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    • All HBS Web  (1,026)
      • Faculty Publications  (218)

      Predictive ModelsRemove Predictive Models →

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      • October 2015
      • Article

      Agglomerative Forces and Cluster Shapes

      By: William R. Kerr and Scott Duke Kominers
      We model spatial clusters of similar firms. Our model highlights how agglomerative forces lead to localized, individual connections among firms, while interaction costs generate a defined distance over which attraction forces operate. Overlapping firm interactions... View Details
      Keywords: Agglomeration; Clusters; Industrial Organization; Silicon Valley; Technology Flows; Patents; Networks; Information Technology; Industry Clusters; Entrepreneurship; California
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      Kerr, William R., and Scott Duke Kominers. "Agglomerative Forces and Cluster Shapes." Review of Economics and Statistics 97, no. 4 (October 2015): 877–899.
      • Article

      The Cross Section of Expected Holding Period Returns and Their Dynamics: A Present Value Approach

      By: Matthew R. Lyle and Charles C.Y. Wang
      We provide a tractable model of firm-level expected holding period returns using two firm fundamentals—book-to-market ratio and ROE—and study the cross-sectional properties of the model-implied expected returns. We find that 1) firm-level expected returns and expected... View Details
      Keywords: Expected Returns; Discount Rates; Holding Period Returns; Fundamental Valuation; Present Value; Valuation; Investment Return
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      Lyle, Matthew R., and Charles C.Y. Wang. "The Cross Section of Expected Holding Period Returns and Their Dynamics: A Present Value Approach." Journal of Financial Economics 116, no. 3 (June 2015): 505–525.
      • April 2015
      • Case

      Carolinas HealthCare System: Consumer Analytics

      By: John A. Quelch and Margaret L. Rodriguez
      In 2014, Dr. Michael Dulin, chief clinical officer for analytics and outcomes research and head of the Dickson Advanced Analytics (DA2) group at Carolinas HealthCare System (CHS), successfully unified all analytics talent and resources into one group over a three year... View Details
      Keywords: Consumer Segmentation; Big Data; Management Information Systems; Hospital Management; Health Care and Treatment; Marketing; Segmentation; Analytics and Data Science; Information Management; Information Technology; Health; Health Industry; United States
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      Quelch, John A., and Margaret L. Rodriguez. "Carolinas HealthCare System: Consumer Analytics." Harvard Business School Case 515-060, April 2015.
      • April 2015
      • Article

      Money Creation and the Shadow Banking System

      By: Adi Sunderam
      Many explanations for the rapid growth of the shadow banking system in the mid-2000s focus on money demand. This paper asks whether the short-term liabilities of the shadow banking system behave like money. We first present a simple model where households demand money... View Details
      Keywords: Financial Instruments; Banks and Banking
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      Sunderam, Adi. "Money Creation and the Shadow Banking System." Review of Financial Studies 28, no. 4 (April 2015): 939–977.
      • December 2014
      • Case

      Groupon: A New CEO Takes Charge

      By: Lynda M. Applegate and Arnold B. Peinado
      On August 7, 2013, Eric Lefkofsky, the chairman and largest shareholder of Groupon was named CEO, replacing founder Andrew Mason, who had run the company since its inception in 2009. When Groupon had its initial public offering (IPO) in November 2011, the company's... View Details
      Keywords: Entrepreneurial Management; Disruptive Technologies; Growth Strategy; Customer Relations; Service Management; International Business; Business Models; Strategy Execution; Entrepreneurship; Growth and Development Strategy; Business Model; United States
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      Applegate, Lynda M., and Arnold B. Peinado. "Groupon: A New CEO Takes Charge." Harvard Business School Case 815-083, December 2014.
      • 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; Travel Industry; Tourism Industry; Food and Beverage 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.)
      • Article

      Learning Through Noticing: Theory and Evidence from a Field Experiment

      By: Rema Hanna, Sendhil Mullainathan and Joshua Schwartzstein
      We consider a model of technological learning under which people "learn through noticing": they choose which input dimensions to attend to and subsequently learn about from available data. Using this model, we show how people with a great deal of experience may... View Details
      Keywords: Perception; Behavior; Learning
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      Hanna, Rema, Sendhil Mullainathan, and Joshua Schwartzstein. "Learning Through Noticing: Theory and Evidence from a Field Experiment." Quarterly Journal of Economics 129, no. 3 (August 2014): 1311–1353. (Online Appendix.)
      • August 2014
      • Article

      Mortgage Convexity

      By: Samuel G. Hanson
      Most home mortgages in the United States are fixed-rate loans with an embedded prepayment option. When long-term rates decline, the effective duration of mortgage-backed securities (MBS) falls due to heightened refinancing expectations. I show that these changes in MBS... View Details
      Keywords: Mortgages; Interest Rates; Volatility
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      Hanson, Samuel G. "Mortgage Convexity." Journal of Financial Economics 113, no. 2 (August 2014): 270–299. (Internet Appendix Here.)
      • April 2014
      • Article

      The Emergence of 'Us and Them' in 80 Lines of Code: Modeling Group Genesis in Homogeneous Populations

      By: Kurt Gray, David G. Rand, Eyal Ert, Kevin Lewis, Steve Hershman and Michael I. Norton
      Psychological explanations of group genesis often require population heterogeneity in identity or other characteristics, whether deep (e.g., religion) or superficial (e.g., eye color). We use game-theoretical agent-based models to explore group genesis in homogeneous... View Details
      Keywords: Groups and Teams
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      Gray, Kurt, David G. Rand, Eyal Ert, Kevin Lewis, Steve Hershman, and Michael I. Norton. "The Emergence of 'Us and Them' in 80 Lines of Code: Modeling Group Genesis in Homogeneous Populations." Psychological Science 25, no. 4 (April 2014): 982–990.
      • 2014
      • Article

      Bond Supply and Excess Bond Returns

      By: Robin Greenwood and Dimitri Vayanos
      We examine empirically how the maturity structure of government debt affects bond yields and excess returns. Our analysis is based on a theoretical model of preferred habitat in which clienteles with strong preferences for specific maturities trade with arbitrageurs.... View Details
      Keywords: Bonds; Investment Return
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      Greenwood, Robin, and Dimitri Vayanos. "Bond Supply and Excess Bond Returns." Review of Financial Studies 27, no. 3 (March 2014): 663–713. (Also earlier version NBER Working Paper Series, No. 13806, February 2008.)
      • 2014
      • Working Paper

      Bio-Piracy or Prospering Together? Fuzzy Set and Qualitative Analysis of Herbal Patenting by Firms

      By: Prithwiraj Choudhury and Tarun Khanna
      Since the 1990s, several Western firms have filed patents based on medicinal herbs from emerging markets, evoking protests from local stakeholders against 'bio-piracy'. We explore conditions under which firms and local stakeholders share rents from such patents. Our... View Details
      Keywords: Rents From New Technology; Local Stakeholders; Herbal Patents; QCA; Fuzzy Set Analysis; Qualitative Case Studies; Plant-Based Agribusiness; Patents; Emerging Markets; Health Care and Treatment; Business and Stakeholder Relations; Cross-Cultural and Cross-Border Issues; Agriculture and Agribusiness Industry; Pharmaceutical Industry
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      Choudhury, Prithwiraj, and Tarun Khanna. "Bio-Piracy or Prospering Together? Fuzzy Set and Qualitative Analysis of Herbal Patenting by Firms." Harvard Business School Working Paper, No. 14-081, February 2014.
      • October 2013
      • Article

      Ad Revenue and Content Commercialization: Evidence from Blogs

      By: Monic Sun and Feng Zhu
      Many scholars argue that when incentivized by ad revenue, content providers are more likely to tailor their content to attract "eyeballs," and as a result, popular content may be excessively supplied. We empirically test this prediction by taking advantage of the... View Details
      Keywords: Ad-sponsored Business Models; Media Content; Blog; Revenue Sharing; User-generated Content; Platform-based Markets; Blogs; Business Model; Digital Platforms; Commercialization; Digital Marketing
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      Sun, Monic, and Feng Zhu. "Ad Revenue and Content Commercialization: Evidence from Blogs." Management Science 59, no. 10 (October 2013): 2314–2331.
      • 2013
      • Working Paper

      Applying Random Coefficient Models to Strategy Research: Testing for Firm Heterogeneity, Predicting Firm-Specific Coefficients, and Estimating Strategy Trade-Offs

      By: Juan Alcacer, Wilbur Chung, Ashton Hawk and Goncalo Pacheco-de-Almeida
      Although Strategy research aims to understand how firm actions have differential effects on performance, most empirical research estimates the average effects of these actions across firms. This paper promotes Random Coefficients Models (RCMs) as an ideal empirical... View Details
      Keywords: Strategy; Mathematical Methods
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      Alcacer, Juan, Wilbur Chung, Ashton Hawk, and Goncalo Pacheco-de-Almeida. "Applying Random Coefficient Models to Strategy Research: Testing for Firm Heterogeneity, Predicting Firm-Specific Coefficients, and Estimating Strategy Trade-Offs." Harvard Business School Working Paper, No. 14-022, September 2013.
      • 2019
      • Working Paper

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability, or their responsiveness to a... View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Harvard Business School Working Paper, No. 14-020, September 2013. (Revised December 2019. Forthcoming at Marketing Science.)
      • Article

      Employee Selection as a Control System

      By: Dennis Campbell
      Theories from the economics, management control, and organizational behavior literatures predict that when it is difficult to align incentives by contracting on output, aligning preferences via employee selection may provide a useful alternative. This study... View Details
      Keywords: Management Systems; Governance Controls; Employees; Selection and Staffing; Motivation and Incentives; Decision Making; Business Model
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      Campbell, Dennis. "Employee Selection as a Control System." Journal of Accounting Research 50, no. 4 (September 2012): 931–966.
      • Forthcoming
      • Chapter

      Intermediation and Diffusion of Responsibility in Negotiation: A Case of Bounded Ethicality

      By: Neeru Paharia, Lucas Clayton Coffman and Max Bazerman
      This article compares direct deception with deception via an intermediary in the bargaining context. It describes a growing experimental literature that suggests how perceived ethics surrounding transactions with multiple partners can encourage misbehavior. It is noted... View Details
      Keywords: Negotiation Process; Ethics
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      Paharia, Neeru, Lucas Clayton Coffman, and Max Bazerman. "Intermediation and Diffusion of Responsibility in Negotiation: A Case of Bounded Ethicality." In The Oxford Handbook of Economic Conflict Resolution, edited by Gary E. Bolton and Rachel T.A. Croson, 37–46. New York: Oxford University Press, 2012.
      • 2012
      • Working Paper

      ~Why Do We Redistribute so Much but Tag so Little? Normative Diversity, Equal Sacrifice and Optimal Taxation

      By: Matthew Weinzierl
      Tagging is a free lunch in conventional optimal tax theory because it eases the classic tradeoff between efficiency and equality. But tagging is used in only limited ways in tax policy. I propose one explanation: conventional optimal tax theory has yet to capture the... View Details
      Keywords: Forecasting and Prediction; Cost; Framework; Policy; Taxation; Analytics and Data Science; Performance Efficiency; United States
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      Weinzierl, Matthew. "~Why Do We Redistribute so Much but Tag so Little? Normative Diversity, Equal Sacrifice and Optimal Taxation." Harvard Business School Working Paper, No. 12-064, January 2012. (Revised August 2012. NBER Working Paper Series, No. 18045, August 2012)
      • December 2011
      • Article

      CEO and Board Chair Roles: To Split or Not to Split?

      By: Aiyesha Dey, Ellen Engel and Xiaohui Liu
      We examine the performance and compensation implications of firms' decisions to combine the roles of CEO and board chairman (duality). We document that firms that split the CEO and chairman positions due to investor pressure have significantly lower announcement... View Details
      Keywords: CEO Duality; Board Chairman; Firm Performance; Pay-performance Sensitivity; Corporate Governance; Governing and Advisory Boards; Leadership; Performance Efficiency
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      Dey, Aiyesha, Ellen Engel, and Xiaohui Liu. "CEO and Board Chair Roles: To Split or Not to Split?" Journal of Corporate Finance 17, no. 5 (December 2011): 1595–1618.
      • September 2011
      • Article

      Information Risk and Fair Value: An Examination of Equity Betas

      By: Edward J. Riedl and George Serafeim
      Using a sample of U.S. financial institutions, we exploit recent mandatory disclosures of financial instruments designated as fair value level 1, 2, and 3 to test whether greater information risk in financial instrument fair values leads to higher cost of capital. We... View Details
      Keywords: Forecasting and Prediction; Assets; Cost of Capital; Financial Institutions; Financial Instruments; Corporate Disclosure; Information; Risk and Uncertainty; Value; United States
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      Riedl, Edward J., and George Serafeim. "Information Risk and Fair Value: An Examination of Equity Betas." Journal of Accounting Research 49, no. 4 (September 2011): 1083–1122.
      • 2013
      • Working Paper

      Return Predictability in the Treasury Market: Real Rates, Inflation, and Liquidity

      By: Carolin E. Pflueger and Luis M. Viceira
      Estimating the liquidity differential between inflation-indexed and nominal bond yields, we separately test for time-varying real rate risk premia, inflation risk premia, and liquidity premia in U.S. and U.K. bond markets. We find strong, model independent evidence... View Details
      Keywords: Expectations Hypothesis; Term Structure; Real Interest Rate Risk; Inflation Risk; Inflation-Indexed Bonds; Financial Crisis; Inflation and Deflation; Financial Liquidity; Bonds; Investment Return; Risk and Uncertainty; United Kingdom; United States
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      Pflueger, Carolin E., and Luis M. Viceira. "Return Predictability in the Treasury Market: Real Rates, Inflation, and Liquidity." Harvard Business School Working Paper, No. 11-094, March 2011. (Revised September 2013.)
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