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      • 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.)
      • 2017
      • Working Paper

      Biased Beliefs About Random Samples: Evidence from Two Integrated Experiments

      By: Daniel J. Benjamin, Don A. Moore and Matthew Rabin
      This paper describes results of a pair of incentivized experiments on biases in judgments about random samples. Consistent with the Law of Small Numbers (LSN), participants exaggerated the likelihood that short sequences and random subsets of coin flips would be... View Details
      Keywords: Probability; Economic Theory; Analysis; Incentives
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      Benjamin, Daniel J., Don A. Moore, and Matthew Rabin. "Biased Beliefs About Random Samples: Evidence from Two Integrated Experiments." NBER Working Paper Series, No. 23927, October 2017.
      • 2017
      • Book

      Entering StartUpLand: An Essential Guide to Finding the Right Job

      By: Jeffrey J. Bussgang
      Many professionals aspire to work for startups. Executives from large companies view them as models to help them adapt to today's dynamic innovation economy, while freshly minted MBAs see magic in founding something new. Yes, startups look magical, but they can also be... View Details
      Keywords: Business Startups; Managerial Roles; Job Search
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      Bussgang, Jeffrey J. Entering StartUpLand: An Essential Guide to Finding the Right Job. Boston: Harvard Business Review Press, 2017.
      • Article

      Howard Raiffa: The Art, Science, and Humanity of a Legendary Negotiation Analyst

      By: James K. Sebenius
      Rightly known as the “father of negotiation analysis,” Howard Raiffa was my thesis advisor, colleague, and friend for over 30 years. The bulk of this article develops an account of his intellectual trajectory from game theory to statistical decision theory to decision... View Details
      Keywords: Negotiation Analysis; Bargaining; Howard Raiffa; Negotiation; Personal Development and Career
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      Sebenius, James K. "Howard Raiffa: The Art, Science, and Humanity of a Legendary Negotiation Analyst." Negotiation Journal 33, no. 4 (October 2017): 283–307.
      • September 2017 (Revised March 2023)
      • Background Note

      Production Processes

      By: Willy Shih and Michael W. Toffel
      This note describes four broad categories of process architectures and then examines the nature of task assignment that typically would be found in a factory organized along the lines of each process type. It then delves more deeply into work flow policies, materials... View Details
      Keywords: Production Management; Production Planning; Production Scheduling; Process Analysis; Process Maps; Processing Times; Process Improvement; Production; Management; Product; Consumer Products Industry; Manufacturing Industry
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      Shih, Willy, and Michael W. Toffel. "Production Processes." Harvard Business School Background Note 618-023, September 2017. (Revised March 2023.)
      • Fall 2017
      • Article

      An Empirical Analysis of Investment Return Dispersion in Emerging Markets Private Equity

      By: Josh Lerner and Mark Baker
      The authors use transaction-level data to compare the dispersion of private equity (PE) returns in emerging markets (EMs) to the same in developed markets (DMs). They regress within-market absolute deviation from the mean on an EM indicator and controls. They find... View Details
      Keywords: Private Equity; Emerging Markets; Investment Return; Analysis
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      Lerner, Josh, and Mark Baker. "An Empirical Analysis of Investment Return Dispersion in Emerging Markets Private Equity." Journal of Private Equity 20, no. 4 (Fall 2017): 15–24.
      • September–October 2017
      • Article

      Blurring the Boundaries: The Interplay of Gender and Local Communities in the Commercialization of Social Ventures

      By: Stefan Dimitriadis, Matthew Lee, Lakshmi Ramarajan and Julie Battilana
      This paper examines the critical role of gender in the commercialization of social ventures. We argue that cultural beliefs about what is perceived to be appropriate work for each gender influence how founders of social ventures incorporate commercial activity into... View Details
      Keywords: Community; Cultural Beliefs; Social Enterprise; Gender; Local Range; Commercialization; Culture
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      Dimitriadis, Stefan, Matthew Lee, Lakshmi Ramarajan, and Julie Battilana. "Blurring the Boundaries: The Interplay of Gender and Local Communities in the Commercialization of Social Ventures." Organization Science 28, no. 5 (September–October 2017): 819–839.
      • 2017
      • Chapter

      High Stakes Negotiation: Indian Gaming and Tribal/State Compacts

      By: Gavin Clarkson and James K. Sebenius
      Although Indian tribes and the surrounding states were often bitter enemies throughout much of the history of the United States, recently tribes and states have been able to work cooperatively in a number of areas. In some instances, Congress has mandated such... View Details
      Keywords: Indian Gaming; Negotiation; Regulation; Tribal Sovereignty; Sovereign Finance; Negotiation Participants; Relationships; Cooperation; Connecticut
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      Clarkson, Gavin, and James K. Sebenius. "High Stakes Negotiation: Indian Gaming and Tribal/State Compacts." Chap. 8 in American Indian Business: Principles and Practices, edited by Deanna M. Kennedy, Charles Harrington, Amy Klemm Verbos, Daniel Stewart, Joseph Gladstone, and Gavin Clarkson, 130–161. Seattle: University of Washington Press, 2017.
      • September–October 2017
      • Article

      The Surprising Power of Online Experiments: Getting the Most Out of A/B and Other Controlled Tests

      By: Ron Kohavi and Stefan Thomke
      In the fast-moving digital world, even experts have a hard time assessing new ideas. Case in point: At Bing, a small headline change an employee proposed was deemed a low priority and shelved for months until one engineer decided to do a quick online controlled... View Details
      Keywords: Experiments; A/B Testing; Research; Consumer Behavior
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      Kohavi, Ron, and Stefan Thomke. "The Surprising Power of Online Experiments: Getting the Most Out of A/B and Other Controlled Tests." Harvard Business Review 95, no. 5 (September–October 2017): 74–82.
      • August 2017 (Revised December 2018)
      • Case

      Tamarin App: Natural Language Processing

      By: Srikant M. Datar and Caitlin N. Bowler
      In this case, students explore the challenges of using sentiment analysis to monitor and understand public perception around a software application, Tamarin SEO App. Technical topics include building a filtering classifier using naive Bayes and sentiment analysis This... View Details
      Keywords: Data Science; Branding; Data Analytics; Analytics and Data Science; Brands and Branding; Analysis; Perception; Planning
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      Datar, Srikant M., and Caitlin N. Bowler. "Tamarin App: Natural Language Processing." Harvard Business School Case 118-015, August 2017. (Revised December 2018.)
      • August 2017 (Revised March 2020)
      • Case

      Flex Hungary: Launching Production (A)

      By: Willy Shih
      This case examines design choices in the construction of flow lines. Flow lines are a popular way of arranging production because they are simple and inherently efficient. Equipment or workstations are arranged according to the sequence of steps in which a product is... View Details
      Keywords: Manufacturing; Line-balancing; Flow Line; Conveyor-paced Line; Consumer Goods; Consumer Products; Production Management; Production Planning; Production Scheduling; Operations; Production; Management; Supply Chain; Design; Analysis; Goods and Commodities; Consumer Products Industry; Manufacturing Industry; European Union
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      Shih, Willy. "Flex Hungary: Launching Production (A)." Harvard Business School Case 618-002, August 2017. (Revised March 2020.)
      • August 2017 (Revised August 2018)
      • Case

      The Oakland Athletics: Strategy & Metrics for a Budget

      By: Srikant M. Datar and Caitlin N. Bowler
      This case considers Oakland Athletics General Manager Billy Beane’s data driven and, in baseball circles unconventional, approach to winning games over the duration of the long Major League Baseball season. Beane’s critical approach to crafting strategy within his... View Details
      Keywords: Data Analysis; Metrics; Data Science; Analytics and Data Science; Analysis; Measurement and Metrics; Competitive Strategy; Organizational Culture; Sports Industry
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      Datar, Srikant M., and Caitlin N. Bowler. "The Oakland Athletics: Strategy & Metrics for a Budget." Harvard Business School Case 118-010, August 2017. (Revised August 2018.)
      • July 2017
      • Case

      Centerbridge Partners and Great Wolf Resorts: Buying from a Highly Regarded Competitor

      By: Josh Lerner, John D. Dionne and Amram Migdal
      The case examines the March 2015 Centerbridge Partners investment decision regarding whether to acquire Great Wolf Resorts, a North American family-oriented indoor water parks and hotel operator, from a private equity (PE) competitor, Apollo Global Management. The case... View Details
      Keywords: Private Equity Financing; Commercial Mortgage Backed Securities; CMBS; Secondary Buyouts; Business Ventures; Acquisition; Finance; Borrowing and Debt; Cost; Cost of Capital; Equity; Private Equity; Financial Instruments; Debt Securities; Accommodations Industry; Entertainment and Recreation Industry; Financial Services Industry; North and Central America; United States
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      Lerner, Josh, John D. Dionne, and Amram Migdal. "Centerbridge Partners and Great Wolf Resorts: Buying from a Highly Regarded Competitor." Harvard Business School Case 818-023, July 2017.
      • 2017
      • Article

      High-Skilled Migration and Agglomeration

      By: Sari Pekkala Kerr, William R. Kerr, Çağlar Özden and Christopher Parsons
      This paper reviews recent research regarding high-skilled migration. We adopt a data-driven perspective, bringing together and describing several ongoing research streams that range from the construction of global migration databases, to the legal codification of... View Details
      Keywords: Migration; Talent; Diaspora; Agglomeration; Diasporas; Industry Clusters; Talent and Talent Management; Immigration
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      Kerr, Sari Pekkala, William R. Kerr, Çağlar Özden, and Christopher Parsons. "High-Skilled Migration and Agglomeration." Annual Review of Economics 9 (2017): 201–234.
      • Article

      Who Will Vote Quadratically? Voter Turnout and Votes Cast Under Quadratic Voting

      By: Louis Kaplow and Scott Duke Kominers
      Who will vote quadratically in large-N elections under quadratic voting (QV)? First, who will vote? Although the core QV literature assumes that everyone votes, turnout is endogenous. Drawing on other work, we consider the representativeness of endogenously... View Details
      Keywords: Voting Turnout; Paradox Of Voting; Quadratic Voting; Pivotality; Elections; Voting; Political Elections; Mathematical Methods
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      Kaplow, Louis, and Scott Duke Kominers. "Who Will Vote Quadratically? Voter Turnout and Votes Cast Under Quadratic Voting." Special Issue on Quadratic Voting and the Public Good. Public Choice 172, nos. 1-2 (July 2017): 125–149.
      • June 2017
      • Case

      AT&T Versus Verizon: A Financial Comparison

      By: V.G. Narayanan and Joel L. Heilprin
      This case asks students to prepare a report comparing the financial and operating performance of AT&T and Verizon. Taking the perspective of a communications industry analyst, they must also consider the differences between and implications of the companies' business... View Details
      Keywords: Financial Statements; Operations; Analysis; Business Model; Accounting; Performance Effectiveness; Telecommunications Industry
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      Narayanan, V.G., and Joel L. Heilprin. "AT&T Versus Verizon: A Financial Comparison." Harvard Business School Brief Case 917-543, 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

      Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports

      By: Kenneth Merkley, Roni Michaely and Joseph Pacelli
      We examine changes in the scope of the sell-side analyst industry and whether these changes impact information dissemination and the quality of analysts’ reports. Our findings suggest that changes in the number of analysts covering an industry impact analyst... View Details
      Keywords: Analyst Industry; Sell-side Analysts; Analyst Reports; Finance; Analysis; Information; Reports; Quality; Financial Services Industry
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      Merkley, Kenneth, Roni Michaely, and Joseph Pacelli. "Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports." Journal of Finance 72, no. 3 (June 2017): 1285–1334.
      • 2019
      • Chapter

      Return on Invested Capital (ROIC)

      By: Carliss Y. Baldwin
      Return on invested capital (ROIC) is a financial measure of the profitability of a firm or business unit. If it is greater than the business's cost of capital, then reinvestment of earnings increases shareholder VALUE. The ROIC also determines a maximum self-sustaining... View Details
      Keywords: Capital Efficiency; Dupont Analysis; Financial Metrics; Schumpeterian Competition; Sustainable Growth; Competitive Advantage; Financial Strategy; Resource Allocation; Valuation; Value Creation
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      Baldwin, Carliss Y. "Return on Invested Capital (ROIC)." In The Palgrave Encyclopedia of Strategic Management. Continuously updated edition, edited by Mie Augier and David J. Teece. Palgrave Macmillan, 2017. Electronic. (Pre-published, October 2013.)
      • May 2017
      • Case

      CNS Worldwide

      By: Robert J. Dolan and Karthik Easwar
      CNS Worldwide has long been the market share leader in the IaaS cloud server market, yet it has remained unprofitable for years. Industry capacity utilization is low, and prices have declined over 70% over the last decade. CNS is considering withdrawing from the market... View Details
      Keywords: Price; Marketing; Performance Capacity; Bids and Bidding; Analysis; Web Services Industry
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      Dolan, Robert J., and Karthik Easwar. "CNS Worldwide." Harvard Business School Brief Case 917-531, May 2017.
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