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      Data ScienceRemove Data Science →

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      • January 2014 (Revised December 2014)
      • Case

      GenapSys: Business Models for the Genome

      By: Richard G. Hamermesh, Joseph B. Fuller and Matthew Preble

      GenapSys, a California-based startup, was soon to release a new DNA sequencer that the company's founder, Hesaam Esfandyarpour, believed was truly revolutionary. The sequencer would be substantially less expensive—potentially costing just a few thousand dollars—and... View Details

      Keywords: DNA Sequencing; Life Sciences; Business Model; Innovation & Entrepreneurship; Health Care and Treatment; Genetics; Business Strategy; Biotechnology Industry; Pharmaceutical Industry; Technology Industry; Health Industry; Medical Devices and Supplies Industry; United States
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      Hamermesh, Richard G., Joseph B. Fuller, and Matthew Preble. "GenapSys: Business Models for the Genome." Harvard Business School Case 814-050, January 2014. (Revised December 2014.)
      • Fall 2013
      • Article

      Engaging Supply Chains in Climate Change

      By: Chonnikarn Fern Jira and Michael W. Toffel
      Suppliers are increasingly being asked to share information about their vulnerability to climate change and their strategies to reduce greenhouse gas emissions. Their responses vary widely. We theorize and empirically identify several factors associated with suppliers... View Details
      Keywords: Knowledge Sharing; Motivation and Incentives; Risk Management; Climate Change; Supply Chain Management; Environmental Sustainability
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      Jira, Chonnikarn Fern, and Michael W. Toffel. "Engaging Supply Chains in Climate Change." Special Issue on the Environment. Manufacturing & Service Operations Management 15, no. 4 (Fall 2013): 559–577.
      • August 2013 (Revised August 2014)
      • Case

      Catalina In the Digital Age

      By: Robert J. Dolan and Uma R. Karmarkar
      Catalina in the Digital Age considers how a company with a dominant market position should evolve its established product lines given the rise of novel digital technologies. Since its founding in 1983, Catalina had enjoyed a distinct position in the world of consumer... View Details
      Keywords: Big Data; Digital Technologies; Marketing; Customer Relationship Management; Consumer Behavior; Analytics and Data Science
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      Dolan, Robert J., and Uma R. Karmarkar. "Catalina In the Digital Age." Harvard Business School Case 514-021, August 2013. (Revised August 2014.)
      • Article

      Fast Generalized Subset Scan for Anomalous Pattern Detection

      By: Edward McFowland III, Skyler Speakman and Daniel B. Neill
      We propose Fast Generalized Subset Scan (FGSS), a new method for detecting anomalous patterns in general categorical data sets. We frame the pattern detection problem as a search over subsets of data records and attributes, maximizing a nonparametric scan statistic... View Details
      Keywords: Pattern Detection; Anomaly Detection; Knowledge Discovery; Bayesian Networks; Scan Statistics; Analytics and Data Science
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      McFowland III, Edward, Skyler Speakman, and Daniel B. Neill. "Fast Generalized Subset Scan for Anomalous Pattern Detection." Art. 12. Journal of Machine Learning Research 14 (2013): 1533–1561.
      • May 2013
      • Case

      Launching Krispy Natural: Cracking the Product Management Code

      By: Frank V. Cespedes and Heather Beckham
      Pemberton Products is a U.S. market leader in the cookie and bakery snacks segment of the sweet snack market. Looking to expand into the salty snack market, the company acquires Krispy Inc., a maker of salty snack crackers located in the southeastern U.S. To compete... View Details
      Keywords: Analytics and Data Science; Competition; Organizational Culture; Management Teams; Brands and Branding; Expansion; Marketing Strategy; Product Launch; Acquisition; Food and Beverage Industry; Ohio; United States
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      Cespedes, Frank V., and Heather Beckham. "Launching Krispy Natural: Cracking the Product Management Code." Harvard Business School Brief Case 913-574, May 2013.
      • May 2013
      • Teaching Note

      Launching Krispy Natural: Cracking the Product Management Code (Brief Case)

      By: Frank V. Cespedes and Heather Beckham
      This case study concerns a review and interpretation of test market results for a new packaged good product. The purpose of the case is to provide students with practice and guidelines in the analysis of quantitative test market data while illustrating the roles of... View Details
      Keywords: Analytics and Data Science; Analysis; Product Marketing
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      Cespedes, Frank V., and Heather Beckham. "Launching Krispy Natural: Cracking the Product Management Code (Brief Case)." Harvard Business School Teaching Note 913-575, May 2013.
      • 2013
      • Chapter

      Privacy Breach Analysis in Social Networks

      By: Frank Nagle
      Over the past 5–10 years, online social networks have rapidly expanded, and as of March 2012 the largest online social network, Facebook, had over 901 million active members. The wealth of information users post in their social network profiles, as well as the... View Details
      Keywords: Crime and Corruption; Social and Collaborative Networks; Social Media; Cybersecurity; Analytics and Data Science
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      Nagle, Frank. "Privacy Breach Analysis in Social Networks." In Mining Social Networks and Security Informatics, edited by Tansel Ozyer, Zeki Erdem, Jon Rokne, and Suheil Khoury, 63–77. Springer Science + Business Media, 2013.
      • 2015
      • Working Paper

      Online Word of Mouth and Product Review Disagreement

      By: Frank Nagle and Christoph Riedl
      Studies of online word of mouth have frequently posited―but never systematically conceptualized and explored―that the level of disagreement between existing product reviews can impact the volume and the valence of future reviews. In this study we develop a theoretical... View Details
      Keywords: Online Word Of Mouth; Online Communities; Viral Marketing; Online Product Reviews; Quality; Internet and the Web; Consumer Behavior; Marketing Reference Programs; Social and Collaborative Networks; Digital Marketing; Analytics and Data Science
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      Nagle, Frank, and Christoph Riedl. "Online Word of Mouth and Product Review Disagreement." Harvard Business School Working Paper, No. 13-091, May 2013. (Revised May 2015, selected for AOM Best Paper Proceedings.)
      • 2014
      • Working Paper

      Bridging Science and Technology Through Academic-Industry Partnerships

      By: Sen Chai and Willy C. Shih
      Scientific research and its translation into commercialized technology is a driver of wealth creation and economic growth. Partnerships to foster the translational processes from public research organizations, such as universities and hospitals, to private firms are a... View Details
      Keywords: Innovation; Firm Performance; Public-private Partnership Funding; Translational Research; Small And Medium Enterprises; Partners and Partnerships; Public Sector; Private Sector; Performance; Science-Based Business; Innovation and Invention
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      Chai, Sen, and Willy C. Shih. "Bridging Science and Technology Through Academic-Industry Partnerships." Harvard Business School Working Paper, No. 13-058, January 2013. (Revised July 2014.)
      • August 2012
      • Article

      Surviving the Global Financial Crisis: Foreign Ownership and Establishment Performance

      By: Laura Alfaro and Maggie Chen
      We examine the differential response of establishments to the recent global financial crisis with particular emphasis on the role of foreign ownership. Using a worldwide establishment panel dataset, we investigate how multinational subsidiaries around the world... View Details
      Keywords: Globalization; Financial Crisis; Multinational Firms and Management; Analytics and Data Science; Business Subsidiaries; Production; Finance; Performance; Ownership
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      Alfaro, Laura, and Maggie Chen. "Surviving the Global Financial Crisis: Foreign Ownership and Establishment Performance." American Economic Journal: Economic Policy 4, no. 3 (August 2012): 30–55. (Also NBER Working Paper No. 17141.)
      • 2014
      • Working Paper

      Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches

      By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang
      Applying a "co-search" algorithm to Internet traffic at the SEC's EDGAR web-site, we develop a novel method for identifying economically-related peer firms and for measuring their relative importance. Our results show that firms appearing in chronologically adjacent... View Details
      Keywords: Peer Firm; EDGAR Search Traffic; Revealed Preference; Co-search; Industry Classification; Analytics and Data Science; Internet and the Web; Mathematical Methods; Corporate Finance
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      Lee, Charles M.C., Paul Ma, and Charles C.Y. Wang. "Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches." Harvard Business School Working Paper, No. 13-048, November 2012. (Revised September 2013, March 2014, June 2014, July 2014.)
      • September 2012
      • Article

      Bringing Science to the Art of Strategy

      By: A. G. Lafley, Roger L. Martin, Jan W. Rivkin and Nicolaj Siggelkow
      For all its emphasis on data and number crunching, conventional strategic planning is not actually scientific. It lacks the hypothesis generation and testing that's at the heart of the scientific method. To produce novel and successful strategies, teams need to adopt a... View Details
      Keywords: Strategic Planning; Science
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      Lafley, A. G., Roger L. Martin, Jan W. Rivkin, and Nicolaj Siggelkow. "Bringing Science to the Art of Strategy." Harvard Business Review 90, no. 9 (September 2012).
      • Summer 2012
      • Article

      How to Become a Sustainable Company

      By: Robert G. Eccles, Kathleen Miller Perkins and George Serafeim
      Using field and survey data we identify the characteristics of sustainable companies, and we develop a two-stage model that can help companies develop a culture of innovation, trust, and the ability for transformational change. View Details
      Keywords: Sustainability; Innovation; Leadership; Environmental Sustainability; Organizational Culture; Innovation and Invention; Trust; Organizational Change and Adaptation
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      Eccles, Robert G., Kathleen Miller Perkins, and George Serafeim. "How to Become a Sustainable Company." MIT Sloan Management Review 53, no. 4 (Summer 2012): 43–50.
      • 2012
      • Article

      Exploring Re-Identification Risks in Public Domains

      By: Aditi Ramachandran, Lisa Singh, Edward Porter and Frank Nagle
      While re-identification of sensitive data has been studied extensively, with the emergence of online social networks and the popularity of digital communications, the ability to use public data for re-identification has increased. This work begins by presenting two... View Details
      Keywords: Safety; Analytics and Data Science; Social and Collaborative Networks
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      Ramachandran, Aditi, Lisa Singh, Edward Porter, and Frank Nagle. "Exploring Re-Identification Risks in Public Domains." Proceedings of the Annual International Conference on Privacy, Security, and Trust (2012).
      • June 2012
      • Article

      A Reexamination of Tunneling and Business Groups: New Data and New Methods

      By: Jordan I. Siegel and Prithwiraj Choudhury
      One of the most rigorous methodologies in the corporate governance literature uses firms' reactions to industry shocks to characterize the quality of governance. This methodology can produce the wrong answer unless one considers the ways firms compete. Because... View Details
      Keywords: Corporate Governance; Mergers And Acquisitions; Business Economics; Firm Organization; Firm Performance; Groups and Teams; Analytics and Data Science
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      Siegel, Jordan I., and Prithwiraj Choudhury. "A Reexamination of Tunneling and Business Groups: New Data and New Methods." Review of Financial Studies 25, no. 6 (June 2012): 1763–1798.
      • April 2012
      • Case

      Renesas Electronics and the Automotive Microcontroller Supply Chain (A)

      By: Willy Shih and Margaret Pierson
      The magnitude 9.0 earthquake that struck Japan in March 2011 caused extensive damage to Renesas Electronics wafer fabrication facility, a critical link in the global automotive supply chain. Many OEMs sole-sourced customized microprocessors from the fab, so its... View Details
      Keywords: Natural Disasters; Crisis Management; Supply Chain Management; Production; Strategy; Semiconductor Industry; Auto Industry; Japan
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      Shih, Willy, and Margaret Pierson. "Renesas Electronics and the Automotive Microcontroller Supply Chain (A)." Harvard Business School Case 612-071, April 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)
      • 2014
      • Working Paper

      Team Scaffolds: How Meso-Level Structures Support Role-based Coordination in Temporary Groups

      By: Melissa A. Valentine and Amy C. Edmondson
      This paper shows how meso-level structures support effective coordination in temporary groups. Prior research on coordination in temporary groups describes how roles encode individual responsibilities so that coordination between relative strangers is possible. We... View Details
      Keywords: Fluid Personnel; Team Scaffolds; Team Effectiveness; Role-based Coordination; Multi-method; Health Care and Treatment; Analytics and Data Science; Knowledge Use and Leverage; Organizational Structure; Outcome or Result; Performance Effectiveness; Groups and Teams; Networks; Behavior; Balance and Stability; Health Industry
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      Valentine, Melissa A., and Amy C. Edmondson. "Team Scaffolds: How Meso-Level Structures Support Role-based Coordination in Temporary Groups." Harvard Business School Working Paper, No. 12-062, January 2012. (Revised June 2014.)
      • 2012
      • Article

      Do Voters Demand Responsive Governments? Evidence from Indian Disaster Relief

      By: Shawn Cole, Andrew Healy and Eric Werker
      Using rainfall, public relief, and election data from India, we examine how governments respond to adverse shocks and how voters react to these responses. The data show that voters punish the incumbent party for weather events beyond its control. However, fewer voters... View Details
      Keywords: Political Elections; System Shocks; Natural Disasters; Policy; Motivation and Incentives; Public Opinion; India
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      Cole, Shawn, Andrew Healy, and Eric Werker. "Do Voters Demand Responsive Governments? Evidence from Indian Disaster Relief." Journal of Development Economics 97, no. 2 (March 2012): 167–181.
      • December 2011
      • Article

      Data Impediments to Empirical Work on Health Insurance Markets

      By: Leemore S. Dafny, David Dranove, Frank Limbrock and Fiona Scott Morton
      We compare four datasets that researchers might use to study competition in the health insurance industry. We show that the two datasets most commonly used to estimate market concentration differ considerably from each other (both in levels and in changes over time),... View Details
      Keywords: Competition; Analytics and Data Science; Market Participation; Insurance Industry
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      Dafny, Leemore S., David Dranove, Frank Limbrock, and Fiona Scott Morton. "Data Impediments to Empirical Work on Health Insurance Markets." B.E. Journal of Economic Analysis & Policy 11, no. 2 (December 2011).
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