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      • January–February 2019
      • Article

      Corporate Purpose and Financial Performance

      By: Claudine Gartenberg, Andrea Prat and George Serafeim
      We construct a measure of corporate purpose within a sample of U.S. companies based on approximately 500,000 survey responses of worker perceptions about their employers. We find that this measure of purpose is not related to financial performance. However, high... View Details
      Keywords: Corporate Purpose; Purpose; Employee Motivation; Belief Systems; Corporate Performance; Human Capital; Middle Management; Culture; Corporate Culture; Meaning; Mission and Purpose; Organizational Culture; Employees; Perception; Values and Beliefs; Performance Effectiveness
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      Gartenberg, Claudine, Andrea Prat, and George Serafeim. "Corporate Purpose and Financial Performance." Organization Science 30, no. 1 (January–February 2019): 1–18.
      • 2019
      • Book

      Creative Construction: The DNA of Sustained Innovation

      By: Gary P. Pisano
      Creative Construction tackles the myth that larger enterprises are inherently incapable of transformative innovation and are doomed to be disrupted by nimble start-ups. If larger enterprises seem incapable of transformative innovation, it is due to how we design... View Details
      Keywords: Innovation and Invention; Business Growth and Maturation; Innovation Strategy; Organizational Culture; Management Systems; Creativity; Leading Change
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      Pisano, Gary P. Creative Construction: The DNA of Sustained Innovation. New York: PublicAffairs, 2019.
      • Article

      Faithful and Customizable Explanations of Black Box Models

      By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec
      As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details
      Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework
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      Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Jure Leskovec. "Faithful and Customizable Explanations of Black Box Models." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2019).
      • November 2018
      • Case

      Komatsu Komtrax: Asset Tracking Meets Demand Forecasting

      By: Willy Shih, Paul Hong and YoungWon Park
      Komatsu's Komtrax system started as a way of remotely monitoring and tracking equipment for the purpose of improving operational efficiency. This case follows its evolution towards other uses including demand forecasting for its sales, marketing, and production... View Details
      Keywords: Big Data; Manufacturing; Manufacturing Industry; Data Strategy; Internet Of Things; Construction; Production; Analytics and Data Science; Strategy; Performance Efficiency; Forecasting and Prediction; Construction Industry; Construction Industry; Japan
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      Shih, Willy, Paul Hong, and YoungWon Park. "Komatsu Komtrax: Asset Tracking Meets Demand Forecasting." Harvard Business School Case 619-022, November 2018.
      • October 2018 (Revised July 2019)
      • Case

      Sidewalk Labs: Privacy in a City Built from the Internet Up

      By: Leslie K. John, Mitchell Weiss and Julia Kelley
      Email mking@hbs.edu for a courtesy copy.

      By the time Dan Doctoroff, CEO of Sidewalk Labs, began hosting a Reddit “Ask Me Anything” session in January 2018, he had only nine months remaining to convince the people... View Details
      Keywords: Public Entrepreneurship; Govtech; CivicTech; Smart Cities; City Innovation; Government Innovation; Privacy; Sidewalk Labs; Dan Doctoroff; Entrepreneurship; Public Sector; Consumer Behavior; Governance; Business and Government Relations; Innovation and Invention; Technology Industry; Public Administration Industry; Transportation Industry; Real Estate Industry; Canada
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      John, Leslie K., Mitchell Weiss, and Julia Kelley. "Sidewalk Labs: Privacy in a City Built from the Internet Up." Harvard Business School Case 819-024, October 2018. (Revised July 2019.) (Email mking@hbs.edu for a courtesy copy.)
      • 2018
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 7 The Value Structure of Technologies, Part 2: Technical and Strategic Bottlenecks as Guides for Action

      By: Carliss Y. Baldwin
      The purpose of this chapter is to present analytic tools based on functional maps that can be used to identify investment opportunities and to formulate strategy in large, evolving technical systems. I argue that the points of value creation and value capture in a... View Details
      Keywords: Bottlenecks; Information Technology; System; Investment; Opportunities; Strategy
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 7 The Value Structure of Technologies, Part 2: Technical and Strategic Bottlenecks as Guides for Action." Harvard Business School Working Paper, No. 19-042, October 2018.
      • Oct 2018
      • Conference Presentation

      Multiple Team Membership, Turnover, & On-Time Delivery: Evidence from Construction Services

      By: Hise O. Gibson, B. Staats and Ananth Raman
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      Gibson, Hise O., B. Staats, and Ananth Raman. "Multiple Team Membership, Turnover, & On-Time Delivery: Evidence from Construction Services." Paper presented at the International Annual Conference of the American Society for Engineering Management (ASEM), Coeur d'Alene, ID, October 2018.
      • September 2018 (Revised January 2019)
      • Case

      Sobha Group Real Estate: Backward Integration for Quality

      By: John Macomber and Alpana Thapar
      From humble beginnings in Kerala, India, Mr. PNC Menon built a reputation for quality, detail, and trustworthiness, earning him major construction commissions in the Gulf region. This paved the way for venturing into real estate development in Dubai, UAE. Striving to... View Details
      Keywords: Real Estate; Backward Integration; Land Acquisition; Raising Capital; Construction; Family Business; Decision Making; Joint Ventures; Quality; Construction Industry; Construction Industry; India; Middle East; Dubai
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      Macomber, John, and Alpana Thapar. "Sobha Group Real Estate: Backward Integration for Quality." Harvard Business School Case 219-034, September 2018. (Revised January 2019.)
      • 2018
      • Working Paper

      The State of Open Source Server Software

      By: Shane Greenstein and Klaus Ackermann
      The study assembles new data to construct a census of worldwide web server use across the globe. We document a large concentration of investment in the United States, and a wide dispersion across scores of countries. We find tens of billions of dollars of unmeasured... View Details
      Keywords: Internet; Open Source; Internet and the Web; Policy; Open Source Distribution; Internet and the Web; Global Range
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      Greenstein, Shane, and Klaus Ackermann. "The State of Open Source Server Software." Working Paper, September 2018.
      • 2018
      • Working Paper

      After the Carnival: Key Factors to Enhance Olympic Legacy and Prevent Olympic Sites from Becoming White Elephants

      By: Isao Okada and Stephen A. Greyser
      In recent years, the total spending on hosting the Olympic Games has snowballed. The 2008 Beijing Olympic Games spent $40 billion on infrastructure development, and the 2014 Sochi Winter Olympics reached $50 billion. Even when the glorious but costly Olympic Games come... View Details
      Keywords: Olympic Venue; Effective Reuse; White Elephant; Sustainability; Buildings and Facilities; Sports
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      Okada, Isao, and Stephen A. Greyser. "After the Carnival: Key Factors to Enhance Olympic Legacy and Prevent Olympic Sites from Becoming White Elephants." Harvard Business School Working Paper, No. 19-019, August 2018.
      • August 2018 (Revised April 2019)
      • Case

      Chateau Winery (A): Unsupervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details
      Keywords: Clustering; Data Science; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (A): Unsupervised Learning." Harvard Business School Case 119-023, August 2018. (Revised April 2019.)
      • August 2018 (Revised September 2018)
      • Case

      LendingClub (A): Data Analytic Thinking (Abridged)

      By: Srikant M. Datar and Caitlin N. Bowler
      LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns... View Details
      Keywords: Data Science; Data Analytics; Investing; Loans; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction; Business Model
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (A): Data Analytic Thinking (Abridged)." Harvard Business School Case 119-020, August 2018. (Revised September 2018.)
      • August 2018
      • Teaching Note

      Magpie: Developing and Using Buyer Personas

      By: Frank V. Cespedes
      Teaching Note for HBS No. 818-013. Magpie is a startup with a platform that allows publishers to natively tag the products discussed in their content and thus allows consumers to purchase those products without needing to leave that publisher’s web page. A key aspect... View Details
      Keywords: Buying Process; Marketing; Sales; Distribution Channels; Segmentation; Entrepreneurship; Social Media; Consumer Products Industry; Fashion Industry; United States
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      Cespedes, Frank V. "Magpie: Developing and Using Buyer Personas." Harvard Business School Teaching Note 819-027, August 2018.
      • August 2018
      • Teaching Plan

      Arge Construction Company

      By: John Macomber
      Teaching Note for HBS Nos. 217-054 and 219-014. View Details
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      Macomber, John. "Arge Construction Company." Harvard Business School Teaching Plan 219-015, August 2018.
      • August 2018
      • Supplement

      Arge Construction Company (B)

      By: John Macomber
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      Macomber, John. "Arge Construction Company (B)." Harvard Business School Supplement 219-014, August 2018.
      • August 2018
      • Article

      Deep Help in Complex Project Work: Guiding and Path-Clearing Across Difficult Terrain

      By: Colin M. Fisher, Julianna Pillemer and Teresa M. Amabile
      How do teams working on complex projects get the help they need? Our qualitative investigation of the help provided to project teams at a prominent design firm revealed two distinct helping processes, both characterized by deep, sustained engagement that far exceeds... View Details
      Keywords: Helping; Rhythm; Prosocial Behavior; External Team Leadership; Social Construction; Time; Qualitative Methods; Field Research; Groups and Teams; Projects; Behavior; Leadership; Social and Collaborative Networks
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      Fisher, Colin M., Julianna Pillemer, and Teresa M. Amabile. "Deep Help in Complex Project Work: Guiding and Path-Clearing Across Difficult Terrain." Academy of Management Journal 61, no. 4 (August 2018): 1524–1553.
      • 2018
      • Working Paper

      Detecting Anomalies: The Relevance and Power of Standard Asset Pricing Tests

      By: Malcolm Baker, Patrick Luo and Ryan Taliaferro
      The two standard approaches for identifying capital market anomalies are cross-sectional coefficient tests, in the spirit of Fama and MacBeth (1973), and time-series intercept tests, in the spirit of Jensen (1968). A new signal can pass the first test, which we label a... View Details
      Keywords: Investment Management; Anomalies; Portfolio Construction; Transaction Costs; Investment; Management; Asset Pricing; Market Transactions; Cost
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      Baker, Malcolm, Patrick Luo, and Ryan Taliaferro. "Detecting Anomalies: The Relevance and Power of Standard Asset Pricing Tests." Working Paper, July 2018.
      • 2018
      • Working Paper

      Black Out-Migration and Southern Political Realignment

      By: Leah Boustan and Marco Tabellini
      Can emigration from less democratic and economically less developed areas induce political and economic change? We study this question in the context of the second Great Migration of African Americans (1940–1970), when more than 4 million blacks left the U.S. South and... View Details
      Keywords: Great Migration; Immigration; Race; Government and Politics; Economics; United States
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      Boustan, Leah, and Marco Tabellini. "Black Out-Migration and Southern Political Realignment." Working Paper, 2018.
      • July 2018
      • Case

      LIXIL Group Corporation: Building a New Company in an Old Industry

      By: Boris Groysberg and Akiko Kanno
      In the spring of 2018, Kinya Seto, president and CEO of LIXIL Group Corporation, a major housing and building products and services company, called a meeting at the company’s head office in central Tokyo to discuss how to implement the new three-year strategic plan.... View Details
      Keywords: Turnaround; Leadership And Change Management; Consolidation; Change Management; Leadership; Global Strategy; Business Model; Consumer Products Industry; Manufacturing Industry; Japan
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      Groysberg, Boris, and Akiko Kanno. "LIXIL Group Corporation: Building a New Company in an Old Industry." Harvard Business School Case 419-009, July 2018.
      • 2018
      • Book

      Food Citizenship: Food System Advocates in an Era of Distrust

      By: Ray A. Goldberg
      The global food system is the largest segment of the world's economy. As agribusiness-studies pioneer Ray Goldberg suggests, it is also the largest health system on the planet. And it is changing fast. Its size and importance to human, environmental, and economic... View Details
      Keywords: Food; System; Global Range; Health; Environmental Sustainability; Development Economics; Partners and Partnerships; Public Opinion; Agriculture and Agribusiness Industry; Food and Beverage Industry
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      Goldberg, Ray A. Food Citizenship: Food System Advocates in an Era of Distrust. New York: Oxford University Press, 2018.
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