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      • June 2021
      • Case

      Reversing Course on a Reverse E-Auction (A)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (A)." Harvard Business School Case 921-051, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (B)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (B)." Harvard Business School Supplement 921-052, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (C)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (C)." Harvard Business School Supplement 921-053, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (D)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (D)." Harvard Business School Supplement 921-054, June 2021.
      • June 2021 (Revised November 2021)
      • Case

      Equity Bank: Charting the Future

      By: Lauren Cohen, Michael Chitavi and Spencer C. N. Hagist
      After climbing the ranks among Kenya's financial institutions from 66th to 1st, and toppling a quarter of the market share held by mobile money giant Safaricom, CEO James Mwangi must now guide Equity Bank into its next stage of development beyond "Equity 3.0." Should... View Details
      Keywords: Growth and Development Strategy; Leadership; Decision Making; Market Entry and Exit; Developing Countries and Economies; Financial Institutions; Economics; Kenya
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      Cohen, Lauren, Michael Chitavi, and Spencer C. N. Hagist. "Equity Bank: Charting the Future." Harvard Business School Case 221-105, June 2021. (Revised November 2021.)
      • June 2021 (Revised November 2021)
      • Case

      Asian Corporate Governance Association: Stemming a 'Race to the Bottom' by Stock Exchanges?

      By: Charles C.Y. Wang and Billy Chan
      This case describes the movement towards dual-class listings on Asian stock exchanges and the efforts of the Asian Corporate Governance Association (ACGA), a not-for-profit shareholder advocacy group, to discourage this trend. As a not-for-profit organization with no... View Details
      Keywords: Corporate Governance; Governance Controls; Nonprofit Organizations; Stocks; Financial Markets; Financial Services Industry; Hong Kong; China; Asia
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      Wang, Charles C.Y., and Billy Chan. "Asian Corporate Governance Association: Stemming a 'Race to the Bottom' by Stock Exchanges?" Harvard Business School Case 121-073, June 2021. (Revised November 2021.)
      • June 2021
      • Case

      Mobileye 2021: Robotaxi and/or Consumer AV?

      By: David B. Yoffie, Danielle Golan and Nicole Tempest Keller
      In March 2021, Amnon Shashua, co-founder and CEO of Israel-based Mobileye, was preparing to meet with Intel’s new CEO, Pat Gelsinger, to review plans for the future. Mobileye had been acquired by California-based Intel in 2017, but still operated independently.... View Details
      Keywords: Technology Companies; Robotics; Autonomous Vehicles; Strategy; Decision Making; Transportation; Technological Innovation; Technology Industry; Auto Industry; Transportation Industry; Israel
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      Yoffie, David B., Danielle Golan, and Nicole Tempest Keller. "Mobileye 2021: Robotaxi and/or Consumer AV?" Harvard Business School Case 721-481, June 2021.
      • June 2021
      • Article

      The Role of Beliefs in Driving Gender Discrimination

      By: Katherine B. Coffman, Christine L. Exley and Muriel Niederle
      While there is ample evidence of discrimination against women in the workplace, it can be difficult to understand what factors contribute to discriminatory behavior. We use an experiment to both document discrimination and unpack its sources. First, we show that, on... View Details
      Keywords: Gender Discrimination; Behavioral Decision Making; Gender; Attitudes; Prejudice and Bias; Economics; Behavior; Decision Making
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      Coffman, Katherine B., Christine L. Exley, and Muriel Niederle. "The Role of Beliefs in Driving Gender Discrimination." Management Science 67, no. 6 (June 2021).
      • July–August 2021
      • Article

      Why You Aren't Getting More from Your Marketing AI

      By: Eva Ascarza, Michael Ross and Bruce G.S. Hardie
      Fewer than 40% of companies that invest in AI see gains from it, usually because of one or more of these errors: (1) They don’t ask the right question, and end up directing AI to solve the wrong problem. (2) They don’t recognize the differences between the value of... View Details
      Keywords: Artificial Intelligence; Marketing; Decision Making; Communication; Framework; AI and Machine Learning
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      Ascarza, Eva, Michael Ross, and Bruce G.S. Hardie. "Why You Aren't Getting More from Your Marketing AI." Harvard Business Review 99, no. 4 (July–August 2021): 48–54.
      • May 2021 (Revised August 2021)
      • Case

      Airbnb During the Pandemic: Stakeholder Capitalism Faces a Critical Test

      By: Benjamin C. Esty and Allison Ciechanover
      As the COVID pandemic spread in early 2020, global travel ground to a halt. For Airbnb, the San Francisco-based platform for renting accommodations, the impact was both swift and severe as revenues plummeted more than 70% over the prior year. Responding to the sudden... View Details
      Keywords: COVID-19 Pandemic; Business and Stakeholder Relations; Corporate Governance; Crisis Management; Leadership; Digital Platforms; Corporate Social Responsibility and Impact; Mission and Purpose; Value Creation; Decision Making; Goals and Objectives; Cross-Cultural and Cross-Border Issues; Travel Industry; Tourism Industry; Service Industry; United States
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      Esty, Benjamin C., and Allison Ciechanover. "Airbnb During the Pandemic: Stakeholder Capitalism Faces a Critical Test." Harvard Business School Case 221-050, May 2021. (Revised August 2021.)
      • May 2021 (Revised September 2021)
      • Case

      CPE and SUS Environmental: You've Got to Know When to Hold 'Em (A)

      By: Josh Lerner and Franko Jira
      In July 2016, Di Yang and Grace Guo of the leading Chinese private equity group CPE faced a dilemma—a happy dilemma, but a challenge nonetheless. CPE’s investment in the waste-to-energy firm SUS Environment had proved to be exceedingly successful. This success had... View Details
      Keywords: Decision Choices and Conditions; Private Equity; Financial Liquidity; Investment Return; Growth and Development
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      Lerner, Josh, and Franko Jira. "CPE and SUS Environmental: You've Got to Know When to Hold 'Em (A)." Harvard Business School Case 821-085, May 2021. (Revised September 2021.)
      • May 2021
      • Case

      Roku 2021

      By: David B. Yoffie and Daniel Fisher
      This case is used to explore the strategic concept of "look forward, reason back." Roku in 2021 is trying to figure out the future of television and streaming media. Students are asked to provide a vision for television and streaming media (that is, Look Forward) by... View Details
      Keywords: Television Entertainment; Forecasting and Prediction; Decision Choices and Conditions; Strategy; Strategic Planning; Media and Broadcasting Industry
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      Yoffie, David B., and Daniel Fisher. "Roku 2021." Harvard Business School Case 721-480, May 2021.
      • May 2021 (Revised February 2024)
      • Teaching Note

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Ayelet Israeli and Jill Avery
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
      • May 2021
      • Article

      Choice Architecture in Physician–patient Communication: A Mixed-methods Assessment of Physicians' Competency

      By: J. Hart, K. Yadav, S. Szymanski, A. Summer, A. Tannenbaum, J. Zlatev, D. Daniels and S.D. Halpern
      Background: Clinicians’ use of choice architecture, or how they present options, systematically influences the choices made by patients and their surrogate decision makers. However, clinicians may incompletely understand this influence.... View Details
      Keywords: Choice Architecture; Health Care and Treatment; Interpersonal Communication; Decision Choices and Conditions; Competency and Skills
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      Hart, J., K. Yadav, S. Szymanski, A. Summer, A. Tannenbaum, J. Zlatev, D. Daniels, and S.D. Halpern. "Choice Architecture in Physician–patient Communication: A Mixed-methods Assessment of Physicians' Competency." BMJ Quality & Safety 30, no. 5 (May 2021).
      • 2021
      • Working Paper

      Going by the Book: Valuation Ratios and Stock Returns

      By: Ki-Soon Choi, Eric So and Charles C.Y. Wang
      We study the use of firms’ book-to-market ratios (B/M) in value investing and its implications for comovements in firms’ stock returns and trading volumes. We show B/M has become increasingly detached from common alternative valuation ratios over time while also... View Details
      Keywords: Valuation Ratios; Book-to-market Ratios; Investment Return; Investment; Decision Making
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      Choi, Ki-Soon, Eric So, and Charles C.Y. Wang. "Going by the Book: Valuation Ratios and Stock Returns." Harvard Business School Working Paper, No. 21-126, May 2021.
      • Article

      Impact-Weighted Financial Accounts: A Paradigm Shift

      By: Ethan Rouen and George Serafeim
      The last decade has seen an exponential increase in corporate sustainability activities and efforts by investors to use these activities in their portfolio formation, valuation, and stewardship activities. This paper explains the need for a uniform strategy to measure... View Details
      Keywords: Impact-Weighted Accounts; ESG (Environmental, Social, Governance) Performance; Corporate Social Responsibility and Impact; Measurement and Metrics; Standards
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      Rouen, Ethan, and George Serafeim. "Impact-Weighted Financial Accounts: A Paradigm Shift." CESifo Forum 22, no. 3 (May 2021): 20–25.
      • May 2021
      • Article

      Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being

      By: Lisa Rotenstein, Robert S. Huckman and Christine K. Cassel
      The COVID-19 crisis has forced physicians to make daily decisions that require knowledge and skills they did not acquire as part of their biomedical training. Physicians are being called upon to be both managers—able to set processes and structures—and leaders—capable... View Details
      Keywords: Health Care and Treatment; Management; Leadership; Health Pandemics; Health Industry
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      Rotenstein, Lisa, Robert S. Huckman, and Christine K. Cassel. "Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being." Academic Medicine 96, no. 5 (May 2021).
      • May 2021
      • Article

      The Firm Next Door: Using Satellite Images to Study Local Information Advantage

      By: Jung Koo Kang, Lorien Stice-Lawrence and Forester Wong
      We use novel satellite data that track the number of cars in the parking lots of 92,668 stores for 71 publicly listed U.S. retailers to study the local information advantage of institutional investors. We establish car counts as a timely measure of store-level... View Details
      Keywords: Satellite Images; Store-level Performance; Institutional Investors; Local Advantage; Overweighting; Processing Costs; Alternative Data; Big Data; Emerging Technologies; Information; Quality; Institutional Investing; Decision Making; Behavioral Finance; Analytics and Data Science
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      Kang, Jung Koo, Lorien Stice-Lawrence, and Forester Wong. "The Firm Next Door: Using Satellite Images to Study Local Information Advantage." Journal of Accounting Research 59, no. 2 (May 2021): 713–750.
      • April 2021
      • Case

      Glovo: Expanding Quick Commerce

      By: Antonio Moreno and James Barnett
      In March 2021, delivery app CEO Oscar Pierre and his team consider strategies to grow Glovo’s quick commerce delivery service and to approach their expansion in Kenya. View Details
      Keywords: Decision Making; Entrepreneurship; Food; Global Strategy; Operations; Strategy; Distribution Industry; Food and Beverage Industry; Web Services Industry; Africa; Kenya; Nairobi; Europe; Spain; Barcelona; Middle East; Central America; South America
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      Moreno, Antonio, and James Barnett. "Glovo: Expanding Quick Commerce." Harvard Business School Case 621-094, April 2021.
      • 2020
      • Working Paper

      Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

      By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang
      We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
      Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
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      Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
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