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      Analytics and Data ScienceRemove Analytics and Data Science →

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      • February 2014 (Revised June 2014)
      • Background Note

      The Information Superhighway Meets the Highway: Technology and Mobility Trends and Opportunities

      By: Rosabeth Moss Kanter and Kevin Rosier
      Technological innovation is considered a competitive strength for America, but the nation does not score as high in deploying its technology. U.S. transportation systems are in need of repair and renewal, and the sector is at the cusp of a technological revolution. The... View Details
      Keywords: Technology; Information Technology; Infrastructure; Transportation; Information Infrastructure
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      Kanter, Rosabeth Moss, and Kevin Rosier. "The Information Superhighway Meets the Highway: Technology and Mobility Trends and Opportunities." Harvard Business School Background Note 314-093, February 2014. (Revised June 2014.)
      • January 2014 (Revised January 2017)
      • Case

      Nivea (A)

      By: Karim R. Lakhani, Johann Fuller, Volker Bilgram and Greta Friar
      The case describes the efforts of Beiersdorf, a worldwide leader in the cosmetics and skin care industries, to generate and commercialize new R&D through open innovation using external crowds and "netnographic" analysis. Beiersdorf, best known for its consumer brand... View Details
      Keywords: Innovation; Innovation Management; Crowdsourcing; Big Data; Innovation Strategy; Innovation and Management; Knowledge Management; Knowledge Sharing; Research and Development; Social and Collaborative Networks; Collaborative Innovation and Invention; Analytics and Data Science; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry
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      Lakhani, Karim R., Johann Fuller, Volker Bilgram, and Greta Friar. "Nivea (A)." Harvard Business School Case 614-042, January 2014. (Revised January 2017.)
      • January 2014
      • Case

      The Weather Company

      By: Rosabeth Moss Kanter
      New CEO David Kenny transformed The Weather Company in less than two years from a primary identity as a cable television channel to a multi-platform digital company innovating in the uses of weather data. He assesses progress and considers strategic choices and... View Details
      Keywords: Innovation; Strategy; Strategic Change; Change Management; Expansion; Weather; Growth and Development Strategy; Innovation and Invention; Technology Industry
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      Kanter, Rosabeth Moss. "The Weather Company." Harvard Business School Case 314-083, January 2014.
      • 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; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; Medical Devices and Supplies 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.
      • April 2013
      • Case

      Managing with Analytics at Procter & Gamble

      By: Thomas H. Davenport, Marco Iansiti and Alain Serels
      Senior management at P&G has put a strong emphasis on using data to make "better, smarter, real-time business decisions." The Global Business Services (GBS) organization has developed tools, systems and processes to provide managers throughout P&G with direct access to... View Details
      Keywords: Analytics; Data Management; Forecasting; Shared Services; Procter & Gamble; Laundry Detergent; Information Management; Forecasting and Prediction; Information Technology; Mathematical Methods; Consumer Products Industry; North America
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      Davenport, Thomas H., Marco Iansiti, and Alain Serels. "Managing with Analytics at Procter & Gamble." Harvard Business School Case 613-045, April 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
      • Working Paper

      Rainmakers: Why Bad Weather Means Good Productivity

      By: Jooa Julia Lee, Francesca Gino and Bradley R. Staats
      People believe that weather conditions influence their everyday work life, but to date, little is known about how weather affects individual productivity. Most people believe that bad weather conditions reduce productivity. In this research, we predict and find just... View Details
      Keywords: Productivity; Opportunity Cost; Distractions; Weather; Performance Productivity; Social Psychology; Mathematical Methods
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      Lee, Jooa Julia, Francesca Gino, and Bradley R. Staats. "Rainmakers: Why Bad Weather Means Good Productivity." Harvard Business School Working Paper, No. 13-005, July 2012.
      • 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).
      • March–April 2012
      • Article

      The Rise and Fall of Small Worlds: Exploring the Dynamics of Social Structure

      By: Ranjay Gulati, Maxim Sytch and Adam Tatarynowicz
      This paper explores the interplay between social structure and economic action by examining some of the evolutionary dynamics of an emergent network that coalesces into a small-world system. The study highlights the small-world system's evolutionary dynamics at both... View Details
      Keywords: Culture; System; Relationships; Globalization; Industry Clusters; Information; Networks; Competitive Strategy; Computer Industry
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      Gulati, Ranjay, Maxim Sytch, and Adam Tatarynowicz. "The Rise and Fall of Small Worlds: Exploring the Dynamics of Social Structure." Organization Science 23, no. 2 (March–April 2012): 449–471.
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