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      • Faculty Publications  (441)

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      • 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.)
      • 2018
      • Book

      Driving Digital Strategy: A Guide to Reimagining Your Business

      By: Sunil Gupta
      Disruption and transformation get a lot of hype and for good reason. Digital technologies have disrupted entire industries and incumbents have often struggled in this new world. Typical approaches used by legacy players such as using technology to improve efficiency,... View Details
      Keywords: Marketing; Information Technology; Transformation; Strategy; Competitive Advantage; Value Creation; Customer Focus and Relationships; Organizational Structure; Digital Strategy
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      Gupta, Sunil. Driving Digital Strategy: A Guide to Reimagining Your Business. Boston: Harvard Business Review Press, 2018.
      • 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 (Revised August 2019)
      • Case

      Qualcomm Inc., 2019

      By: David B. Yoffie and Andrew S. Choi
      This case is set in mid-2019, when Qualcomm was struggling with unwanted take-over battles, fights with Apple and the Chinese government, and internal dissension on the board of directors. Ten years earlier Qualcomm was hailed as a monopoly on CDMA technologies and... View Details
      Keywords: Technology Cycles; Strategy; Competitive Advantage; Intellectual Property; Information Technology; Standards; Business Model; Organizational Change and Adaptation; Telecommunications Industry; Semiconductor Industry
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      Yoffie, David B., and Andrew S. Choi. "Qualcomm Inc., 2019." Harvard Business School Case 718-514, June 2018. (Revised August 2019.)
      • 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.
      • June 2018 (Revised January 2019)
      • Case

      Membership Rewards® from American Express

      By: Shelle Santana, Frances X. Frei and Lauren G. Pickle
      Credit and charge card issuer American Express (Amex) had developed a strong reputation among consumers due in part to its Membership Rewards (MR) loyalty program, first established in 1991. Through MR, all Amex cardholders could accumulate and redeem “points” based on... View Details
      Keywords: Financial Services; Customer Loyalty; Credit Cards; Marketing Strategy; Product Marketing; Brands and Branding; Customer Value and Value Chain; Value Creation; Financial Services Industry; Banking Industry; North America; United States
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      Santana, Shelle, Frances X. Frei, and Lauren G. Pickle. "Membership Rewards® from American Express." Harvard Business School Case 518-079, June 2018. (Revised January 2019.)
      • May 2018
      • Article

      Effects of an Information Sharing System on Employee Creativity, Engagement, and Performance

      By: Shelley Xin Li and Tatiana Sandino
      Many service organizations rely on information sharing systems to boost employee creativity to meet customer needs. We conducted a field experiment in a retail chain, based on a registered report accepted by Journal of Accounting Research, to test whether an... View Details
      Keywords: Information; Knowledge Sharing; Employees; Creativity; Performance
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      Li, Shelley Xin, and Tatiana Sandino. "Effects of an Information Sharing System on Employee Creativity, Engagement, and Performance." Journal of Accounting Research 56, no. 2 (May 2018): 713–747.
      • 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.
      • January 2018 (Revised June 2018)
      • Case

      Medtronic: Navigating a Shifting Healthcare Landscape

      By: Robert S. Kaplan, Michael E. Porter, Thomas W. Feeley and Alee Hernandez
      Medtronic is adapting its strategy to changes in healthcare competition and payments. It has decided to develop new relationships with payers, hospitals, and physicians to become more accountable for patient outcomes and total costs. The case describes new forms of... View Details
      Keywords: Value Based Health Care; Bundled Payments; Health Care and Treatment; Cost Management; Value Creation; Supply Chain Management; Customer Value and Value Chain; Health Industry; Medical Devices and Supplies Industry; United States; Netherlands
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      Kaplan, Robert S., Michael E. Porter, Thomas W. Feeley, and Alee Hernandez. "Medtronic: Navigating a Shifting Healthcare Landscape." Harvard Business School Case 718-471, January 2018. (Revised June 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.
      • Article

      TDABC Cost Analysis of Ocular Disorders in an Ophthalmology Emergency Department versus Urgent Care: Clinical Experience at Massachusetts Eye and Ear

      By: Robert S. Kaplan, Jonathan Chou, Mahek Shah, Amy Watts, Matthew Gardiner, Joan Miller and John I. Lowenstein
      Purpose  To perform a cost analysis comparison for managing common ocular disorders in an eye emergency department (ED) versus an urgent care setting using a time-driven activity-based cost model (TDABC) to assist physicians and staff in appropriate allocation of... View Details
      Keywords: Time-driven Activity-based Cost Model; Emergency Room; Urgent Care Clinic; Cost; Analysis; Activity Based Costing and Management; Health Care and Treatment
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      Kaplan, Robert S., Jonathan Chou, Mahek Shah, Amy Watts, Matthew Gardiner, Joan Miller, and John I. Lowenstein. "TDABC Cost Analysis of Ocular Disorders in an Ophthalmology Emergency Department versus Urgent Care: Clinical Experience at Massachusetts Eye and Ear." Journal of Academic Ophthalmology 10 (2018).
      • December 2017
      • Supplement

      Data-Driven Manufacturing: The Kutesmart System

      By: Willy C. Shih
      This supplementary video shows the Kutesmart System at Redcollar Group. It is an example of a mass customization system that is data-driven, but is predominantly based on manual operations. It is offered as a contrast to highly automated data-driven manufacturing. View Details
      Keywords: Data-driven Manufacturing; Clothing; Bespoke Manufacturing; Production; Manufacturing Industry; Apparel and Accessories Industry; China
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      Shih, Willy C. "Data-Driven Manufacturing: The Kutesmart System." Harvard Business School Multimedia/Video Supplement 618-702, December 2017.
      • 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.)
      • Article

      Channel Integration, Sales Dispersion, and Inventory Management

      By: Santiago Gallino, Antonio Moreno and Ioannis Stamatopoulos
      We study the effects of the introduction of cross-channel functionalities on the overall sales dispersion of retailers and the implications of these effects for inventory management. To do that, we analyze data from a leading U.S. retailer who introduced a... View Details
      Keywords: Retail Operations; Online Retail; Channel Integration; Sales Dispersion; Long Tail; Empirical Operations; Inventory Management; Omnichannel Retail; Marketing Channels; Integration; Sales; Logistics; Operations; Management; Retail Industry
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      Gallino, Santiago, Antonio Moreno, and Ioannis Stamatopoulos. "Channel Integration, Sales Dispersion, and Inventory Management." Management Science 63, no. 9 (September 2017): 2813–2831.
      • 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.
      • 2017
      • Mimeo

      Science for Society: Science and Technology Based Social Entrepreneurship

      By: Tarun Khanna, Shashank Shah and Kundan Madireddy
      This publication is an outcome of the team's research, engagement and interactions with over 25 science and technology-based social enterprises in India. It provides details on the research process, insightful outcomes and innovative impact.
      Throughout the... View Details
      Keywords: Social Entrepreneurship; Science-Based Business; Information Technology; Business and Community Relations; India
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      Khanna, Tarun, Shashank Shah, and Kundan Madireddy. "Science for Society: Science and Technology Based Social Entrepreneurship." Harvard University South Asia Institute, 2017. Mimeo. (This publication is an outcome of a grant from the Tata Trusts.)
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