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      • February 2018 (Revised August 2019)
      • Case

      The Rise Fund: TPG Bets Big on Impact

      By: Vikram S. Gandhi, Caitlin Reimers Brumme and Sarah Mehta
      It is March 2017, and TPG, a global alternative investment firm with $74 billion assets under management, has recently launched its inaugural impact-investing fund—the $2 billion Rise Fund. In an effort to “take the religion out of impact investing,” Maya Chorengel,... View Details
      Keywords: Impact Investing; Impact Measurement; Equity; Investment; Measurement and Metrics; Financial Services Industry; California; San Francisco
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      Gandhi, Vikram S., Caitlin Reimers Brumme, and Sarah Mehta. "The Rise Fund: TPG Bets Big on Impact." Harvard Business School Case 318-041, February 2018. (Revised August 2019.)
      • January 2018 (Revised January 2020)
      • Case

      People Analytics at McKinsey

      By: Jeffrey T. Polzer and Olivia Hull
      A private equity–backed fast food chain has hired McKinsey’s new People Analytics group to help it improve performance. As the final client workshop approaches, Associate Partner Alex DiLeonardo ponders the best way to present the team’s findings, especially those that... View Details
      Keywords: Talent and Talent Management; Customer Relationship Management; Forecasting and Prediction; Cost Management; Human Resources; Employees; Recruitment; Retention; Selection and Staffing; Measurement and Metrics; Performance; Performance Capacity; Performance Efficiency; Performance Evaluation; Performance Improvement; Consulting Industry; Service Industry
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      Polzer, Jeffrey T., and Olivia Hull. "People Analytics at McKinsey." Harvard Business School Case 418-023, January 2018. (Revised January 2020.)
      • January 2018 (Revised January 2021)
      • Background Note

      Customer Lifetime Social Value (CLSV)

      By: Elie Ofek, Barak Libai and Eitan Muller
      One of the hallmarks of the digital revolution is the rise of the socially connected consumer. Concomitantly, the ability of companies to affect and measure the social interactions among customers has grown tremendously. Consequently, in assessing the full value of... View Details
      Keywords: Customer Lifetime Value; Customer Management; Social Contagion; Word Of Mouth; Customer Engagement; Customer Value and Value Chain; Measurement and Metrics; Customer Relationship Management
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Lifetime Social Value (CLSV)." Harvard Business School Background Note 518-077, January 2018. (Revised January 2021.)
      • November 2017 (Revised June 2019)
      • Case

      Measuring True Value at Ambuja Cement

      By: V. Kasturi Rangan, Suraj Srinivasan and Namrata Arora
      The case discusses the measurement of social and environmental impact at Ambuja Cements, one of India’s leading cement companies. Ambuja is a leader in CSR activities and is attempting to quantify its impact, both positive and negative, using the “True Value” framework... View Details
      Keywords: Corporate Social Responsibility and Impact; Environmental Sustainability; Value; Measurement and Metrics; Framework; Cost vs Benefits
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      Rangan, V. Kasturi, Suraj Srinivasan, and Namrata Arora. "Measuring True Value at Ambuja Cement." Harvard Business School Case 518-063, November 2017. (Revised June 2019.)
      • November 2017
      • Case

      One Life; One Love (A)

      By: Thomas DeLong and Kerry Herman
      Katie Hood, CEO of the One Love Foundation (One Love), a group dedicated to the prevention of relationship violence, had grown the organization's base of funding support to $6 million by 2017 and broadened its mandate to include relationships across many demographics.... View Details
      Keywords: Start-up; "Leading A Foundation"; Social Enterprise; Business Startups; Growth and Development Strategy; Leadership
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      DeLong, Thomas, and Kerry Herman. "One Life; One Love (A)." Harvard Business School Case 418-005, 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.)
      • October 2017 (Revised October 2022)
      • Case

      JetBlue: Relevant Sustainability Leadership (A)

      By: George Serafeim
      In 2017, JetBlue, the airline founded on the mission to “bring humanity back to air travel,” was considering becoming one of the first companies to report its sustainability performance according to the Sustainability Accounting Standards Board (SASB) standards. SASB... View Details
      Keywords: Sustainability; Metrics; Leadership And Change Management; Airlines; Innovation; Purpose; ESG; ESG (Environmental, Social, Governance) Performance; Sustainability Reporting; Change Management; Leadership; Financial Reporting; Environmental Sustainability; Mission and Purpose; Reports; Competitive Strategy; Measurement and Metrics; Corporate Social Responsibility and Impact; Air Transportation Industry; United States
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      Serafeim, George, and David Freiberg. "JetBlue: Relevant Sustainability Leadership (A)." Harvard Business School Case 118-030, October 2017. (Revised October 2022.)
      • September 2017
      • Teaching Note

      The Productivity Decline: Demographics, Robots, or Globalization?

      By: Laura Alfaro and Hayley Pallan
      In the early 21st century, there was a noticeable trend of declining productivity growth. Despite the persistent decline in productivity growth, a consensus on its explanation had not been reached. Some of the debate focused on the technicalities of productivity... View Details
      Keywords: Performance Productivity; Measurement and Metrics; Technological Innovation; Economic Slowdown and Stagnation; Globalization; Business and Government Relations
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      Alfaro, Laura, and Hayley Pallan. "The Productivity Decline: Demographics, Robots, or Globalization?" Harvard Business School Teaching Note 718-014, September 2017.
      • September 2017 (Revised August 2018)
      • Case

      The Productivity Decline: Demographics, Robots, or Globalization?

      By: Laura Alfaro, Hayley Pallan and Sarah Jeong
      In the early 21st century, there was a noticeable trend of declining productivity growth. Despite the persistent decline in productivity growth, a consensus on its explanation had not been reached. Some of the debate focused on the technicalities of productivity... View Details
      Keywords: Productivity; Performance Productivity; Measurement and Metrics; Technological Innovation; Economic Slowdown and Stagnation; Globalization; Business and Government Relations
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      Alfaro, Laura, Hayley Pallan, and Sarah Jeong. "The Productivity Decline: Demographics, Robots, or Globalization?" Harvard Business School Case 718-013, September 2017. (Revised August 2018.)
      • September–October 2017
      • Article

      Why Do We Undervalue Competent Management?: Neither Great Leadership Nor Brilliant Strategy Matters Without Operational Excellence

      By: Raffaella Sadun, Nicholas Bloom and John Van Reenen
      A recurring message in business education is that you can’t compete on the basis of management processes because they’re easily copied. Operational effectiveness is table stakes in the competitive universe, it is often assumed, and thus cannot serve as a sustainable... View Details
      Keywords: Management; Management Analysis, Tools, and Techniques; Management Practices and Processes; Performance Effectiveness
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      Sadun, Raffaella, Nicholas Bloom, and John Van Reenen. "Why Do We Undervalue Competent Management? Neither Great Leadership Nor Brilliant Strategy Matters Without Operational Excellence." Harvard Business Review 95, no. 5 (September–October 2017): 120–127. (Winner of 59th Annual HBR McKinsey Award.)
      • 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

      Busbud: Building a Data Company

      By: Srikant M. Datar, Alistair Croll and Caitlin N. Bowler
      The case features the work of LP Maurice (HBS '08) as he decides to take on the fragmented bus travel industry and launch an online business that aggregates and shares bus schedules for routes around the world. His first challenge: finding that the data he needs is... View Details
      Keywords: Data Science; Analytics and Data Science; Business Startups; Knowledge Acquisition; Customers; Measurement and Metrics; Transportation Industry
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      Datar, Srikant M., Alistair Croll, and Caitlin N. Bowler. "Busbud: Building a Data Company." Harvard Business School Case 118-011, August 2017. (Revised August 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.)
      • July 2017 (Revised January 2020)
      • Background Note

      Primer on Multiples Valuation and Its Use in the Private Equity Industry

      By: Victoria Ivashina and Henrik Boe
      This note explores the mechanics of multiples, different types of multiples, when and how to use them, and common pitfalls associated with multiples valuation. While a multiples approach is a very convenient valuation method, breaking down the underlying assumptions... View Details
      Keywords: Valuation Methods; Multiples; Private Equity; Valuation; Measurement and Metrics
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      Ivashina, Victoria, and Henrik Boe. "Primer on Multiples Valuation and Its Use in the Private Equity Industry." Harvard Business School Background Note 218-017, July 2017. (Revised January 2020.)
      • July 2017 (Revised September 2017)
      • Case

      GM's Capital Allocation Framework

      By: C. Fritz Foley, F. Katelynn Boland and Michael Lemm
      In March of 2015, General Motors announced the details of a newly established capital allocation framework. This framework provided a target for return on invested capital, guidelines for capital structure choices, and policies related to payouts. Senior managers face... View Details
      Keywords: Performance Metrics; Capital Budgeting; Capital Structure; Performance Evaluation; Measurement and Metrics; Auto Industry; Transportation Industry; United States
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      Foley, C. Fritz, F. Katelynn Boland, and Michael Lemm. "GM's Capital Allocation Framework." Harvard Business School Case 218-026, July 2017. (Revised September 2017.)
      • Other Article

      Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities

      By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Daniel J. 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 proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings. We... View Details
      Keywords: Security Vulnerabilities; Software Architecture; Metrics; Software; Complexity; Measurement and Metrics
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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant, and Lee Doolan. "Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities." Proceedings of the International Symposium on Engineering Secure Software and Systems (ESSoS) 9th (2017): 53–69. (Part of Lecture Notes in Computer Science, ISSN 0302-9743.)
      • 2019
      • Chapter

      Return on Invested Capital (ROIC)

      By: Carliss Y. Baldwin
      Return on invested capital (ROIC) is a financial measure of the profitability of a firm or business unit. If it is greater than the business's cost of capital, then reinvestment of earnings increases shareholder VALUE. The ROIC also determines a maximum self-sustaining... View Details
      Keywords: Capital Efficiency; Dupont Analysis; Financial Metrics; Schumpeterian Competition; Sustainable Growth; Competitive Advantage; Financial Strategy; Resource Allocation; Valuation; Value Creation
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      Baldwin, Carliss Y. "Return on Invested Capital (ROIC)." In The Palgrave Encyclopedia of Strategic Management. Continuously updated edition, edited by Mie Augier and David J. Teece. Palgrave Macmillan, 2017. Electronic. (Pre-published, October 2013.)
      • May 2017
      • Supplement

      Buffer.com (B)

      By: Susanna Gallani, Tiffany Y. Chang, Brian J. Hall and Jee Eun Shin
      Buffer decided to release its salaries and compensation calculation formula to the public, and the public reaction was greater and more positive than they would have imagined. The company experienced both an increase in volume and a change in the kinds of inbound... View Details
      Keywords: Compensation; Compensation Design; Company Values; Culture; Transparency; Attraction; Selection; Performance Measurement; Performance Measures; Performance Metrics; Startup Management; Compensation and Benefits; Organizational Culture; Values and Beliefs; Performance Evaluation; Measurement and Metrics
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      Gallani, Susanna, Tiffany Y. Chang, Brian J. Hall, and Jee Eun Shin. "Buffer.com (B)." Harvard Business School Supplement 917-020, May 2017.
      • Article

      The Impact of Forward-Looking Metrics on Employee Decision-Making: The Case of Customer Lifetime Value

      By: Pablo Casas-Arce, Asis Martinez Jerez and V.G. Narayanan
      This paper analyzes the effects of forward-looking metrics on employee decision-making. We use data from a bank that started providing branch managers with the customer lifetime value (CLV)—an estimate of the future value of the customer relationship—of mortgage... View Details
      Keywords: Customer Lifetime Value; Forward-looking Metrics; Employees; Decision Making; Information; Customer Value and Value Chain; Banks and Banking; Mortgages; Outcome or Result
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      Casas-Arce, Pablo, Asis Martinez Jerez, and V.G. Narayanan. "The Impact of Forward-Looking Metrics on Employee Decision-Making: The Case of Customer Lifetime Value." Accounting Review 92, no. 3 (May 2017): 31–56.
      • Article

      Selecting the Right Growth Metrics: Fewer but Better

      By: Leonard A. Schlesinger
      Keywords: Supply Chains; Big Data; Corporations; Franchising; Performance Metrics; Analytics and Data Science
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      Schlesinger, Leonard A. "Selecting the Right Growth Metrics: Fewer but Better." Stanford Social Innovation Review (website) (April 21, 2017).
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