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      • October 2015 (Revised October 2016)
      • Case

      Building Watson: Not So Elementary, My Dear! (Abridged)

      By: Willy C. Shih
      This case is set inside IBM Research's efforts to build a computer that can successfully take on human challengers playing the game show Jeopardy! It opens with the machine named Watson offering the incorrect answer "Toronto" to a seemingly simple question during the... View Details
      Keywords: Analytics; Big Data; Business Analytics; Product Development Strategy; Machine Learning; Machine Intelligence; Artificial Intelligence; Product Development; AI and Machine Learning; Information Technology; Analytics and Data Science; Information Technology Industry; United States
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      Shih, Willy C. "Building Watson: Not So Elementary, My Dear! (Abridged)." Harvard Business School Case 616-025, October 2015. (Revised October 2016.)
      • October 2015
      • Teaching Note

      Clef Company: Turnover

      By: Frank V. Cespedes
      Clef Company sells keys and other products to retail outlets, which then sell these products to consumers. The case concerns turnover in Clef's sales force in the context of company strategy, financial performance, and a day in the life of a Clef salesperson. Among... View Details
      Keywords: Sales; Marketing; Strategy; Marketing Strategy; Performance Evaluation; Retail Industry; Retail Industry; United States
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      Cespedes, Frank V. "Clef Company: Turnover." Harvard Business School Teaching Note 816-046, October 2015.
      • Article

      Pricing and Production Flexibility: An Empirical Analysis of the U.S. Automotive Industry

      By: Antonio Moreno and Christian Terwiesch
      We use a detailed data set from the U.S. auto industry spanning from 2002 to 2009 and a variety of econometric methods to characterize the relationship between the availability of production mix flexibility and firms’ use of responsive pricing. We find that production... View Details
      Keywords: Empirical Operations Management; Flexibility; Pricing; Automotive Industry; Production; Price; Management; Analysis; Auto Industry; United States
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      Moreno, Antonio, and Christian Terwiesch. "Pricing and Production Flexibility: An Empirical Analysis of the U.S. Automotive Industry." Manufacturing & Service Operations Management 17, no. 4 (Fall 2015): 428–444.
      • August 2015 (Revised May 2017)
      • Case

      TSG Hoffenheim: Football in the Age of Analytics

      By: Feng Zhu, Karim R. Lakhani, Sascha L. Schmidt and Kerry Herman
      In 2015, Dietmar Hopp, owner of Germany's Bundesliga football team TSG Hoffenheim and co-founder of the global enterprise software company SAP, was considering how to ensure long-term sustainability and competitiveness for TSG Hoffenheim. While historically a small... View Details
      Keywords: Information Technology; Measurement and Metrics; Sports; Sports Industry
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      Zhu, Feng, Karim R. Lakhani, Sascha L. Schmidt, and Kerry Herman. "TSG Hoffenheim: Football in the Age of Analytics." Harvard Business School Case 616-010, August 2015. (Revised May 2017.)
      • 2015
      • Article

      Testing Strategy with Multiple Performance Measures: Evidence from a Balanced Scorecard at Store24

      By: Dennis Campbell, Srikant M. Datar, Susan L. Kulp and V.G. Narayanan
      We analyze balanced scorecard data from a convenience store chain, Store24, during the implementation of an innovative, but ultimately unsuccessful, strategy. Quarterly strategic reviews, based in part on the firm's balanced scorecard, led executives at Store24 to... View Details
      Keywords: Balanced Scorecard; Business Strategy; Retail Industry
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      Campbell, Dennis, Srikant M. Datar, Susan L. Kulp, and V.G. Narayanan. "Testing Strategy with Multiple Performance Measures: Evidence from a Balanced Scorecard at Store24." Journal of Management Accounting Research 27, no. 2 (2015): 39–65.
      • June 2015
      • Case

      The Valuation and Financing of Lady M Confections

      By: Mihir A. Desai and Elizabeth A. Meyer
      This case explores the decision-making process that small, private businesses must undertake when considering an expansion and when selling equity to outside investors. In the process, students are asked to complete two exercises: a break-even analysis and a valuation... View Details
      Keywords: Lady M; Bakery; Foodservice Industry; Breakeven Analysis; Restaurant Industry; Forecasting; Forecast; Financial Analysis; Borrowing and Debt; Corporate Finance; Equity; Financial Management; Financial Strategy; Finance; Food; Valuation; Food and Beverage Industry; New York (city, NY)
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      Desai, Mihir A., and Elizabeth A. Meyer. "The Valuation and Financing of Lady M Confections." Harvard Business School Case 215-047, June 2015.
      • June 2015 (Revised August 2016)
      • Case

      Qualcomm Inc., 2009-2015

      By: David B. Yoffie
      In the years after 2009, Qualcomm navigated the wireless industry's transition from 3G to 4G, retaining its technological leadership and experiencing dramatic growth in revenue and profit. In March 2014, Qualcomm appointed a new CEO, Steve Mollenkopf, who had to... View Details
      Keywords: Communication Technologies; Technology; Wireless Technologies; Mobile and Wireless Technology; Strategy; Communication Technology; Competitive Strategy; Change Management; Electronics Industry; Electronics Industry; California
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      Yoffie, David B. "Qualcomm Inc., 2009-2015." Harvard Business School Case 715-467, June 2015. (Revised August 2016.)
      • May 2015 (Revised December 2016)
      • Supplement

      Generating Higher Value at IBM (B)

      By: Benjamin C. Esty and E. Scott Mayfield
      Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Value Creation; Financial Statements; Corporate Finance; Computer Industry
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      Esty, Benjamin C., and E. Scott Mayfield. "Generating Higher Value at IBM (B)." Harvard Business School Supplement 215-059, May 2015. (Revised December 2016.)
      • March 2015 (Revised December 2016)
      • Case

      American Well: The DTC Decision

      By: Elie Ofek and Natalie Kindred
      In late 2013, telehealth company American Well, which developed a digital platform that allowed patients to conduct online medical consultations with physicians, is considering pursuing a direct-to-consumer (DTC) strategy. Founded in 2006, American Well had, to date,... View Details
      Keywords: Health Care; Telehealth; Telemedicine; American Well; Schoenberg; Boston; Israel; Technology; Online Care; Direct-to-consumer; DTC; Health Insurance; Affordable Care Act; Health Care Reform; Accountable Care Organizations; Technology Change; Innovation & Entrepreneurship; Digital Marketing; Strategy; Competition; Information Technology; Marketing; Technological Innovation; Technology Adoption; Entrepreneurship; Marketing Strategy; Health Industry; Health Industry; Boston; Massachusetts; United States; Israel
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      Ofek, Elie, and Natalie Kindred. "American Well: The DTC Decision." Harvard Business School Case 515-032, March 2015. (Revised December 2016.)
      • March 2015
      • Case

      Unilever: Combatting Global Food Waste

      By: David F. Drake, Janice H. Hammond and Matthew G. Preble
      The global consumer goods company Unilever was on pace to hit a number of aggressive targets by 2020 as part of the Unilever Sustainable Living Project, including a goal to halve the waste associated with the disposal of its products. Unilever's chief supply chain... View Details
      Keywords: Food Waste; Sustainable Business And Innovation; Sustainable Supply Chains; Sustainable Operations; Organization Alignment; Environmental Sustainability; Operations; Supply Chain Management; Growth and Development Strategy; Food; Agribusiness; Strategy; Organizational Change and Adaptation; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; North and Central America; Europe; Asia; Africa; Latin America; India
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      Drake, David F., Janice H. Hammond, and Matthew G. Preble. "Unilever: Combatting Global Food Waste." Harvard Business School Case 615-040, March 2015.
      • February 2015
      • Case

      Longbow Capital Partners

      By: Malcolm Baker, Samuel G. Hanson and James Weber
      Longbow Capital Partners is a value-oriented long/short hedge fund focused on stocks in the energy sector. In January 2011, Longbow had invested in NiSource, a Fortune 500 company that owns a diverse portfolio of regulated energy businesses. In late 2014, Longbow was... View Details
      Keywords: Value Investing; Investment Strategy; Dividend Yield; Intrinsic Value; Dividend Discount Model; Master Limited Partnership; Hedge Fund; Energy Industry; Regulation; Utilities; Finance; Financial Services Industry; United States
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      Baker, Malcolm, Samuel G. Hanson, and James Weber. "Longbow Capital Partners." Harvard Business School Case 215-026, February 2015.
      • February 2015 (Revised April 2016)
      • Supplement

      Quincy Apparel (B)

      By: Thomas R. Eisenmann and Lisa C. Mazzanti
      The (B) case provides post-mortem analysis from Quincy's cofounders on why their startup failed and what they could have done differently. Explanations for failure focus on Quincy's ambitious value proposition and resulting operational challenges; cofounder conflict;... View Details
      Keywords: Retail; Online Retail; Women's Apparel; Internet and the Web; Entrepreneurship; Failure; Business Startups; E-commerce; Apparel and Accessories Industry; Apparel and Accessories Industry
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      Eisenmann, Thomas R., and Lisa C. Mazzanti. "Quincy Apparel (B)." Harvard Business School Supplement 815-095, February 2015. (Revised April 2016.)
      • February 2015 (Revised February 2017)
      • Case

      Winnan Metal: Fulfilling the Dream

      By: William R. Kerr, Jim Sharpe and James Weber
      Neil Kashyap and Neil Lombardo (HBS '08) acquired Winnan Metal, Inc., a metal fabrication shop, after raising a search fund and an 11 month search to fulfill their dreams of becoming business owners. Two weeks after they took control of the company, Winnan's largest... View Details
      Keywords: Entrepreneurs; Entrepreneurial Management; Turnarounds; Bank Loan; Crisis Management; Financial Analysis; Search Funds; Acquisitions; Financial Capital Needed; Management; Operations Management; Sales; Entrepreneurship; Decision Making; Change Management; Manufacturing Industry; United States; Indiana
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      Kerr, William R., Jim Sharpe, and James Weber. "Winnan Metal: Fulfilling the Dream." Harvard Business School Case 815-104, February 2015. (Revised February 2017.)
      • Blog Post

      Innovation in Health Care Education: A Call to Action

      By: Regina E. Herzlinger, Vasant Kumar, Kevin Schulman and Karen Staman
      Health care administration educators are at a crossroads: the health care sector is rife with inefficiencies, erratic quality, unequal access, and sky-high costs, complex problems which call for innovative solutions, and yet, according to our content analysis of top... View Details
      Keywords: Health Care; Health Care Education; Education; Health; Health Care and Treatment; Health Industry; Health Industry
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      Herzlinger, Regina E., Vasant Kumar, Kevin Schulman, and Karen Staman. "Innovation in Health Care Education: A Call to Action." Health Affairs Blog (January 29, 2015). http://healthaffairs.org/blog/2015/01/29/innovation-in-health-care-education-a-call-to-action/.
      • January 2015 (Revised October 2016)
      • Case

      onefinestay: Building a Luxury Experience in the Sharing Economy

      By: Jill Avery, Anat Keinan and Liz Kind
      onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details
      Keywords: Luxury Goods; Brand Building; Brand Management; Hospitality; Hotels; Digital Marketing; Brand Positioning; Luxury Service; Airbnb; Sharing Economy; Collaborative Consumption; Disruptive Business Model; Travel; Alternatives To Hotel; Branding; Customer Service; Exceeding Consumer Expectations; Client Acquisition; Reputation Management; Word Of Mouth; 2-way Business Model; Marketing; Marketing Strategy; Brands and Branding; Luxury; Disruption; Business Model; Entrepreneurship; E-commerce; Accommodations Industry; Accommodations Industry; Accommodations Industry; United Kingdom
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      Avery, Jill, Anat Keinan, and Liz Kind. "onefinestay: Building a Luxury Experience in the Sharing Economy." Harvard Business School Case 515-072, January 2015. (Revised October 2016.)
      • 2015
      • Working Paper

      Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      This paper investigates how sell-side analysts build and sustain their client networks; the economic gains to successfully managing this challenge; and the metrics through which these incentives are delivered. In a typical semiannual period, the average analyst... View Details
      Keywords: Networks; Measurement and Metrics; Operations; Customer Focus and Relationships; Jobs and Positions
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry." Working Paper, 2015.
      • Winter 2014
      • Article

      Does Service Bundling Reduce Churn?

      By: Jeff Prince and Shane Greenstein
      We examine whether bundling in telecommunications services reduces churn using a series of large, independent cross sections of household decisions. To identify the effect of bundling, we construct a pseudo-panel dataset and utilize a linear, dynamic panel-data model,... View Details
      Keywords: Communication Technology; Customer Satisfaction; Product Marketing; Telecommunications Industry
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      Prince, Jeff, and Shane Greenstein. "Does Service Bundling Reduce Churn?" Journal of Economics & Management Strategy 23, no. 4 (Winter 2014): 839–875.
      • November 2014
      • Teaching Note

      American Airlines in 2011

      By: Willy Shih
      The American Airlines in 2011 case set was developed to provide a setting for the comparative analysis of two very different business models in the U.S. domestic airline industry—the network carrier and the low cost carrier (LCC). These models offer very different... View Details
      Keywords: American Airlines; Network Carrier; Low-cost Carrier; LCC; Air Transportation; Business Model; Restructuring; Adaptation; Competitive Strategy; Competitive Advantage; Corporate Strategy; Transportation Industry; United States
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      Shih, Willy. "American Airlines in 2011." Harvard Business School Teaching Note 615-012, November 2014.
      • November 2014
      • Article

      The Global Agglomeration of Multinational Firms

      By: Laura Alfaro and Maggie Xiaoyang Chen
      The explosion of multinational activities in recent decades is rapidly transforming the global landscape of industrial production. But are the emerging clusters of multinational production the rule or the exception? What drives the offshore agglomeration of... View Details
      Keywords: Agglomeration; Agglomeration Economies; Multinational Firms and Management; Manufacturing Industry
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      Alfaro, Laura, and Maggie Xiaoyang Chen. "The Global Agglomeration of Multinational Firms." Journal of International Economics 94, no. 2 (November 2014): 263–276. (Revised April 2014. Also NBER Working Paper Series, No. 15576. See Harvard Business School Working Paper, No. 10-043 for longer version.)
      • October 2014 (Revised August 2018)
      • Case

      Caesars Entertainment

      By: Janice H. Hammond and Aldo Sesia
      This case describes the introduction of a regression analysis model for forecasting guest arrivals to Caesars Palace hotel in Las Vegas, Nevada. The company will use the forecast to staff the front desk in the hotel. The staff is unionized and the company has little... View Details
      Keywords: Forecasting; Staffing; Gaming; Gaming Industry; Hotel Industry; Decision Making; Forecasting and Prediction; Human Resources; Selection and Staffing; Entertainment; Games, Gaming, and Gambling; Operations; Service Delivery; Service Operations; Accommodations Industry; Accommodations Industry; Accommodations Industry; Accommodations Industry; Las Vegas
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      Hammond, Janice H., and Aldo Sesia. "Caesars Entertainment." Harvard Business School Case 615-031, October 2014. (Revised August 2018.)
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