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    • All HBS Web  (197)
      • Faculty Publications  (33)

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      • May 2022 (Revised August 2022)
      • Case

      LOOP: Driving Change in Auto Insurance Pricing

      By: Elie Ofek and Alicia Dadlani
      John Henry and Carey Anne Nadeau, co-founders and co-CEOs of LOOP, an insurtech startup based in Austin, Texas, were on a mission to modernize the archaic $250 billion automobile insurance market. They sought to create equitably priced insurance by eliminating pricing...  View Details
      Keywords: AI and Machine Learning; Technological Innovation; Equality and Inequality; Prejudice and Bias; Growth and Development Strategy; Customer Relationship Management; Price; Insurance Industry; Financial Services Industry
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      Ofek, Elie, and Alicia Dadlani. "LOOP: Driving Change in Auto Insurance Pricing." Harvard Business School Case 522-073, May 2022. (Revised August 2022.)
      • Article

      A Better Way to Assess Managerial Performance

      By: Mihir Desai, Mark Egan and Scott Mayfield
      Total shareholder return (TSR) has become the definitive metric for gauging performance. Unlike accounting measures such as revenue growth or earnings per share that reflect the past, TSR is based on share price and thus captures investor expectations of what will...  View Details
      Keywords: Total Shareholder Return; Buybacks; Core Operating Shareholder Return; Management; Operations; Performance; Measurement and Metrics
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      Desai, Mihir, Mark Egan, and Scott Mayfield. "A Better Way to Assess Managerial Performance." Harvard Business Review 100, no. 2 (March–April 2022): 134–141.
      • 2022
      • Working Paper

      Passive Ownership and Price Informativeness

      By: Marco Sammon
      I propose three new empirical measures of price informativeness motivated by a theoretical model. I find average price informativeness declined over the past 30 years and passive ownership is negatively correlated with price informativeness. To establish causality, I...  View Details
      Keywords: Passive Ownership; ETFs; Market Efficiency; Ownership; Price; Theory; Measurement and Metrics
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      Sammon, Marco. "Passive Ownership and Price Informativeness." Working Paper, September 2022.
      • January 2022 (Revised February 2022)
      • Case

      Introducing EVA at ISS: A Better Way to Evaluate CEO Performance and Compensation?

      By: Jonas Heese, Charles C.Y. Wang and James Weber
      In early 2019, Anthony Campagna, the global director of fundamental research at ISS EVA, a unit of the proxy advisory firm Institutional Shareholder Services (ISS), was preparing to release ISS's analyses of public company performance and CEO compensation ahead of Say...  View Details
      Keywords: Jobs and Positions; Compensation and Benefits; Performance; Performance Productivity; Measurement and Metrics; Analytics and Data Science; Value; Business or Company Management; Performance Evaluation; Business and Shareholder Relations
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      Heese, Jonas, Charles C.Y. Wang, and James Weber. "Introducing EVA at ISS: A Better Way to Evaluate CEO Performance and Compensation?" Harvard Business School Case 122-061, January 2022. (Revised February 2022.)
      • January 2022
      • Article

      Why Is Corporate Virtue in the Eye of the Beholder? The Case of ESG Ratings

      By: Dane Christensen, George Serafeim and Anywhere Sikochi
      Despite the rising use of environmental, social, and governance (ESG) ratings, there is substantial disagreement across rating agencies regarding what rating to give to individual firms. As what drives this disagreement is unclear, we examine whether a firm’s ESG...  View Details
      Keywords: ESG Ratings; Rating Agency Disagreement; ESG Disclosure; Corporate Social Responsibility; Sustainability; Corporate Social Responsibility and Impact; Environmental Sustainability; Corporate Disclosure
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      Christensen, Dane, George Serafeim, and Anywhere Sikochi. "Why Is Corporate Virtue in the Eye of the Beholder? The Case of ESG Ratings." Accounting Review 97, no. 1 (January 2022): 147–175.
      • September 2021 (Revised December 2021)
      • Case

      STARZPLAY: Shooting for the Stars

      By: Elie Ofek, Marco Bertini and Alpana Thapar
      In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and...  View Details
      Keywords: Pricing; Growth; Profitability; Subscription Business; Business Model Innovation; Fintech; Subscription; Performance Measurement; Promotions; International Marketing; Streaming; Competition; Marketing; Price; Strategy; Entrepreneurship; Performance; Measurement and Metrics; Business Model; Media and Broadcasting Industry; Middle East; North Africa
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      Ofek, Elie, Marco Bertini, and Alpana Thapar. "STARZPLAY: Shooting for the Stars." Harvard Business School Case 522-005, September 2021. (Revised December 2021.)
      • July 2021
      • Article

      Material Sustainability Information and Stock Price Informativeness

      By: Jody Grewal, Clarissa Hauptmann and George Serafeim
      As part of the SEC’s revision of Regulation S-K, many investors proposed the mandatory disclosure of sustainability information in the form of environmental, social, and governance (ESG) data. However, progress is contingent on collecting evidence regarding which...  View Details
      Keywords: Voluntary Disclosure; Accounting Standards; Sustainability; Nonfinancial Information; Corporate Social Responsibility; Stock Price Informativeness; Synchronicity; Environmental Sustainability; Corporate Disclosure; Corporate Accountability; Stocks; Price; Corporate Social Responsibility and Impact; Accounting; Standards
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      Grewal, Jody, Clarissa Hauptmann, and George Serafeim. "Material Sustainability Information and Stock Price Informativeness." Journal of Business Ethics 171, no. 3 (July 2021): 513–544.
      • 2021
      • Working Paper

      Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage

      By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein
      How do you measure the value of a commodity that transacts at a price of zero from an economic standpoint? This study examines the potential for and extent of omission and misattribution in standard approaches to economic accounting with regards to open source...  View Details
      Keywords: Server Software; Open Source Distribution; Applications and Software; Analytics and Data Science; Economics; Value Creation; Measurement and Metrics
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      Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage." NBER Working Paper Series, No. 28738, April 2021.
      • 2020
      • Working Paper

      Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger

      By: Chiara Farronato, Jessica Fong and Andrey Fradkin
      Digital platforms are increasingly the subject of regulatory scrutiny. In comparison to multiple competitors, a single platform may increase consumer welfare if network effects are large or may decrease welfare due to higher prices or reduction in platform variety. We...  View Details
      Keywords: Platform Differentiation; Digital Platforms; Network Effects; Measurement and Metrics; Mergers and Acquisitions; Outcome or Result
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      Farronato, Chiara, Jessica Fong, and Andrey Fradkin. "Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger." NBER Working Paper Series, No. 28047, November 2020.
      • 2021
      • Working Paper

      Corporate Environmental Impact: Measurement, Data and Information

      By: David Freiberg, DG Park, George Serafeim and T. Robert Zochowski
      As an organization’s environmental impact has become a central societal consideration, thereby affecting industry and organizational competitiveness, interest in measuring and analyzing environmental impact has increased. We develop a methodology to derive comparable...  View Details
      Keywords: Environment; Impact; Measurement; Environmental Ratings; Corporate Valuation; Financial Materiality; Sustainability; Environmental Impact; Environmental Strategy; Impact-Weighted Accounts; IWAI; Environmental Sustainability; Corporate Social Responsibility and Impact; Measurement and Metrics; Valuation
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      Freiberg, David, DG Park, George Serafeim, and T. Robert Zochowski. "Corporate Environmental Impact: Measurement, Data and Information." Harvard Business School Working Paper, No. 20-098, March 2020. (Revised February 2021.)
      • January 2020
      • Case

      SK Group: Social Progress Credits

      By: George Serafeim, Ethan Rouen and David Freiberg
      SK Group was one of the largest companies South Korea. A family-run conglomerate consisting of around 120 subsidiaries and employing more than 100,000, SK was tightly knit into the fabric of Korean society. SK viewed their future success as contingent upon the strength...  View Details
      Keywords: Impact; Impact Investing; Impact Measurement; Social Value; Social Development; Conglomerates; Measurement Of Purpose; ESG; ESG (Environmental, Social, Governance) Performance; Capital Markets; Innovation; Environmental Impact; Collaboration; Social Enterprise; Social and Collaborative Networks; Social Issues; Measurement and Metrics; Value Creation; Cooperation; Environmental Sustainability; Employment; Accounting; Energy Industry; Telecommunications Industry; Chemical Industry; South Korea
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      Serafeim, George, Ethan Rouen, and David Freiberg. "SK Group: Social Progress Credits." Harvard Business School Case 120-071, January 2020.
      • Article

      Mandate Outcomes Reporting

      By: Robert S. Kaplan and Michael E. Porter
      Currently, few health care providers measure and report their patient outcomes, which leads to several problems. Attempts to introduce price transparency without outcomes transparency could trigger a “race to the bottom.” Should Medicare coverage be expanded to...  View Details
      Keywords: Outcomes Reporting; Outcomes Measurement; Medicare; Medicaid; Health Care and Treatment; Outcome or Result; Measurement and Metrics
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      Kaplan, Robert S., and Michael E. Porter. "Mandate Outcomes Reporting." Health Management, Policy and Innovation 4, no. 3 (December 2019).
      • 2018
      • Working Paper

      Measuring Gentrification: Using Yelp Data to Quantify Neighborhood Change

      By: Edward L. Glaeser, Hyunjin Kim and Michael Luca
      We demonstrate that data from digital platforms such as Yelp have the potential to improve our understanding of gentrification, both by providing data in close to real time (i.e., nowcasting and forecasting) and by providing additional context about how the local...  View Details
      Keywords: Geographic Location; Local Range; Transition; Analytics and Data Science; Measurement and Metrics; Forecasting and Prediction
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      Glaeser, Edward L., Hyunjin Kim, and Michael Luca. "Measuring Gentrification: Using Yelp Data to Quantify Neighborhood Change." NBER Working Paper Series, No. 24952, August 2018.
      • May 2018
      • Article

      Nowcasting Gentrification: Using Yelp Data to Quantify Neighborhood Change

      By: Edward L. Glaeser, Hyunjin Kim and Michael Luca
      Data from digital platforms have the potential to improve our understanding of gentrification and enable new measures of how neighborhoods change in close to real time. Combining data on businesses from Yelp with data on gentrification from the Census, Federal Housing...  View Details
      Keywords: Forecasting Models; Simulation Methods; Regional Economic Activity: Growth, Development, Environmental Issues, And Changes; Geographic Location; Local Range; Transition; Analytics and Data Science; Measurement and Metrics; Economic Growth; Forecasting and Prediction
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      Glaeser, Edward L., Hyunjin Kim, and Michael Luca. "Nowcasting Gentrification: Using Yelp Data to Quantify Neighborhood Change." AEA Papers and Proceedings 108 (May 2018): 77–82.
      • May 2018
      • Article

      Using Online Prices for Measuring Real Consumption Across Countries

      By: Alberto Cavallo, Erwin Diewert, Robert C. Feenstra, Robert Inklaar and Marcel P. Timmer
      We show that online prices can be used to construct quarterly purchasing power parities (PPPs) with a closely matched set of goods and identical methodologies in a variety of developed and developing countries. Our results are close to those reported by the...  View Details
      Keywords: Purchasing Power Parity; International Economy; Online Prices; Billion Prices Project; Economics; Macroeconomics; Price; Internet and the Web; Spending; Economy; Global Range; Measurement and Metrics
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      Cavallo, Alberto, Erwin Diewert, Robert C. Feenstra, Robert Inklaar, and Marcel P. Timmer. "Using Online Prices for Measuring Real Consumption Across Countries." AEA Papers and Proceedings 108 (May 2018): 483–487.
      • 2019
      • Working Paper

      Nowcasting Gentrification: Using Yelp Data to Quantify Neighborhood Change

      By: Edward L. Glaeser, Hyunjin Kim and Michael Luca
      Data from digital platforms have the potential to improve our understanding of gentrification and enable new measures of how neighborhoods change in close to real time. Combining data on businesses from Yelp with data on gentrification from the Census, Federal Housing...  View Details
      Keywords: Geographic Location; Local Range; Transition; Analytics and Data Science; Measurement and Metrics; Forecasting and Prediction
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      Glaeser, Edward L., Hyunjin Kim, and Michael Luca. "Nowcasting Gentrification: Using Yelp Data to Quantify Neighborhood Change." Harvard Business School Working Paper, No. 18-077, February 2018.
      • 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

      Are Online and Offline Prices Similar? Evidence from Large Multi-Channel Retailers

      By: Alberto Cavallo
      Online prices are increasingly used for measurement and research applications, yet little is known about their relation to prices in physical stores, where most retail transactions occur. I conduct the first large-scale comparison of prices simultaneously collected...  View Details
      Keywords: Online Prices; Offline Prices; Multi-channel Retailers; Price; Internet and the Web; Measurement and Metrics; Retail Industry
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      Cavallo, Alberto. "Are Online and Offline Prices Similar? Evidence from Large Multi-Channel Retailers." American Economic Review 107, no. 1 (January 2017): 283–303.
      • August 2016 (Revised August 2017)
      • Case

      AnswerDash (Abridged)

      By: Elie Ofek and Jeffrey D. Shulman
      It is 2014 and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of...  View Details
      Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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      Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash (Abridged)." Harvard Business School Case 517-020, August 2016. (Revised August 2017.)
      • June 2016 (Revised August 2017)
      • Case

      AnswerDash

      By: Elie Ofek and Jeffrey D. Shulman
      It is 2014, and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of...  View Details
      Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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      Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash." Harvard Business School Case 516-106, June 2016. (Revised August 2017.)
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