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      • 2017
      • Report

      Room to Grow: Identifying New Frontiers for Apprenticeships

      By: Joseph B. Fuller and Matthew Sigelman
      In the United States, apprentices are employed in just 27 occupations, mostly in skilled, physical trades. An analysis of job postings data shows that extending apprenticeships to more occupations provides an opportunity to expand employment and close the middle skills... View Details
      Keywords: Employment; Training; Competency and Skills; Personal Development and Career; United States
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      Fuller, Joseph B., and Matthew Sigelman. "Room to Grow: Identifying New Frontiers for Apprenticeships." Report, November 2017. (Published by Burning Glass Technologies and Harvard Business School, Managing the Future of Work.)
      • October 2017 (Revised November 2017)
      • Case

      NYC311

      By: Constantine E. Kontokosta, Mitchell Weiss, Christine Snively and Sarah Gulick
      Joe Morrisroe, executive director for NYC311, had some gut instincts but no definitive answer to the question he was just asked by one of the mayor’s deputies: “Are some communities being underserved by 311? How do we know we are hearing from the right people?” Founded... View Details
      Keywords: New York City; NYC; 311; NYC311; Big Data; Equal Access; Bias; Data Analysis; Public Entrepreneurship; Urban Informatics; Predictive Analytics; Chief Data Officer; Data Analytics; Cities; City Leadership; Analytics and Data Science; Analysis; Prejudice and Bias; Entrepreneurship; Public Sector; City; Public Administration Industry; New York (city, NY)
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      Kontokosta, Constantine E., Mitchell Weiss, Christine Snively, and Sarah Gulick. "NYC311." Harvard Business School Case 818-056, October 2017. (Revised November 2017.)
      • October 2017 (Revised April 2018)
      • Case

      Improving Worker Safety in the Era of Machine Learning (A)

      By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
      Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
      Keywords: Machine Learning; Policy Implementation; Empirical Research; Inspection; Occupational Safety; Occupational Health; Regulation; Analysis; Forecasting and Prediction; Policy; Operations; Supply Chain Management; Safety; Manufacturing Industry; Construction Industry; United States
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      Toffel, Michael W., Dan Levy, Jose Ramon Morales Arilla, and Matthew S. Johnson. "Improving Worker Safety in the Era of Machine Learning (A)." Harvard Business School Case 618-019, October 2017. (Revised April 2018.)
      • 2017
      • Working Paper

      Biased Beliefs About Random Samples: Evidence from Two Integrated Experiments

      By: Daniel J. Benjamin, Don A. Moore and Matthew Rabin
      This paper describes results of a pair of incentivized experiments on biases in judgments about random samples. Consistent with the Law of Small Numbers (LSN), participants exaggerated the likelihood that short sequences and random subsets of coin flips would be... View Details
      Keywords: Probability; Economic Theory; Analysis; Incentives
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      Benjamin, Daniel J., Don A. Moore, and Matthew Rabin. "Biased Beliefs About Random Samples: Evidence from Two Integrated Experiments." NBER Working Paper Series, No. 23927, October 2017.
      • Fall 2017
      • Article

      An Empirical Analysis of Investment Return Dispersion in Emerging Markets Private Equity

      By: Josh Lerner and Mark Baker
      The authors use transaction-level data to compare the dispersion of private equity (PE) returns in emerging markets (EMs) to the same in developed markets (DMs). They regress within-market absolute deviation from the mean on an EM indicator and controls. They find... View Details
      Keywords: Private Equity; Emerging Markets; Investment Return; Analysis
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      Lerner, Josh, and Mark Baker. "An Empirical Analysis of Investment Return Dispersion in Emerging Markets Private Equity." Journal of Private Equity 20, no. 4 (Fall 2017): 15–24.
      • August 2017 (Revised December 2018)
      • Case

      Tamarin App: Natural Language Processing

      By: Srikant M. Datar and Caitlin N. Bowler
      In this case, students explore the challenges of using sentiment analysis to monitor and understand public perception around a software application, Tamarin SEO App. Technical topics include building a filtering classifier using naive Bayes and sentiment analysis This... View Details
      Keywords: Data Science; Branding; Data Analytics; Analytics and Data Science; Brands and Branding; Analysis; Perception; Planning
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      Datar, Srikant M., and Caitlin N. Bowler. "Tamarin App: Natural Language Processing." Harvard Business School Case 118-015, August 2017. (Revised December 2018.)
      • August 2017 (Revised August 2018)
      • Case

      The Oakland Athletics: Strategy & Metrics for a Budget

      By: Srikant M. Datar and Caitlin N. Bowler
      This case considers Oakland Athletics General Manager Billy Beane’s data driven and, in baseball circles unconventional, approach to winning games over the duration of the long Major League Baseball season. Beane’s critical approach to crafting strategy within his... View Details
      Keywords: Data Analysis; Metrics; Data Science; Analytics and Data Science; Analysis; Measurement and Metrics; Competitive Strategy; Organizational Culture; Sports Industry
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      Datar, Srikant M., and Caitlin N. Bowler. "The Oakland Athletics: Strategy & Metrics for a Budget." Harvard Business School Case 118-010, August 2017. (Revised August 2018.)
      • 2017
      • Article

      High-Skilled Migration and Agglomeration

      By: Sari Pekkala Kerr, William R. Kerr, Çağlar Özden and Christopher Parsons
      This paper reviews recent research regarding high-skilled migration. We adopt a data-driven perspective, bringing together and describing several ongoing research streams that range from the construction of global migration databases, to the legal codification of... View Details
      Keywords: Migration; Talent; Diaspora; Agglomeration; Diasporas; Industry Clusters; Talent and Talent Management; Immigration
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      Kerr, Sari Pekkala, William R. Kerr, Çağlar Özden, and Christopher Parsons. "High-Skilled Migration and Agglomeration." Annual Review of Economics 9 (2017): 201–234.
      • May 2017
      • Article

      Immigration and the Rise of American Ingenuity

      By: Ufuk Akcigit, John Grigsby and Tom Nicholas
      We build on the analysis in Akcigit, Grigsby, and Nicholas (2017) by using U.S. patent and census data to examine the relationship between immigration and innovation. We construct a measure of foreign born expertise and show that technology areas where immigrant... View Details
      Keywords: Immigration; Innovation and Invention; Experience and Expertise; Wages; United States
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      Akcigit, Ufuk, John Grigsby, and Tom Nicholas. "Immigration and the Rise of American Ingenuity." American Economic Review: Papers and Proceedings 107, no. 5 (May 2017): 327–331.
      • May 2017
      • Other Article

      Stepwise Distributed Open Innovation Contests for Software Development: Acceleration of Genome-Wide Association Analysis

      By: Andrew Hill, Po-Ru Loh, Ragu B. Bharadwaj, Pascal Pons, Jingbo Shang, Eva C. Guinan, Karim R. Lakhani, Iain Kilty and Scott Jelinsky
      BACKGROUND: The association of differing genotypes with disease-related phenotypic traits offers great potential to both help identify new therapeutic targets and support stratification of patients who would gain the greatest benefit from specific drug classes.... View Details
      Keywords: Crowdsourcing; Genome-wide Association Study; Logistic Regression; Open Innovation; PLINK; Collaborative Innovation and Invention
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      Hill, Andrew, Po-Ru Loh, Ragu B. Bharadwaj, Pascal Pons, Jingbo Shang, Eva C. Guinan, Karim R. Lakhani, Iain Kilty, and Scott Jelinsky. "Stepwise Distributed Open Innovation Contests for Software Development: Acceleration of Genome-Wide Association Analysis." GigaScience 6, no. 5 (May 2017).
      • February 2017 (Revised August 2018)
      • Case

      Sarah Powers at Automated Precision Products

      By: Jeffrey T. Polzer, Michael Norris, Julia Kelley and Kristina Tobio
      In 2017, Sarah Powers, VP of Sales at an automation hardware firm, is trying to understand why some members of her sales team have been underperforming. She is tasked with analyzing her firm’s email and calendar data to try to find relationships between communications... View Details
      Keywords: People Analytics; Sales Attainment; Communication Networks; Data; Human Resources; Business Processes; Sales; Communication; Analytics and Data Science; Analysis; Industrial Products Industry; Manufacturing Industry; United States
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      Polzer, Jeffrey T., Michael Norris, Julia Kelley, and Kristina Tobio. "Sarah Powers at Automated Precision Products." Harvard Business School Case 417-072, February 2017. (Revised August 2018.)
      • February 2017
      • Case

      Yemeksepeti: Growing and Expanding the Business Model through Data

      By: William R. Kerr, Gamze Yucaoglu and Eren Kuzucu
      In October 2016, Nevzat Aydin, co-founder and CEO of Yemeksepeti, the Turkish online food-ordering company, was looking over the company's quarterly results and projections for the upcoming year with his management team. It had been almost a year and a half since Aydin... View Details
      Keywords: Entrepreneurial Management; Entrepreneurial Ventures; Turkey; Big Data; Customer Focused Organization; Service Management; Continuous Improvement; Data Analysis; Internet; Growth Strategy; Technological Change; Information Systems; Entrepreneurship; Corporate Strategy; Analytics and Data Science; Analysis; Customer Focus and Relationships; Emerging Markets; Service Operations; Competitive Advantage; Performance Improvement; Internet and the Web; Growth and Development Strategy; Information Technology; Value Creation; Food and Beverage Industry; Turkey
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      Kerr, William R., Gamze Yucaoglu, and Eren Kuzucu. "Yemeksepeti: Growing and Expanding the Business Model through Data." Harvard Business School Case 817-095, February 2017.
      • October 2016 (Revised February 2019)
      • Module Note

      Strategy Execution Module 5: Building a Profit Plan

      By: Robert Simons
      This module reading describes how to build a profit plan to reflect the strategy of a business in economic terms. After introducing the profit wheel, cash wheel, and ROE wheel, the module illustrates how to use a profit plan to assess the viability of different... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Profit Planning; Cash Flow Analysis; Asset Utilization; Return On Equity; Business Planning; Testing Strategy; Analyzing Strategic Alternative; Strategy; Asset Management; Cash Flow; Investment Return; Management Systems; Profit
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      Simons, Robert. "Strategy Execution Module 5: Building a Profit Plan." Harvard Business School Module Note 117-105, October 2016. (Revised February 2019.)
      • September 2016
      • Case

      Hotel Vertu: Financing the Venture in the Boutique Hotel Industry

      By: Howard H. Stevenson and Michael J. Roberts
      Two recent MBA graduates are considering a business opportunity in the boutique hotel industry. Having found a seemingly attractive property in Savannah, Georgia, Yvonne D'Arcy and Elisabeth Whiting face questions about financing, deal structure, and unequal power... View Details
      Keywords: Business Ventures; Entrepreneurship; Financing and Loans; Accommodations Industry
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      Stevenson, Howard H., and Michael J. Roberts. "Hotel Vertu: Financing the Venture in the Boutique Hotel Industry." Harvard Business School Brief Case 917-505, September 2016.
      • September 2016 (Revised May 2018)
      • Case

      Zurich Insurance: Global Job Structure and Data Analysis

      By: Boris Groysberg and Katherine Connolly
      Zurich Insurance was undergoing organizational change after implementing five new people practices focused on manager development, diversity and inclusion, job model and data analytics, recruitment, and talent pipeline. The case “Zurich Insurance: Fostering Key People... View Details
      Keywords: Managing Change; Organizational Behavior; Organizational Architecture; Organizational Change and Adaptation; Leadership; Human Capital; Change Management; Organizational Structure; Insurance; Organizational Culture; Globalization; Human Resources; Insurance Industry
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      Groysberg, Boris, and Katherine Connolly. "Zurich Insurance: Global Job Structure and Data Analysis." Harvard Business School Case 417-038, September 2016. (Revised May 2018.)
      • Article

      ESG Integration in Investment Management: Myths and Realities

      By: Sakis Kotsantonis, Christopher Pinney and George Serafeim
      The authors’ aim in this article is to set the record straight on the financial performance of sustainable investing while also correcting a number of other widespread misconceptions about this rapidly growing set of principles and methods. Myth Number 1:... View Details
      Keywords: ESG; Sustainability; Investment Management; Finance; Corporate Social Responsibility; Integrated Corporate Reporting; Corporate Social Responsibility and Impact; Investment; Environmental Sustainability; Corporate Governance
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      Kotsantonis, Sakis, Christopher Pinney, and George Serafeim. "ESG Integration in Investment Management: Myths and Realities." Journal of Applied Corporate Finance 28, no. 2 (Spring 2016): 10–16.
      • 2016
      • Book

      Managing in the Gray: Five Timeless Questions for Resolving Your Toughest Problems at Work

      By: Joseph L. Badaracco
      Part of a manager's job is making tough calls, and the hardest challenge can be resolving "gray area” problems—situations in which analysis of the numbers, facts, and data fails to provide a clear answer. Gray areas test not only managers’ skills but also their... View Details
      Keywords: Business or Company Management; Decision Choices and Conditions
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      Badaracco, Joseph L. Managing in the Gray: Five Timeless Questions for Resolving Your Toughest Problems at Work. Harvard Business Review Press, 2016.
      • September 2016 (Revised March 2017)
      • Module Note

      Strategy Execution Module 3: Using Information for Performance Measurement and Control

      By: Robert Simons
      This module reading explains how managers use information to control critical business processes and outcomes. The analysis begins by illustrating how managers use information to communicate goals and track performance. Then the focus turns to the choices that managers... View Details
      Keywords: Management Control Systems; Implementing Strategy; Strategy Execution; Organization Process; Feedback Model; Innovation; Uses Of Information; Big Data; Benchmarking; Decision Making; Information; Performance Evaluation; Analytics and Data Science
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      Simons, Robert. "Strategy Execution Module 3: Using Information for Performance Measurement and Control." Harvard Business School Module Note 117-103, September 2016. (Revised March 2017.)
      • August 2016 (Revised November 2019)
      • Supplement

      eSig: Growth Analysis

      By: Mark N. Roberge and Thomas R. Eisenmann
      eSig, an early-stage startup, offers an electronic signature application as a "freemium" product, i.e., users can upgrade from a free basic version to a premium version by paying a subscription fee. Using 9 months of data from 50,000 user activations, available as a... View Details
      Keywords: Esignature; Computer Software; Entrepreneurship; Business Startups; Management; Marketing Channels; Applications and Software; Computer Industry; United States
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      Roberge, Mark N., and Thomas R. Eisenmann. "eSig: Growth Analysis." Harvard Business School Spreadsheet Supplement 817-701, August 2016. (Revised November 2019.)
      • August 2016 (Revised November 2019)
      • Case

      eSig: Growth Analysis

      By: Mark Roberge and Tom Eisenmann
      eSig, an early-stage startup, offers an electronic signature application as a "freemium" product, i.e., users can upgrade from a free basic version to a premium version by paying a subscription fee. Using 9 months of data from 50,000 user activations (available as a... View Details
      Keywords: Esignature; Computer Software; Business or Company Management; Marketing Channels; Applications and Software; Business Startups; Computer Industry
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      Roberge, Mark, and Tom Eisenmann. "eSig: Growth Analysis." Harvard Business School Case 817-009, August 2016. (Revised November 2019.)
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