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      • 2017
      • Working Paper

      Exploring the Relationship between Architecture Coupling and Software Vulnerabilities: A Google Chrome Case

      By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Dan Sturtevant and Lee Doolan
      Employing software metrics, such as size and complexity, for predicting defects has been given a lot of attention over the years and has proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings.... View Details
      Keywords: Software; Architecture; Coupling; Vulnerabilities; Applications and Software; Complexity; Measurement and Metrics
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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Dan Sturtevant, and Lee Doolan. "Exploring the Relationship between Architecture Coupling and Software Vulnerabilities: A Google Chrome Case." Harvard Business School Working Paper, No. 17-078, February 2017.
      • February 2017 (Revised June 2017)
      • Case

      ExxonMobil: Business as Usual? (A)

      By: George Serafeim, Shiva Rajgopal and David Freiberg
      Climate change was becoming an important societal and business issue as more governments were introducing climate change related regulations and investors became increasibly worried about stranded assets within oil and gas firms. In September 2016, the U.S. Securities... View Details
      Keywords: Oil & Gas; Oil Prices; Oil Companies; Asset Impairment; Predictive Analytics; Sustainability; Environmental Impact; Innovation; Disclosure; Accounting; Valuation; Climate Change; Renewable Energy; Environmental Sustainability; Financial Reporting; Energy Industry
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      Serafeim, George, Shiva Rajgopal, and David Freiberg. "ExxonMobil: Business as Usual? (A)." Harvard Business School Case 117-046, February 2017. (Revised June 2017.)
      • February 2017 (Revised June 2017)
      • Supplement

      ExxonMobil: Business as Usual? (B)

      By: George Serafeim, Shiva Rajgopal and David Freiberg
      The case presents ExxonMobil's response to growing pressure to disclose how climate change will impact their business. This includes multiple asset impairments and losing a proxy vote to shareholders to increase climate change related reporting. Supplements the (B)... View Details
      Keywords: Oil & Gas; Oil Prices; Oil Companies; Asset Impairment; Predictive Analytics; Sustainability; Environmental Impact; Innovation; Disclosure; Accounting; Valuation; Energy Sources; Ethics; Corporate Disclosure; Governance Compliance; Climate Change; Financial Reporting; Energy Industry; United States
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      Serafeim, George, Shiva Rajgopal, and David Freiberg. "ExxonMobil: Business as Usual? (B)." Harvard Business School Supplement 117-047, February 2017. (Revised June 2017.)
      • Article

      Does 'Liking' Lead to Loving? The Impact of Joining a Brand's Social Network on Marketing Outcomes

      By: Leslie K. John, Oliver Emrich, Sunil Gupta and Michael I. Norton
      Does “liking” a brand on Facebook cause a person to view it more favorably? Or is “liking” simply a symptom of being fond of a brand? We disentangle these possibilities and find evidence for the latter: brand attitudes and purchasing are predicted by consumers’... View Details
      Keywords: Brands; Marketing Effectiveness; Brand Evaluation; Peer Influence; Brands and Branding; Social and Collaborative Networks; Social Media
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      John, Leslie K., Oliver Emrich, Sunil Gupta, and Michael I. Norton. "Does 'Liking' Lead to Loving? The Impact of Joining a Brand's Social Network on Marketing Outcomes." Journal of Marketing Research (JMR) 54, no. 1 (February 2017): 144–155.
      • January 2017 (Revised August 2017)
      • Case

      Weathernews

      By: Karim R. Lakhani and Akiko Kanno
      Tomohiro Ishibashi (Bashi), chief executive officer for B to S, and Julia Foote LeStage, chief innovation officer of Weathernews Inc., were addressing a panel at the HBS Digital Summit on creative uses of big data. They told the summit attendees about how the Sakura... View Details
      Keywords: Crowdsourcing; Operations; Globalization; Weather; Forecasting and Prediction; Global Strategy
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      Lakhani, Karim R., and Akiko Kanno. "Weathernews." Harvard Business School Case 617-053, January 2017. (Revised August 2017.)
      • 9 Dec 2016
      • Conference Presentation

      Discovering Unknown Unknowns of Predictive Models

      By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Eric Horvitz
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      Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Eric Horvitz. "Discovering Unknown Unknowns of Predictive Models." Paper presented at the 30th Annual Conference on Neural Information Processing Systems (NIPS), Workshop on Reliable Machine Learning in the Wild, Barcelona, Spain, December 9, 2016.
      • December 2016
      • Article

      Social Network Utilization and the Impact of Academic Research in Marketing

      By: Stav Rosenzweig, Amir Grinstein and Elie Ofek
      The forces that drive the impact of academic research articles in the marketing discipline are of great interests to authors, editors, and the discipline’s policy makers. A key understudied driver is social network utilization by academic researchers. In this paper, we... View Details
      Keywords: Social Networks; Academic Reserach; Human Capital; Country Of Origin; Scientometrics; Social and Collaborative Networks; Research; Marketing; Gender; Human Resources; Social Media
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      Rosenzweig, Stav, Amir Grinstein, and Elie Ofek. "Social Network Utilization and the Impact of Academic Research in Marketing." International Journal of Research in Marketing 33, no. 4 (December 2016): 818–839.
      • November 2016 (Revised April 2018)
      • Case

      reMarkable: e-Writing the Future

      By: Elie Ofek and Curtis Hsu
      Magnus Wanberg is the creator of reMarkable, a breakthrough e-writer device set apart from similar products on the market by having solved the frustrating “slow ink” problem typically experienced on pen-based electronic devices, thus providing a “pen and paper” like... View Details
      Keywords: Entrepreneurial Marketing; Innovation Management; Go To Market Strategy; Marketing Plan; Target Market; Digital Devices; Consumer Electronics; Forecasting; Information Technology; Marketing Strategy; Innovation and Management; Marketing Channels; Entrepreneurship; Forecasting and Prediction; Product Marketing; Product Development; Electronics Industry
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      Ofek, Elie, and Curtis Hsu. "reMarkable: e-Writing the Future." Harvard Business School Case 517-018, November 2016. (Revised April 2018.)
      • November 15, 2016
      • Article

      Prediction Markets Didn't Call Trump's Win, Either

      By: Scott Duke Kominers
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      Kominers, Scott Duke. "Prediction Markets Didn't Call Trump's Win, Either." Bloomberg View (November 15, 2016).
      • 2016
      • Working Paper

      Innovation Network

      By: Daron Acemoglu, Ufuk Akcigit and William Kerr
      Technological progress builds upon itself, with the expansion of invention in one domain propelling future work in linked fields. Our analysis uses 1.8 million U.S. patents and their citation properties to map the innovation network and its strength. Past innovation... View Details
      Keywords: Innovation; Growth; Networks; Patents; Industry Growth; Technology Industry
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      Acemoglu, Daron, Ufuk Akcigit, and William Kerr. "Innovation Network." Harvard Business School Working Paper, No. 17-033, October 2016.
      • October 11, 2016
      • Article

      Innovation Network

      By: Daron Acemoglu, Ufuk Akcigit and William R. Kerr
      Technological progress builds upon itself, with the expansion of invention in one domain propelling future work in linked fields. Our analysis uses 1.8 million U.S. patents and their citation properties to map the innovation network and its strength. Past innovation... View Details
      Keywords: Innovation and Invention; Networks; Patents
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      Acemoglu, Daron, Ufuk Akcigit, and William R. Kerr. "Innovation Network." Proceedings of the National Academy of Sciences 113, no. 41 (October 11, 2016).
      • October 2016 (Revised April 2018)
      • Case

      DataXu: Selling Ad Tech

      By: Frank V. Cespedes, John Deighton, Lisa Cox and Olivia Hull
      DataXu served marketers by buying digital advertising for brands using its demand-side platform. It sought a way to build a more predictable revenue stream in the very transactional media marketplace, and hoped that two new marketing analytics products would give it a... View Details
      Keywords: Sales Management; Pricing; Programmatic Ad Buying; "Marketing Analytics"; Advertising Technology; Sales; Digital Marketing; Marketing Strategy; Advertising Campaigns; Product Launch; Product Positioning; Media; Technology Industry; Advertising Industry; Boston; Massachusetts
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      Cespedes, Frank V., John Deighton, Lisa Cox, and Olivia Hull. "DataXu: Selling Ad Tech." Harvard Business School Case 817-012, October 2016. (Revised April 2018.)
      • October 2016
      • Article

      Technical Debt and System Architecture: The Impact of Coupling on Defect-related Activity

      By: Alan MacCormack and Daniel J. Sturtevant
      Technical debt is created when design decisions that are expedient in the short-term increase the costs of maintaining and adapting this system in future. An important component of technical debt relates to decisions about system architecture. As systems grow and... View Details
      Keywords: Information Infrastructure; Performance Efficiency; Applications and Software; Infrastructure
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      MacCormack, Alan, and Daniel J. Sturtevant. "Technical Debt and System Architecture: The Impact of Coupling on Defect-related Activity." Journal of Systems and Software 120 (October 2016): 170–182. (Received 31 May 2015. Revised 28 May 2016. Accepted 4 June 2016.)
      • September 2016
      • Article

      Bounded Awareness: Implications for Ethical Decision Making

      By: Max Bazerman and Ovul Sezer
      In many of the business scandals of the new millennium, the perpetrators were surrounded by people who could have recognized the misbehavior, yet failed to notice it. To explain such inaction, management scholars have been developing the area of behavioral ethics and... View Details
      Keywords: Ethics
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      Bazerman, Max, and Ovul Sezer. "Bounded Awareness: Implications for Ethical Decision Making." Organizational Behavior and Human Decision Processes 136 (September 2016): 95–105.
      • 2016
      • Book

      Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services

      By: Elie Ofek, Eitan Muller and Barak Libai
      This book bridges the gap between what academics know, and what innovation stakeholders—from managers, to investors, to analysts, to consumers—need to know about how new products and services are expected to perform in the marketplace. The book develops a compelling... View Details
      Keywords: Innovation; Technology Diffusion; New Products; Customer Lifetime Value; Monetization Strategy; Social Influence; Innovation Adoption; Forecasting Demand; Commercialization; Marketing Strategy; Practice; Customer Value and Value Chain; Research; Innovation and Management; Technology Adoption; Forecasting and Prediction; Product Development
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      Ofek, Elie, Eitan Muller, and Barak Libai. Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services. University of Chicago Press, 2016.
      • August 2016 (Revised July 2018)
      • Case

      Accenture Human Capital Strategy

      By: Paula A. Price, V.G. Narayanan and James Weber
      Accenture is a leading global consulting, technology, and outsourcing company. It has clients and its own operations throughout the world. This case describes the human resources and related activities necessary to deliver its services to clients. It allows students to... View Details
      Keywords: Management Consulting; Technology Consulting; Outsourcing; Human Resources; Activity Based Costing and Management; Management Practices and Processes
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      Price, Paula A., V.G. Narayanan, and James Weber. "Accenture Human Capital Strategy." Harvard Business School Case 117-032, August 2016. (Revised July 2018.)
      • Article

      Can Analysts Assess Fundamental Risk and Valuation Uncertainty? An Empirical Analysis of Scenario-Based Value Estimates

      By: Peter R. Joos, Joseph D. Piotroski and Suraj Srinivasan
      We use a dataset of sell-side analysts' scenario-based valuation estimates to examine whether analysts reliably assess the risk surrounding a firm's fundamental value. We find that the spread in analysts' state-side contingent valuations captures the riskiness of... View Details
      Keywords: Analyst Forecasts; Scenarios; Uncertainty; Risk and Uncertainty; Valuation; Forecasting and Prediction
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      Joos, Peter R., Joseph D. Piotroski, and Suraj Srinivasan. "Can Analysts Assess Fundamental Risk and Valuation Uncertainty? An Empirical Analysis of Scenario-Based Value Estimates." Journal of Financial Economics 121, no. 3 (September 2016): 645–663.
      • August 2016
      • Article

      The Role of (Dis)similarity in (Mis)predicting Others' Preferences

      By: Kate Barasz, Tami Kim and Leslie K. John
      Consumers readily indicate liking options that appear dissimilar—for example, enjoying both rustic lake vacations and chic city vacations or liking both scholarly documentary films and action-packed thrillers. However, when predicting other consumers’ tastes for the... View Details
      Keywords: Perceived Similarity; Prediction Error; Preference Prediction; Self-other Difference; Social Inference; Cognition and Thinking; Perception; Forecasting and Prediction
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      Barasz, Kate, Tami Kim, and Leslie K. John. "The Role of (Dis)similarity in (Mis)predicting Others' Preferences." Journal of Marketing Research (JMR) 53, no. 4 (August 2016): 597–607.
      • July 2016
      • Article

      Taxation, Corruption, and Growth

      By: Philippe Aghion, Ufuk Akcigit, Julia Cagé and William R. Kerr
      We build an endogenous growth model to analyze the relationships between taxation, corruption, and economic growth. Entrepreneurs lie at the center of the model and face disincentive effects from taxation but acquire positive benefits from public infrastructure.... View Details
      Keywords: Endogenous Growth; Public Goods; Corruption; Crime and Corruption; Entrepreneurship; Taxation; Economic Growth
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      Aghion, Philippe, Ufuk Akcigit, Julia Cagé, and William R. Kerr. "Taxation, Corruption, and Growth." Special Issue on The Economics of Entrepreneurship. European Economic Review 86 (July 2016): 24–51.
      • June 2016 (Revised May 2017)
      • Case

      Searching for a New CEO: TiVo 2016

      By: David B. Yoffie
      In 2015, TiVo initiated a search for a new CEO. This case provides a profile of the CEO search and background on the company. View Details
      Keywords: Technological Change; Succession Planning; Information Technology; Strategy; Strategic Planning; Management Succession; Forecasting and Prediction; Change; Entertainment and Recreation Industry; Media and Broadcasting Industry
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      Yoffie, David B. "Searching for a New CEO: TiVo 2016." Harvard Business School Case 716-470, June 2016. (Revised May 2017.)
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