
      Keywords: Transparency; Experimentation; Banks and Banking; Credit Cards; Customer Focus and Relationships; Competitive Strategy; Banking Industry; Australia
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      Buell, Ryan W., and Leslie K. John. "Commonwealth Bank of Australia: Unbanklike Experimentation." Harvard Business School Case 619-018, October 2018. (Revised February 2020.)
      • August 2018 (Revised September 2018)
      • Case

      Predicting Purchasing Behavior at PriceMart (A)

      By: Srikant M. Datar and Caitlin N. Bowler
      This case follows VP of Marketing, Jill Wehunt, and analyst Mark Morse as they tackle a predictive analytics project to increase sales in the Mom & Baby unit of a nationally recognized retailer, PriceMart. Wehunt observed that in the midst of the chaos that surrounded... View Details
      Keywords: Data Science; Analytics and Data Science; Analysis; Consumer Behavior; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (A)." Harvard Business School Case 119-025, August 2018. (Revised September 2018.)
      • August 2018 (Revised September 2018)
      • Supplement

      Predicting Purchasing Behavior at PriceMart (B)

      By: Srikant M. Datar and Caitlin N. Bowler
      Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details
      Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (B)." Harvard Business School Supplement 119-026, August 2018. (Revised September 2018.)
      • August 2018 (Revised April 2019)
      • Case

      Chateau Winery (A): Unsupervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details
      Keywords: Clustering; Data Science; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (A): Unsupervised Learning." Harvard Business School Case 119-023, August 2018. (Revised April 2019.)
      • August 2018 (Revised April 2019)
      • Supplement

      Chateau Winery (B): Supervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on “Chateau Winery (A).” In this case, Bill Booth, marketing manager of a regional wine distributor, shifts to supervised learning techniques to try to predict which deals he should offer to customers based on the purchasing behavior of those... View Details
      Keywords: Data Science; Clustering; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (B): Supervised Learning." Harvard Business School Supplement 119-024, August 2018. (Revised April 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.)
      • June 2018
      • Case

      Forta Furniture: International Expansion

      By: John A. Quelch and Karthik Easwar
      The Forta Furniture case highlights the need to consider new market expansion to grow a firm. It demonstrates that simply doing what has always been done is not sustainable when other competitors enter the market with differentiated or potentially superior offerings.... View Details
      Keywords: Market Entry and Exit; Global Range; Decision Making; Analysis; Cross-Cultural and Cross-Border Issues; Growth and Development Strategy; Brands and Branding; Expansion
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      Quelch, John A., and Karthik Easwar. "Forta Furniture: International Expansion." Harvard Business School Brief Case 918-547, June 2018.
      • June 2018
      • Case

      Verona Group

      By: Robert L. Simons and Sarah Abbott
      Are a salesperson's struggles her own fault or the result of a problematic job design? Anna George works as a salesperson at Verona Group, a company that designs and wholesales high-end women's apparel. She had spent nearly 20 years in sales with another fashion label... View Details
      Keywords: Jobs and Positions; Design; Analysis; Performance; Measurement and Metrics; Salesforce Management; Organizational Design
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      Simons, Robert L., and Sarah Abbott. "Verona Group." Harvard Business School Brief Case 918-531, June 2018.
      • May 2018 (Revised February 2019)
      • Teaching Note

      Greg Mazur and the Purchase of Great Eastern Premium Pet Foods

      By: Richard S. Ruback, Royce Yudkoff and Ahron Rosenfeld
      Teaching Note for HBS No. 211-085. Greg Mazur (HBS 1997) identified a small firm, Great Eastern Premium Pet Food, in December of 1998 that fit his search criteria and decided to offer the seller a cash price of $1.2 million plus an earn-out equal to 1% of revenue over... View Details
      Keywords: Acquisition; Entrepreneurship; Financing and Loans; Negotiation Deal; Strategic Planning; Valuation; Analysis
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      Ruback, Richard S., Royce Yudkoff, and Ahron Rosenfeld. "Greg Mazur and the Purchase of Great Eastern Premium Pet Foods." Harvard Business School Teaching Note 218-122, May 2018. (Revised February 2019.)
      • March 2018
      • Case

      TrustSphere: Building a Market for Relationship Analytics

      By: Boris Groysberg and Katherine Connolly Baden
      Manish Goel was the CEO of TrustSphere, a seven-year-old company in the data analytics industry that focused squarely on relationship analytics, a space in which TrustSphere was pioneering a unique technology and solutions in the areas of sales, risk, and people... View Details
      Keywords: Data Analytics; People Analytics; Talent Management; Human Resources; Networks; Relationships; Analysis; Employee Relationship Management; Core Relationships; Applications and Software; Communication; Technology Industry; Singapore
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      Groysberg, Boris, and Katherine Connolly Baden. "TrustSphere: Building a Market for Relationship Analytics." Harvard Business School Case 418-070, March 2018.
      • March 2018 (Revised March 2018)
      • Teaching Note

      OpenInvest

      By: Boris Vallee and Caitlin Reimers Brumme
      Founded by a team of hedge fund and NGO alumni, OpenInvest launched its platform in 2015 to enable retail investors to tailor their portfolio to their personal values in an automated way, for instance by screening out weapon manufacturers stocks or overweighting LGBTQ... View Details
      Keywords: Socially Responsible Investing; Investing For Impact; Robo-advisors; Investment; Values and Beliefs; Customization and Personalization; Technology; Financial Services Industry
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      Vallee, Boris, and Caitlin Reimers Brumme. "OpenInvest." Harvard Business School Teaching Note 218-089, March 2018. (Revised March 2018.)
      • February 2018 (Revised August 2018)
      • Case

      OpenInvest

      By: Shawn Cole, Boris Vallée and Nicole Tempest Keller
      Founded by a team of hedge fund and NGO alumni, OpenInvest launched its platform in 2015 to enable retail investors to tailor their portfolios to their personal values in an automated way, for instance by screening out weapons manufacturers stocks or overweighting... View Details
      Keywords: Fintech; Impact Investing; Investment Portfolio; Customization and Personalization; Technological Innovation; Social Issues; Growth and Development Strategy; Business Model; Financial Services Industry
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      Cole, Shawn, Boris Vallée, and Nicole Tempest Keller. "OpenInvest." Harvard Business School Case 218-064, February 2018. (Revised August 2018.)
      • January–February 2018
      • Article

      Some Customers Would Rather Leave Without Saying Goodbye

      By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie
      We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details
      Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior
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      Ascarza, Eva, Oded Netzer, and Bruce G.S. Hardie. "Some Customers Would Rather Leave Without Saying Goodbye." Marketing Science 37, no. 1 (January–February 2018): 54–77.
      • November 2017 (Revised August 2018)
      • Case

      Fair Value Accounting at Noble Group (A)

      By: Siko Sikochi, Suraj Srinivasan and Quinn Pitcher
      Noble Group was a large commodities trader based in Hong Kong and listed on the Singapore Stock Exchange. In 2012, Noble shifted its business strategy towards an asset-light model. Under this model, Noble did not own mines or farms to produce commodities but built... View Details
      Keywords: Fair Value Accounting; Policy; Goods and Commodities; Contracts; Valuation
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      Sikochi, Siko, Suraj Srinivasan, and Quinn Pitcher. "Fair Value Accounting at Noble Group (A)." Harvard Business School Case 118-034, November 2017. (Revised August 2018.)
      • October 2017 (Revised April 2018)
      • Case

      Improving Worker Safety in the Era of Machine Learning (A)

      By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
      Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
      Keywords: Machine Learning; Policy Implementation; Empirical Research; Inspection; Occupational Safety; Occupational Health; Regulation; Analysis; Forecasting and Prediction; Policy; Operations; Supply Chain Management; Safety; Manufacturing Industry; Construction Industry; United States
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      Toffel, Michael W., Dan Levy, Jose Ramon Morales Arilla, and Matthew S. Johnson. "Improving Worker Safety in the Era of Machine Learning (A)." Harvard Business School Case 618-019, October 2017. (Revised April 2018.)
      • June 2017 (Revised May 2018)
      • Supplement

      Hilti Fleet Management Video Supplements

      By: Ramon Casadesus-Masanell, Oliver Gassmann and Roman Sauer
      This case explores the introduction of fleet management in the construction industry by the premium power tools manufacturer Hilti in 2000. Following its customers’ needs, Hilti moved from selling power tools to leasing them as a service. The introduction of the new... View Details
      Keywords: Hilti; Business Model Innovation; Fleet Management; Decision-making; Implementation; Power Tools Industry; Europe; Switzerland; Liechtenstein; Business Model; Restructuring; Transformation; Transition; Customer Value and Value Chain; Construction; Leasing; Strategy; Decision Making; Construction Industry; Switzerland; Liechtenstein; Germany; Austria; Europe; United States; Asia; Brazil; China; Latin America; North America; Africa; Japan; Hong Kong
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      Casadesus-Masanell, Ramon, Oliver Gassmann, and Roman Sauer. "Hilti Fleet Management Video Supplements." Harvard Business School Multimedia/Video Supplement 717-808, June 2017. (Revised May 2018.)
      • June 2017
      • Case

      MIA: Profit at the Base of the Pyramid

      By: Lynda M. Applegate, José Antonio Dávila Castilla, Sarah Mehta and Aldo Sesia
      In January 2016, Guillermo Jaime had just returned home to Mexico City after attending a Harvard Business School executive education program. Jaime was the founder and CEO of Mejoramiento Integral Asistido (MIA), a company providing affordable housing to low-income... View Details
      Keywords: Base Of The Pyramid; Social Capitalism; Housing; Emerging Markets; Social Enterprise; Society; Wealth and Poverty; Social Entrepreneurship; Construction Industry; Mexico
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      Applegate, Lynda M., José Antonio Dávila Castilla, Sarah Mehta, and Aldo Sesia. "MIA: Profit at the Base of the Pyramid." Harvard Business School Case 817-073, June 2017.
      • June 2017
      • Teaching Note

      Project Sun Devil and Project Paris

      By: Nori Gerardo Lietz and Alexander W. Schultz
      Tony Lee is preparing to present a project to the investment committee of Howard Street Capital. He will be recommending an investment in Project Sun Devil, a high-quality 225-unit student housing rental property near Tempe, Arizona. Tony Lee will compete for capital... View Details
      Keywords: General Management; Financial Analysis; Return On Assets; Accounting; Performance Measurement; Financial Ratios; Return On Equity; Financial Statements; Profitability Analysis; Portfolio Investment; Portfolio Management; Real Estate; Property; Investment Portfolio; Investment Return; Analysis; Real Estate Industry; United States
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      Lietz, Nori Gerardo, and Alexander W. Schultz. "Project Sun Devil and Project Paris." Harvard Business School Teaching Note 217-086, June 2017.
      • 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.
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