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      • 2023
      • Article

      Exploiting Discovered Regression Discontinuities to Debias Conditioned-on-observable Estimators

      By: Benjamin Jakubowski, Siram Somanchi, Edward McFowland III and Daniel B. Neill
      Regression discontinuity (RD) designs are widely used to estimate causal effects in the absence of a randomized experiment. However, standard approaches to RD analysis face two significant limitations. First, they require a priori knowledge of discontinuities in...  View Details
      Keywords: Regression Discontinuity Design; Analytics and Data Science; AI and Machine Learning
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      Jakubowski, Benjamin, Siram Somanchi, Edward McFowland III, and Daniel B. Neill. "Exploiting Discovered Regression Discontinuities to Debias Conditioned-on-observable Estimators." Journal of Machine Learning Research 24, no. 133 (2023): 1–57.
      • 2023
      • Working Paper

      ESG: From Process to Product

      By: George Serafeim
      ESG measurement, analysis, management, and communication is a process that the financial industry has turned into a product, resulting in many investment funds using the ESG label. This has caused confusion, generating demand for a framework that defines the objectives...  View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; ESG Reporting; Investment Fund; Investment; Financial Services Industry
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      Serafeim, George. "ESG: From Process to Product." Harvard Business School Working Paper, No. 23-069, May 2023.
      • May 2023
      • Article

      Competition in Pricing Algorithms

      By: Zach Y. Brown and Alexander J. MacKay
      We document new facts about pricing technology using high-frequency data, and we examine the implications for competition. Some online retailers employ technology that allows for more frequent price changes and automated responses to price changes by rivals. Motivated...  View Details
      Keywords: Pricing Algorithms; Pricing Frequency; Commitment; Online Competition; Price; Information Technology; Competition
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      Brown, Zach Y., and Alexander J. MacKay. "Competition in Pricing Algorithms." American Economic Journal: Microeconomics 15, no. 2 (May 2023): 109–156.
      • May 2023
      • Article

      How Do Campaigns Shape Vote Choice? Multi-Country Evidence from 62 Elections and 56 TV Debates

      By: Caroline Le Pennec and Vincent Pons
      We use two-round survey data from 62 elections in 10 countries since 1952 to study the formation of vote choice, beliefs, and policy preferences and assess how televised debates contribute to this process. Our data include 253,000 observations. We compare the...  View Details
      Keywords: Political Debates; TV Debates; Voting; Political Elections; Decision Choices and Conditions
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      Le Pennec, Caroline, and Vincent Pons. "How Do Campaigns Shape Vote Choice? Multi-Country Evidence from 62 Elections and 56 TV Debates." Quarterly Journal of Economics 138 (May 2023): 703–767.
      • April 2023
      • Supplement

      Fresh Food Generation

      By: Brian Trelstad
      Instructors should consider the timing of making videos available to students, as they may reveal key case details. This case highlights one of five BIPOC entrepreneuers in the Boston area as part of the HBS Impact Investment Fund. In fall 2021, a team of HBS...  View Details
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      Trelstad, Brian. "Fresh Food Generation." Harvard Business School Multimedia/Video Supplement 323-704, April 2023.
      • April 2023
      • Background Note

      Note on Healthcare in Ghana

      By: Regina E. Herzlinger and Ben Creo
      This note accompanies case 323-033, “mPharma: Scaling Access to Affordable Primary Care in Africa” which discusses mPharma’s make-or-break strategic decisions. This note’s coverage of the Ghanaian healthcare system ranges from how care and drugs are delivered and...  View Details
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      Herzlinger, Regina E., and Ben Creo. "Note on Healthcare in Ghana." Harvard Business School Background Note 323-112, April 2023.
      • April 2023
      • Case

      Apple's iPhone Revolution: Pioneering the Circular Economy

      By: George Serafeim
      When asked to identify an example of a circular economy business model that has generated billions in revenues for a company, ChatGPT, the famous chatbot that in 2022 rocked the world with its ability to perform a variety of tasks, immediately identified and...  View Details
      Keywords: Iphone; Smartphone; Waste Management; Recycling; Innovation; Product Upgrade; Product Life Cycle; Sustainability; Climate Impact; Digital; Business Model Innovation; Climate Change; Information Technology; Business Model; Electronics Industry; Information Technology Industry
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      Serafeim, George. "Apple's iPhone Revolution: Pioneering the Circular Economy." Harvard Business School Case 123-089, April 2023.
      • April 19, 2023
      • Editorial

      Extreme Views Are More Attractive Than Moderate Ones

      By: Amit Goldenberg
      Do you ever feel like everyone on social media has a more extreme viewpoint than your own? We often blame social media companies for the cacophony of politically extreme opinions around us. After all, these companies are generally motivated to promote the most...  View Details
      Keywords: Social Media; Networks
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      Goldenberg, Amit. "Extreme Views Are More Attractive Than Moderate Ones." Scientific American (website) (April 19, 2023).
      • 2023
      • Working Paper

      Using GPT for Market Research

      By: James Brand, Ayelet Israeli and Donald Ngwe
      Large language models (LLMs) have quickly become popular as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners who...  View Details
      Keywords: Large Language Model; Research; AI and Machine Learning; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry
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      Brand, James, Ayelet Israeli, and Donald Ngwe. "Using GPT for Market Research." Harvard Business School Working Paper, No. 23-062, April 2023.
      • April 2023
      • Technical Note

      An Art & A Science: How to Apply Design Thinking to Data Science Challenges

      By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li
      We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure...  View Details
      Keywords: Decision Making; Framework; Analytics and Data Science
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      Parzen, Michael, Eddie Lin, Douglas Ng, and Jessie Li. "An Art & A Science: How to Apply Design Thinking to Data Science Challenges." Harvard Business School Technical Note 623-070, April 2023.
      • 2023
      • Article

      Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations.

      By: Edward McFowland III and Cosma Rohilla Shalizi
      Social influence cannot be identified from purely observational data on social networks, because such influence is generically confounded with latent homophily, that is, with a node’s network partners being informative about the node’s attributes and therefore its...  View Details
      Keywords: Causal Inference; Homophily; Social Networks; Peer Influence; Social and Collaborative Networks; Power and Influence; Mathematical Methods
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      McFowland III, Edward, and Cosma Rohilla Shalizi. "Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations." Journal of the American Statistical Association 118, no. 541 (2023): 707–718.
      • March 2023
      • Case

      Wilshire Lane Capital

      By: Jeffrey J. Bussgang, Lindsay N. Hyde and Stacy Straaberg
      In September 2021, Adam Demuyakor (MBA 2017) was faced with decisions about how to launch his venture capital (VC) investment firm. His previous investment activities were a series of angel investments and special purpose vehicles alongside two part-time general...  View Details
      Keywords: Ownership Stake; Investment Funds; Venture Capital; Business and Shareholder Relations; Real Estate Industry; Technology Industry; Los Angeles; California; United States
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      Bussgang, Jeffrey J., Lindsay N. Hyde, and Stacy Straaberg. "Wilshire Lane Capital." Harvard Business School Case 823-062, March 2023.
      • March 2023
      • Case

      Between Two Minds: The Staglin Family

      By: Lauren Cohen, Ronnie Stangler and Grace Headinger
      Garen Staglin, Founder and Chairman of One Mind, reflected on his life’s work in brain health. As he contemplated stepping down in the next few years, he weighed how to pass along this legacy to his son, Brandon Staglin, the impetus behind and next generation of the...  View Details
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      Cohen, Lauren, Ronnie Stangler, and Grace Headinger. "Between Two Minds: The Staglin Family." Harvard Business School Case 223-053, March 2023.
      • March 2023
      • Case

      MrBeast: Building a YouTube Empire

      By: Anita Elberse and Oliver Band
      Wednesday November 16, 2022 was a historic day in the ascent of Jimmy Donaldson, better known as MrBeast, to the top echelon of YouTube creators. That day he became the YouTuber with the most subscribers ever—a total of 112 million. The meteoric rise of the 24-year-old...  View Details
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      Elberse, Anita, and Oliver Band. "MrBeast: Building a YouTube Empire." Harvard Business School Case 523-103, March 2023.
      • March 2023 (Revised May 2023)
      • Background Note

      Workforce Change: The Hidden Costs of Layoffs and Managing Staff Reductions

      By: Sandra J. Sucher, Marilyn Morgan Westner and Christopher Diak
      Globally, over the past fifty years, more companies have used layoffs to cuts costs during periods of decreased demand or economic downturns. But layoffs have far-reaching consequences, generate hidden costs, and harm the company in myriad ways. This note reviews ways...  View Details
      Keywords: Human Resource Management; Layoffs; Furloughs; Human Resources; Management Practices and Processes; Employee Relationship Management; Resignation and Termination; Compensation and Benefits; United States
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      Sucher, Sandra J., Marilyn Morgan Westner, and Christopher Diak. "Workforce Change: The Hidden Costs of Layoffs and Managing Staff Reductions." Harvard Business School Background Note 323-073, March 2023. (Revised May 2023.)
      • March 2023
      • Teaching Note

      Hikma Pharmaceuticals Governance Journey

      By: Suraj Srinivasan and Jonah Goldberg
      Teaching Note for HBS Case No. 318108. The case opens with Said Darwazah, chairman and CEO of Hikma Pharmaceuticals, the multinational generics company, anticipating the company’s 2017 AGM and reflecting on changes made over the previous year to address concerns...  View Details
      Keywords: Jordan; Emerging Market; Private Sector; For-profit Firms; Boards Of Directors; Pharmaceuticals; Remuneration; Shareholder Engagement; Corporate Governance; Governing and Advisory Boards; Business and Shareholder Relations; Executive Compensation; Business Growth and Maturation; Pharmaceutical Industry; Jordan
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      Srinivasan, Suraj, and Jonah Goldberg. "Hikma Pharmaceuticals Governance Journey." Harvard Business School Teaching Note 123-078, March 2023.
      • 2023
      • Working Paper

      Rule by Market: The Chinese State in Factor Markets

      By: Meg Rithmire
      Political economy on China and beyond generally has been premised on a trade-off between state and market power. In the context of China’s reforms, markets and market mechanisms were hypothesized to replace state power in allocating important economic resources. Yet,...  View Details
      Keywords: Economic Systems; Government and Politics; China
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      Rithmire, Meg. "Rule by Market: The Chinese State in Factor Markets." Harvard Business School Working Paper, No. 23-040, March 2023.
      • March–April 2023
      • Article

      Market Segmentation Trees

      By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
      Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market...  View Details
      Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing
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      Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
      • February 2023
      • Case

      Doing Business in Santiago, Chile

      By: Willis Emmons, Leonard A. Schlesinger and Ruth Costas
      The case uses the example of the opening of the first IKEA furniture store in Chile – which is operated by Chilean group Falabella – to discuss the opportunities and challenges of doing business in the country. It gives readers an overview of Chile’s economic...  View Details
      Keywords: Business Cycles; Development Economics; Developing Countries and Economies; Economic Growth; Economic Sectors; Economy; Macroeconomics; Business History; Chile; Latin America
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      Emmons, Willis, Leonard A. Schlesinger, and Ruth Costas. "Doing Business in Santiago, Chile." Harvard Business School Case 323-085, February 2023.
      • February 2023
      • Case

      Kapor Capital

      By: Jeffrey J. Bussgang, Lindsay N. Hyde and Julia Kelley
      Kapor Capital, a leading impact investment venture capital (VC) firm, is on the cusp of a generational transition. The two rising managing directors are about to take over the firm from the VC’s eponymous founders. How should they think about strategy, brand, and...  View Details
      Keywords: Entrepreneurship; Venture Capital; Operations; Business Startups; Financial Services Industry; United States
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      Bussgang, Jeffrey J., Lindsay N. Hyde, and Julia Kelley. "Kapor Capital." Harvard Business School Case 823-023, February 2023.
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