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      Analytics and Data ScienceRemove Analytics and Data Science →

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      • October 2010 (Revised November 2010)
      • Background Note

      Plavix: Drugs in the Age of Personalized Medicine

      By: Richard G. Hamermesh, Mara G. Aspinall and Rachel Gordon
      PIavix, one of the world's best selling drugs in 2010, appears to have a limited future. Its patent was due to expire soon, and recently new data had been discovered that indicated that a small subset of the population would be at risk for stroke, heart attack, or even... View Details
      Keywords: Health Care and Treatment; Product Positioning; Business and Government Relations; Genetics; Competitive Strategy; Pharmaceutical Industry
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      Hamermesh, Richard G., Mara G. Aspinall, and Rachel Gordon. "Plavix: Drugs in the Age of Personalized Medicine." Harvard Business School Background Note 811-001, October 2010. (Revised November 2010.)
      • September 2010
      • Article

      Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?

      By: Saravanan Kesavan, Vishal Gaur and Ananth Raman
      Firm-level sales forecasts for retailers can be improved if we incorporate cost of goods sold, inventory, and gross margin (defined here as the ratio of sales to cost of goods sold) as three endogenous variables. We construct a simultaneous equations model, estimated... View Details
      Keywords: Sales; Forecasting and Prediction; Distribution; Goods and Commodities; Cost; Public Sector; Profit; Mathematical Methods; Analytics and Data Science; Retail Industry; United States
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      Kesavan, Saravanan, Vishal Gaur, and Ananth Raman. "Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?" Management Science 56, no. 9 (September 2010): 1519–1533.
      • September 2010
      • Article

      Making Self-Regulation More Than Merely Symbolic: The Critical Role of the Legal Environment

      By: Jodi L. Short and Michael W. Toffel
      Using data from a sample of U.S. industrial facilities subject to the federal Clean Air Act from 1993 to 2003, this article theorizes and tests the conditions under which organizations' symbolic commitments to self-regulate are particularly likely to result in improved... View Details
      Keywords: Adoption; Code Law; Environmental Sustainability; Governing Rules, Regulations, and Reforms; Organizations; Governance Compliance; Strategy; Motivation and Incentives; United States
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      Short, Jodi L., and Michael W. Toffel. "Making Self-Regulation More Than Merely Symbolic: The Critical Role of the Legal Environment." Administrative Science Quarterly 55, no. 3 (September 2010): 361–396. (Lead article; Featured in the Stanford Social Innovation Review (Summer 2011) and in Behind the scenes of the Administrative Science Quarterly.)
      • July 2010
      • Case

      Metabical: Positioning and Communications Strategy for a New Weight Loss Drug

      By: John A. Quelch and Heather Beckham
      Cambridge Sciences Pharmaceuticals (CSP) expects final approval for its revolutionary weight loss drug, Metabical. Metabical will be the only weight loss drug with FDA approval that is also clinically proven to be effective for moderately overweight people. Barbara... View Details
      Keywords: Product Positioning; Marketing Communications; Product Launch; Consumer Behavior; Pharmaceutical Industry; United States
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      Quelch, John A., and Heather Beckham. "Metabical: Positioning and Communications Strategy for a New Weight Loss Drug." Harvard Business School Brief Case 104-240, July 2010.
      • 2010
      • Book

      The New Science of Retailing: How Analytics Are Transforming the Supply Chain and Improving Performance

      By: Marshall Fisher and Ananth Raman
      Retailers today are drowning in data but lacking in insight: They have huge volumes of information at their disposal. But they're unsure of how to sort through it and use it to make smart decisions. The result? They're struggling with profit-sapping supply chain... View Details
      Keywords: Profit; Knowledge Use and Leverage; Logistics; Supply Chain Management; Mathematical Methods; Retail Industry
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      Fisher, Marshall, and Ananth Raman. The New Science of Retailing: How Analytics Are Transforming the Supply Chain and Improving Performance. Harvard Business Press, 2010.
      • June 2010
      • Article

      What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns

      By: Glenn Ellison, Edward Glaeser and William R. Kerr
      Why do firms cluster near one another? We test Marshall's theories of industrial agglomeration by examining which industries locate near one another, or coagglomerate. We construct pairwise coagglomeration indices for US manufacturing industries from the Economic... View Details
      Keywords: Production; Economics; Industry Clusters; Analytics and Data Science; Labor; Theory; Goods and Commodities; United States; United Kingdom
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      Ellison, Glenn, Edward Glaeser, and William R. Kerr. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns." American Economic Review 100, no. 3 (June 2010): 1195–1213.
      • May 2010 (Revised May 2010)
      • Case

      Data.gov

      By: Karim R. Lakhani, Robert D. Austin and Yumi Yi
      This case presents the logic and execution underlying the launch of Data.gov, an instantiation of President Obama's initiative for transparency and open government. The process used by Vivek Kundra, the federal CIO, and his team to rapidly develop the website and to... View Details
      Keywords: Safety; Rights; Analytics and Data Science; Internet and the Web; Ethics; Cost vs Benefits; Innovation and Management; Information Management; Public Administration Industry; Information Industry; United States
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      Lakhani, Karim R., Robert D. Austin, and Yumi Yi. "Data.gov." Harvard Business School Case 610-075, May 2010. (Revised May 2010.)
      • May 2010
      • Article

      Modern Management: Good for the Environment or Just Hot Air?

      By: Nicholas Bloom, Christos Genakos, Ralf Martin and Raffaella Sadun
      We use an innovative methodology to measure management practices in over 300 manufacturing firms in the U.K. We then match this management data to production and energy usage information for establishments owned by these firms. We find that establishments in better... View Details
      Keywords: Energy Conservation; Management Practices and Processes; Performance Productivity; Environmental Sustainability; Pollutants; Manufacturing Industry; United Kingdom
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      Bloom, Nicholas, Christos Genakos, Ralf Martin, and Raffaella Sadun. "Modern Management: Good for the Environment or Just Hot Air?" Economic Journal 120, no. 544 (May 2010): 551–572.
      • Article

      Households' Willingness to Pay for 'Green' Goods: Evidence from Patagonia's Introduction of Organic Cotton Sportswear

      By: Ramon Casadesus-Masanell, Michael Crooke, Forest L. Reinhardt and Vishal Vasishth
      To shed light on individuals' willingness to pay for "green" goods (i.e., goods that are supposed to have lower adverse environmental impacts either in production or in use), we study data from the introduction by Patagonia, Inc., of organic cotton sportswear in the... View Details
      Keywords: Spending; Consumer Behavior; Environmental Sustainability; Consumer Products Industry
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      Casadesus-Masanell, Ramon, Michael Crooke, Forest L. Reinhardt, and Vishal Vasishth. "Households' Willingness to Pay for 'Green' Goods: Evidence from Patagonia's Introduction of Organic Cotton Sportswear." Journal of Economics & Management Strategy 18, no. 1 (Spring 2009): 203–233.
      • Article

      How Well Do Social Ratings Actually Measure Corporate Social Responsibility?

      By: Aaron K. Chatterji, David I. Levine and Michael W. Toffel
      Ratings of corporations' environmental activities and capabilities influence billions of dollars of "socially responsible" investments as well as some consumers, activists, and potential employees. In one of the first studies to assess these ratings, we examine how... View Details
      Keywords: Governance Compliance; Governing Rules, Regulations, and Reforms; Measurement and Metrics; Corporate Social Responsibility and Impact; Performance Effectiveness; Natural Environment; Pollutants
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      Chatterji, Aaron K., David I. Levine, and Michael W. Toffel. "How Well Do Social Ratings Actually Measure Corporate Social Responsibility?" Journal of Economics & Management Strategy 18, no. 1 (Spring 2009): 125–169.
      • 2008
      • Working Paper

      Modern Management: Good for the Environment or Just Hot Air?

      By: Nicholas Bloom, Christos Genakos, Ralf Martin and Raffaella Sadun
      We use an innovative methodology to measure management practices in over 300 manufacturing firms in the UK. We then match this management data to production and energy usage information for establishments owned by these firms. We find that establishments in better... View Details
      Keywords: Energy Conservation; Management Practices and Processes; Performance Productivity; Environmental Sustainability; Pollutants; Manufacturing Industry; United Kingdom
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      Bloom, Nicholas, Christos Genakos, Ralf Martin, and Raffaella Sadun. "Modern Management: Good for the Environment or Just Hot Air?" NBER Working Paper Series, No. 14394, October 2008.
      • October 2008
      • Article

      Organizational Responses to Environmental Demands: Opening the Black Box

      By: Magali Delmas and Michael W. Toffel
      This paper combines new and old institutionalism to explain differences in organizational strategies. We propose that differences in the influence of corporate departments lead their facilities to prioritize different external pressures and thus adopt different... View Details
      Keywords: Environmental Sustainability; Management Practices and Processes; Decisions; Adoption
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      Delmas, Magali, and Michael W. Toffel. "Organizational Responses to Environmental Demands: Opening the Black Box." Strategic Management Journal 29, no. 10 (October 2008): 1027–1055.
      • August 2008
      • Article

      Economic Links and Predictable Returns

      By: Lauren Cohen and Andrea Frazzini
      This paper finds evidence of return predictability across economically linked firms. We test the hypothesis that in the presence of investors subject to attention constraints, stock prices do not promptly incorporate news about economically related firms, generating... View Details
      Keywords: Economics; Price; Assets; Analytics and Data Science; Customers; Stocks; Equity; Strategy; Investment Return; Forecasting and Prediction
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      Cohen, Lauren, and Andrea Frazzini. "Economic Links and Predictable Returns." Journal of Finance 63, no. 4 (August 2008). (Winner of Smith Breeden Prize for the Best Paper Published in the Journal of Finance in Asset Pricing (Distinguished Paper) 2008. Winner of Chicago Quantitative Alliance Academic Paper Competition. First Prize presented by Chicago Quantitative Alliance. Winner of BSI Gamma Foundation Research Grant presented by BSI Gamma Foundation​.)
      • June 2008 (Revised May 2017)
      • Case

      Cook Composites and Polymers Co.

      By: Deishin Lee, Michael W. Toffel and Rachel Gordon
      This case describes how a company improves resource efficiency and process quality in its manufacturing process by developing a waste by-product into a new product. The case describes how CCP cleans production equipment between batches using styrene, which becomes a... View Details
      Keywords: Innovation and Invention; Product Development; Business Processes; Performance Efficiency; Natural Environment; Wastes and Waste Processing; Pollutants; Environmental Sustainability; Chemical Industry; Manufacturing Industry
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      Lee, Deishin, Michael W. Toffel, and Rachel Gordon. "Cook Composites and Polymers Co." Harvard Business School Case 608-055, June 2008. (Revised May 2017.)
      • May 2008
      • Article

      Coerced Confessions: Self-Policing in the Shadow of the Regulator

      By: Jodi L. Short and Michael W. Toffel
      As part of a recent trend toward more cooperative relations between regulators and industry, novel government programs are encouraging firms to monitor their own regulatory compliance and voluntarily report their own violations. In this study, we examine how regulatory... View Details
      Keywords: Governance Compliance; Law Enforcement; Corporate Disclosure; Governing Rules, Regulations, and Reforms; Environmental Sustainability; Programs; Power and Influence; Organizations; Decisions; Business and Government Relations; United States
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      Short, Jodi L., and Michael W. Toffel. "Coerced Confessions: Self-Policing in the Shadow of the Regulator." Journal of Law, Economics & Organization 24, no. 1 (May 2008): 45–71.
      • April 2008
      • Article

      The Survey of Industrial R&D—Patent Database Link Project

      By: William R. Kerr and Shihe Fu
      This paper details the construction of a firm-year panel dataset combining the NBER Patent Dataset with the Survey of Industrial R&D conducted by the Census Bureau and National Science Foundation. The dataset constitutes a platform that offers an unprecedented view of... View Details
      Keywords: Analytics and Data Science; Patents; Surveys; Research and Development; Innovation and Invention; Performance Productivity; Projects; Management Practices and Processes; Management Analysis, Tools, and Techniques
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      Kerr, William R., and Shihe Fu. "The Survey of Industrial R&D—Patent Database Link Project." Journal of Technology Transfer 33, no. 2 (April 2008): 173–186.
      • December 2007
      • Article

      The Malleability of Environmentalism

      By: Kimberly A. Wade-Benzoni, Min Li, Leigh L. Thompson and Max Bazerman
      In this paper, we predict and find that self-perceptions of environmentalism are changed by subtle manipulations of context and, in turn, affect environmental behavior. In Study 1, we found that people exhibit greater positive assessments of their environmental... View Details
      Keywords: Research; Environmental Sustainability; Behavior; Cognition and Thinking; Identity; Perception; Personal Characteristics
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      Wade-Benzoni, Kimberly A., Min Li, Leigh L. Thompson, and Max Bazerman. "The Malleability of Environmentalism." Analyses of Social Issues and Public Policy 7, no. 1 (December 2007).
      • October 2007
      • Article

      Supply and Demand Shifts in the Shorting Market

      By: Lauren Cohen, Karl B. Diether and Christopher J. Malloy
      Using proprietary data on stock loan fees and quantities from a large institutional investor, we examine the link between the shorting market and stock prices. Employing a unique identification strategy, we isolate shifts in the supply and demand for shorting. We find... View Details
      Keywords: Analytics and Data Science; Stocks; Financing and Loans; Price; Strategy; Demand and Consumers; Forecasting and Prediction; Investment Return; Markets; Information
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      Cohen, Lauren, Karl B. Diether, and Christopher J. Malloy. "Supply and Demand Shifts in the Shorting Market." Journal of Finance 62, no. 5 (October 2007): 2061–2096. (Winner of Smith Breeden Prize for the Best Paper Published in the Journal of Finance in Asset Pricing (Distinguished Paper) 2007.)
      • September 2007 (Revised September 2008)
      • Case

      Buildings and Energy

      By: Forest L. Reinhardt and Nazli Uludere
      Presents data on opportunities to conserve energy in buildings, which account for about a third of all energy use. Encourages readers to think about the impediments to energy efficiency in the buildings sector and the ways in which entrepreneurs can profitably surmount... View Details
      Keywords: Buildings and Facilities; Energy Conservation; Construction; Entrepreneurship; Investment; Innovation and Invention; Performance Efficiency; Environmental Sustainability; Construction Industry
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      Reinhardt, Forest L., and Nazli Uludere. "Buildings and Energy." Harvard Business School Case 708-024, September 2007. (Revised September 2008.)
      • April 2006
      • Background Note

      Informing Service Management with Customer Data

      By: Frances X. Frei and Dennis Campbell
      Taught as the third module in a Harvard Business School course on Managing Service Operations. Explores the role of data analysis in ongoing service management. Describes how to realize the maximum amount of value from analyses and use this information in... View Details
      Keywords: Decision Making; Design; Analytics and Data Science; Service Operations; Mathematical Methods; Value
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      Frei, Frances X., and Dennis Campbell. "Informing Service Management with Customer Data." Harvard Business School Background Note 606-097, April 2006.
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