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      • September 2018 (Revised December 2019)
      • Case

      Zebra Medical Vision

      By: Shane Greenstein and Sarah Gulick
      An Israeli startup founded in 2014, Zebra Medical Vision developed algorithms that produced diagnoses from X-rays, mammograms, and CT-scans. The algorithms used deep learning and digitized radiology scans to create software that could assist doctors in making... View Details
      Keywords: Radiology; Machine Learning; X-ray; CT Scan; Medical Technology; Probability; FDA 510(k); Diagnosis; Business Startups; Health Care and Treatment; Information Technology; Applications and Software; Competitive Strategy; Product Development; Commercialization; Decision Choices and Conditions; Health Industry; Medical Devices and Supplies Industry; Technology Industry; Israel
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      Greenstein, Shane, and Sarah Gulick. "Zebra Medical Vision." Harvard Business School Case 619-014, September 2018. (Revised December 2019.)
      • September 2018 (Revised January 2019)
      • Case

      Sobha Group Real Estate: Backward Integration for Quality

      By: John Macomber and Alpana Thapar
      From humble beginnings in Kerala, India, Mr. PNC Menon built a reputation for quality, detail, and trustworthiness, earning him major construction commissions in the Gulf region. This paved the way for venturing into real estate development in Dubai, UAE. Striving to... View Details
      Keywords: Real Estate; Backward Integration; Land Acquisition; Raising Capital; Construction; Family Business; Decision Making; Joint Ventures; Quality; Real Estate Industry; Construction Industry; India; Middle East; Dubai
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      Macomber, John, and Alpana Thapar. "Sobha Group Real Estate: Backward Integration for Quality." Harvard Business School Case 219-034, September 2018. (Revised January 2019.)
      • September 2018 (Revised January 2019)
      • Teaching Note

      Gemini Investors

      By: Richard S. Ruback, Royce Yudkoff and Ahron Rosenfeld
      Teaching Note for HBS No. 211-066. Gemini Investors was a private equity firm that targeted equity investments of between $4 million to $6 million per firm. In the period from 2000 to 2015, Gemini had successfully deployed four funds, all licensed as Small Business... View Details
      Keywords: Small & Medium-sized Enterprises; Small Business; Private Equity; Investment Funds; Decision Making; Financial Services Industry; United States
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      Ruback, Richard S., Royce Yudkoff, and Ahron Rosenfeld. "Gemini Investors." Harvard Business School Teaching Note 219-002, September 2018. (Revised January 2019.)
      • September 2018
      • Case

      Hunley, Inc.: Casting for Growth

      By: John A. Quelch and James T. Kindley
      Hunley, Inc. manufactures rods for the niche sport of fly fishing. It specializes in freshwater rods that are perceived as "middle-market" products, targeted at "avid" fly fishers. In the face of declining revenue and a decreasing price per unit sold, the company's... View Details
      Keywords: Growth and Development Strategy; Marketing Strategy; Decision Choices and Conditions; Sports; Marketing Channels; Distribution Channels
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      Quelch, John A., and James T. Kindley. "Hunley, Inc.: Casting for Growth." Harvard Business School Brief Case 919-501, September 2018.
      • September 2018 (Revised October 2018)
      • Supplement

      Lexoo: Building a Long-Lasting Platform

      By: Chiara Farronato and Elena Corsi
      Lexoo, a UK-based online marketplace for legal services, was facing the strategic choice of how to grow from early start-up to mature platform. Daniel van Binsbergen, Lexoo's CEO, and web developer Chris O'Sullivan, CTO, had set up Lexoo to help Small and Medium-Sized... View Details
      Keywords: Marketplaces; Legal Services; Growth Strategy; Technology Ventures; Pivot; Service Operations; Digital Platforms; Growth and Development Strategy; Small Business; Decision Making; Legal Services Industry
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      Farronato, Chiara, and Elena Corsi. "Lexoo: Building a Long-Lasting Platform." Harvard Business School Spreadsheet Supplement 619-701, September 2018. (Revised October 2018.)
      • September 2018 (Revised August 2021)
      • Teaching Note

      Blackstone at Age 30 and Blackstone at 35

      By: Josh Lerner
      This teaching note is meant to guide in the instruction of HBS No. 316-013 "Blackstone at 30" case. It examines the process of institutionalization and scaling in private equity and alternative investments more generally, looking specifically at how Blackstone's size... View Details
      Keywords: Finance; Blackstone; Alternative Assets; Venture Capital; Private Equity; Business Growth and Maturation; Public Ownership; Cost vs Benefits; Financial Services Industry
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      Lerner, Josh. "Blackstone at Age 30 and Blackstone at 35." Harvard Business School Teaching Note 819-053, September 2018. (Revised August 2021.)
      • September 2018
      • Case

      Sealed Air Corporation: Deciding the Fate of VTID (Abridged)

      By: Elie Ofek
      In mid-2010 the Sealed Air Corporation has to decide on next steps for its novel video tracking technology (called VTID) after unsuccessful attempts to market it in three different industry settings. The company must determine whether its most recent target market, the... View Details
      Keywords: Budgets and Budgeting; Customer Focus and Relationships; Decision Choices and Conditions; Technological Innovation; Marketing Strategy; Problems and Challenges; Commercialization; Service Industry
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      Ofek, Elie. "Sealed Air Corporation: Deciding the Fate of VTID (Abridged)." Harvard Business School Case 519-030, September 2018.
      • September 2018 (Revised June 2019)
      • Case

      THE VELUX FOUNDATIONS: Selecting Impact Funds

      By: Vikram Gandhi, Caitlin Reimers Brumme and Nathaniel Schwalb
      After much internal debate, THE VELUX FOUNDATIONS of Denmark have decided to allocate a small percentage of their investment portfolio to impact investments. Cambridge Associates, one of the leading investment advisory firms in the world, has been engaged to assist... View Details
      Keywords: Impact Investing; Mission-Related Investing; Foundations; Investment; Venture Capital; Corporate Social Responsibility and Impact; Strategy; Investment Funds; Decision Making; Consulting Industry; Financial Services Industry; Denmark; Europe
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      Gandhi, Vikram, Caitlin Reimers Brumme, and Nathaniel Schwalb. "THE VELUX FOUNDATIONS: Selecting Impact Funds." Harvard Business School Case 819-021, September 2018. (Revised June 2019.)
      • September 2018
      • Article

      Discretionary Task Ordering: Queue Management in Radiological Services

      By: Maria Ibanez, Jonathan R. Clark, Robert S. Huckman and Bradley R. Staats
      Work-scheduling research typically prescribes task sequences implemented by managers. Yet employees often have discretion to deviate from their prescribed sequence. Using data from 2.4 million radiological diagnoses, we find that doctors prioritize similar tasks... View Details
      Keywords: Discretion; Scheduling; Queue; Healthcare; Learning; Experience; Decentralization; Operations; Service Operations; Service Delivery; Performance; Performance Effectiveness; Performance Efficiency; Performance Improvement; Performance Productivity; Decisions; Time Management; Cost vs Benefits; Health Industry
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      Ibanez, Maria, Jonathan R. Clark, Robert S. Huckman, and Bradley R. Staats. "Discretionary Task Ordering: Queue Management in Radiological Services." Management Science 64, no. 9 (September 2018): 4389–4407. (Working paper available here. Winner of the 2017 Best Paper Competition of the POMS College of Healthcare Operations Management. Featured in Forbes, Quartz, and Inc.)
      • September 2018
      • Article

      Expressive Voting and Its Cost: Evidence from Runoffs with Two or Three Candidates

      By: Vincent Pons and Clémence Tricaud
      In French parliamentary and local elections, candidates ranked first and second in the first round automatically qualify for the second round, while a third candidate qualifies only when selected by more than 12.5 percent of registered citizens. Using a fuzzy RDD... View Details
      Keywords: Expressive Voting; Strategic Voting; Regression Discontinuity Design; French Elections; Voting; Political Elections; France
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      Pons, Vincent, and Clémence Tricaud. "Expressive Voting and Its Cost: Evidence from Runoffs with Two or Three Candidates." Econometrica 86, no. 5 (September 2018): 1621–1649.
      • Article

      The Critical Role of Second-order Normative Beliefs in Predicting Energy Conservation

      By: Jon M. Jachimowicz, Oliver P. Hauser, Julia D. O'Brien, Erin Sherman and Adam D. Galinsky
      Sustaining large-scale public goods requires individuals to make environmentally friendly decisions today to benefit future generations. Recent research suggests that second-order normative beliefs are more powerful predictors of behaviour than first-order personal... View Details
      Keywords: Climate Change; Energy; Environmental Sustainability; Household; Behavior; Values and Beliefs; Forecasting and Prediction
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      Jachimowicz, Jon M., Oliver P. Hauser, Julia D. O'Brien, Erin Sherman, and Adam D. Galinsky. "The Critical Role of Second-order Normative Beliefs in Predicting Energy Conservation." Nature Human Behaviour 2, no. 10 (October 2018): 757–764.
      • September 2018
      • Article

      What Does It Take to Change an Editor's Mind? Identifying Minimally Important Difference Thresholds for Peer Reviewer Rating Scores of Scientific Articles

      By: Michael Callaham and Leslie John
      Study objective—We define a minimally important difference for the Likert-type scores frequently used in scientific peer review (similar to existing minimally important differences for scores in clinical medicine). To our knowledge, the magnitude of score change... View Details
      Keywords: Information Publishing; Journals and Magazines; Science; Decision Making
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      Callaham, Michael, and Leslie John. "What Does It Take to Change an Editor's Mind? Identifying Minimally Important Difference Thresholds for Peer Reviewer Rating Scores of Scientific Articles." Annals of Emergency Medicine 72, no. 3 (September 2018): 314–318.e2.
      • August 2018
      • Case

      Four Products: Predicting Diffusion (2018)

      By: John Gourville
      One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details
      Keywords: Diffusion Processes; Product Adoption; Marketing; Forecasting and Prediction; Demand and Consumers; Adoption; Product Launch
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      Gourville, John. "Four Products: Predicting Diffusion (2018)." Harvard Business School Case 519-018, August 2018.
      • 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 September 2018)
      • Case

      LendingClub (A): Data Analytic Thinking (Abridged)

      By: Srikant M. Datar and Caitlin N. Bowler
      LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns... View Details
      Keywords: Data Science; Data Analytics; Investing; Loans; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction; Business Model
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (A): Data Analytic Thinking (Abridged)." Harvard Business School Case 119-020, August 2018. (Revised September 2018.)
      • August 2018 (Revised September 2018)
      • Supplement

      LendingClub (B): Decision Trees & Random Forests

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
      ... View Details
      Keywords: Data Science; Data Analytics; Decision Trees; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (B): Decision Trees & Random Forests." Harvard Business School Supplement 119-021, August 2018. (Revised September 2018.)
      • August 2018 (Revised September 2018)
      • Supplement

      LendingClub (C): Gradient Boosting & Payoff Matrix

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on the LendingClub (A) and (B) cases. In this case students follow Emily Figel as she builds an even more sophisticated model using the gradient boosted tree method to predict, with some probability, whether a borrower would repay or default... View Details
      Keywords: Data Analytics; Data Science; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (C): Gradient Boosting & Payoff Matrix." Harvard Business School Supplement 119-022, August 2018. (Revised September 2018.)
      • August 2018
      • Case

      Christine Lagarde (A): A French Prime Minister Calls

      By: Julie Battilana and Carin-Isabel Knoop
      This case covers formative events and influences in Christine Lagarde’s childhood and her trajectory from studying political science and law to heading the world’s largest law firm. As she prepares to transition back to practice in 2005, the new Prime Minister of... View Details
      Keywords: Personal Development and Career; Power and Influence; Decision Making
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      Battilana, Julie, and Carin-Isabel Knoop. "Christine Lagarde (A): A French Prime Minister Calls." Harvard Business School Case 419-017, August 2018.
      • August 2018 (Revised September 2019)
      • Case

      Magnus Resch: Transforming the Art Market Through Transparency

      By: Henry McGee and Sarah Mehta
      Economist and entrepreneur Magnus Resch was on a mission to make the art market more transparent. To that end, in 2014, he began building the Magnus app, which catalogued the price and transaction history of millions of works of art. Users could download the app, take... View Details
      Keywords: Art Market; Transparency; Art Pricing; Business Startups; Decision Making; Innovation Strategy; Culture; Business Strategy; Mobile Technology; Fine Arts Industry; Information Technology Industry
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      McGee, Henry, and Sarah Mehta. "Magnus Resch: Transforming the Art Market Through Transparency." Harvard Business School Case 319-002, August 2018. (Revised September 2019.)
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