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      • June 2022 (Revised March 2024)
      • Case

      Netflix's Culture: Binge or Cringe?

      By: Hubert Joly, Leonard A. Schlesinger, James Barnett and Stacy Straaberg
      In May 2022, streaming entertainment company Netflix lost customers for the first time in more than 10 years. Once a first mover in the streaming landscape, Netflix was facing competition from Amazon Prime Video, Disney+, HBO Max, and others. A key component of... View Details
      Keywords: Compensation and Benefits; Employees; Recruitment; Resignation and Termination; Retention; Selection and Staffing; Innovation and Management; Innovation Strategy; Leadership Style; Business or Company Management; Management Style; Media; Business Processes; Organizational Culture; Organizational Structure; Performance Expectations; Performance Productivity; Creativity; Business Strategy; Entertainment and Recreation Industry; Media and Broadcasting Industry; Motion Pictures and Video Industry; Video Game Industry; North America; California; Canada; Europe; Middle East; Africa; Asia; Latin America
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      Joly, Hubert, Leonard A. Schlesinger, James Barnett, and Stacy Straaberg. "Netflix's Culture: Binge or Cringe?" Harvard Business School Case 522-096, June 2022. (Revised March 2024.)
      • June 2022
      • Case

      Business Implications from Regulating Carbon Emissions in the EU

      By: George Serafeim and Benjamin Maletta
      In the beginning of the 21st century, the European Union (the EU) had led the global fight against climate change with a wide array of policy measures. The EU’s primary approach to climate policy had been taxation via the European Union Emissions Trading System (EU... View Details
      Keywords: Regulation; Carbon Emissions; Trade; Sustainability; Decarbonization; Performance; Climate Change; Analysis; Strategy; Taxation; Policy; Environmental Regulation; Industry Structures; European Union
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      Serafeim, George, and Benjamin Maletta. "Business Implications from Regulating Carbon Emissions in the EU." Harvard Business School Case 122-106, June 2022.
      • May 2022
      • Supplement

      Maestro Pizza (B): The Competition Awakens

      By: Ramon Casadesus-Masanell and Fares Khrais
      Maestro pizza opened its first store in 2013 after its founder, Khalid Al Omran, recognized an opportunity in Saudi Arabia to offer high quality pizza at affordable prices. The business grew rapidly and under the radar at first, but soon enough caught the attention of... View Details
      Keywords: Competitive Strategy; Competitive Advantage; Competition; Market Entry and Exit; Emerging Markets; Business Startups; Corporate Entrepreneurship; Product Positioning; Disruption; Disruptive Innovation; Advertising; Advertising Campaigns; Social Media; Forecasting and Prediction; Crisis Management; Growth and Development Strategy; Brands and Branding; Product Development; Production; Service Delivery; Business Growth and Maturation; Financial Statements; Cost Management; Analysis; Quality; Performance Consistency; Customer Satisfaction; Profit; Family Ownership; Food and Beverage Industry; Saudi Arabia; Middle East
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      Casadesus-Masanell, Ramon, and Fares Khrais. "Maestro Pizza (B): The Competition Awakens." Harvard Business School Supplement 722-400, May 2022.
      • May 2022
      • Supplement

      Maestro Pizza (C): Taking the Fight Outside

      By: Ramon Casadesus-Masanell and Fares Khrais
      Maestro pizza opened its first store in 2013 after its founder, Khalid Al Omran, recognized an opportunity in Saudi Arabia to offer high quality pizza at affordable prices. The business grew rapidly and under the radar at first, but soon enough caught the attention of... View Details
      Keywords: Competitive Strategy; Competitive Advantage; Competition; Market Entry and Exit; Emerging Markets; Business Startups; Corporate Entrepreneurship; Product Positioning; Disruption; Disruptive Innovation; Advertising; Advertising Campaigns; Social Media; Forecasting and Prediction; Crisis Management; Growth and Development Strategy; Brands and Branding; Product Development; Production; Service Delivery; Business Growth and Maturation; Financial Statements; Cost Management; Analysis; Quality; Performance Consistency; Customer Satisfaction; Profit; Family Ownership; Food and Beverage Industry; Middle East; Saudi Arabia
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      Casadesus-Masanell, Ramon, and Fares Khrais. "Maestro Pizza (C): Taking the Fight Outside." Harvard Business School Supplement 722-401, May 2022.
      • May 2022
      • Case

      Maestro Pizza: Coming in Hot!

      By: Ramon Casadesus-Masanell and Fares Khrais
      Maestro Pizza opened its first store in 2013 after its founder, Khalid Al Omran, recognized an opportunity in Saudi Arabia to offer high quality pizza at affordable prices. The business grew rapidly and under the radar at first, but soon enough caught the attention of... View Details
      Keywords: Competitive Strategy; Competitive Advantage; Competition; Market Entry and Exit; Emerging Markets; Business Startups; Corporate Entrepreneurship; Product Positioning; Disruption; Disruptive Innovation; Advertising; Advertising Campaigns; Social Media; Forecasting and Prediction; Crisis Management; Growth and Development Strategy; Brands and Branding; Product Development; Production; Service Delivery; Business Growth and Maturation; Financial Statements; Cost Management; Analysis; Quality; Performance Consistency; Customer Satisfaction; Profit; Family Ownership; Food and Beverage Industry; Middle East; Saudi Arabia
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      Casadesus-Masanell, Ramon, and Fares Khrais. "Maestro Pizza: Coming in Hot!" Harvard Business School Case 722-399, May 2022.
      • May 2022
      • Article

      The Impact of COVID-19 on Digital Communication Patterns

      By: Evan DeFilippis, Stephen Michael Impink, Madison Singell, Jeff Polzer and Raffaella Sadun
      We explore the impact of COVID-19 on employees’ digital communication patterns through an event study of lockdowns in 16 large metropolitan areas in North America, Europe, and the Middle East. Using de-identified, aggregated meeting and email meta-data from 3,143,270... View Details
      Keywords: Meetings; Email; COVID-19 Pandemic; Communication Technology; Health Pandemics; Time Management
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      DeFilippis, Evan, Stephen Michael Impink, Madison Singell, Jeff Polzer, and Raffaella Sadun. "The Impact of COVID-19 on Digital Communication Patterns." Humanities and Social Sciences Communications 9, no. 180 (May 2022).
      • May 2022 (Revised June 2024)
      • 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 June 2024.)
      • 2022
      • Article

      Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods.

      By: Chirag Agarwal, Marinka Zitnik and Himabindu Lakkaraju
      As Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes critical to ensure that the stakeholders understand the rationale behind their predictions. While several GNN explanation methods have been proposed recently, there has... View Details
      Keywords: Graph Neural Networks; Explanation Methods; Mathematical Methods; Framework; Theory; Analysis
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      Agarwal, Chirag, Marinka Zitnik, and Himabindu Lakkaraju. "Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
      • Article

      The Cross Section of Bank Value

      By: Mark Egan, Stefan Lewellen and Adi Sunderam
      We study the determinants of value creation in U.S. commercial banks. We develop novel measures of individual banks' productivities at collecting deposits and making loans. We relate these measures to bank market values and find that deposit productivity is responsible... View Details
      Keywords: Productivity; Banks and Banking; Valuation; Performance Productivity; Value Creation; United States
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      Egan, Mark, Stefan Lewellen, and Adi Sunderam. "The Cross Section of Bank Value." Review of Financial Studies 35, no. 5 (May 2022): 2101–2143.
      • 2024
      • Working Paper

      An Anatomy of Performance Monitoring

      By: Achyuta Adhvaryu, Anant Nyshadham and Jorge Tamayo
      Does better monitoring improve firm performance? We study the introduction of a technology that enabled managers to track the progress of drive-thru orders in a large quick-service restaurant chain. Sales initially increased by 5%, driven by managerial training inputs,... View Details
      Keywords: Performance Monitoring; Worker Skills; Skill Depreciation; Managerial Inattention; On-the-job Training; Productivity; Multitasking; Quick Serve Restaurants; Performance Evaluation; Employees; Competency and Skills; Training; Performance Productivity; Management; Information Technology; Food and Beverage Industry; Puerto Rico
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      Adhvaryu, Achyuta, Anant Nyshadham, and Jorge Tamayo. "An Anatomy of Performance Monitoring." Harvard Business School Working Paper, No. 22-066, March 2022. (Revised November 2024. R&R Journal of Political Economy.)
      • April 12, 2022
      • Article

      Evaluation of Individual and Ensemble Probabilistic Forecasts of COVID-19 Mortality in the United States

      By: Estee Y. Cramer, Evan L. Ray, Velma K. Lopez, Johannes Bracher, Andrea Brennen, Alvaro J. Castro Rivadeneira, Michael Lingzhi Li and et al.
      Short-term probabilistic forecasts of the trajectory of the COVID-19 pandemic in the United States have served as a visible and important communication channel between the scientific modeling community and both the general public and decision-makers. Forecasting models... View Details
      Keywords: COVID-19; Forecasting and Prediction; Health Pandemics; Mathematical Methods; Partners and Partnerships
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      Cramer, Estee Y., Evan L. Ray, Velma K. Lopez, Johannes Bracher, Andrea Brennen, Alvaro J. Castro Rivadeneira, Michael Lingzhi Li, and et al. "Evaluation of Individual and Ensemble Probabilistic Forecasts of COVID-19 Mortality in the United States." e2113561119. Proceedings of the National Academy of Sciences 119, no. 15 (April 12, 2022). (See full author list here.)
      • April 2022 (Revised August 2022)
      • Case

      Restaurant Brands International: Version 2.0

      By: Boris Groysberg and Sarah L. Abbott
      In 2010, 3G Capital acquired Burger King, the second largest burger chain globally. 3G expanded Burger King’s operations via acquisitions into a multi-brand business, renamed Restaurant Brands International. The acquisition had been a financial success story for 3G.... View Details
      Keywords: Leadership; Growth and Development; Performance Evaluation; Private Equity; Franchise Ownership; Culture; Change Management; Strategy; Human Resources; Information Technology; Competition; Retail Industry; United States
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      Groysberg, Boris, and Sarah L. Abbott. "Restaurant Brands International: Version 2.0." Harvard Business School Case 422-047, April 2022. (Revised August 2022.)
      • April 2022
      • Article

      Consumers Value Effort over Ease When Caring for Close Others

      By: Ximena Garcia-Rada, Mary Steffel, Elanor F. Williams and Michael I. Norton
      Many products and services are designed to make caregiving easier, from premade meals for feeding families to robo-cribs that automatically rock babies to sleep. Yet, using these products may come with a cost: consumers may feel they have not exerted enough effort.... View Details
      Keywords: Effor; Caregiving; Close Relationships; Symbolic Meaning; Signaling; Relationships; Consumer Behavior; Perception
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      Garcia-Rada, Ximena, Mary Steffel, Elanor F. Williams, and Michael I. Norton. "Consumers Value Effort over Ease When Caring for Close Others." Journal of Consumer Research 48, no. 6 (April 2022): 970–990.
      • 2022
      • Working Paper

      Transferable Skills? Founders as Venture Capitalists

      By: Paul A. Gompers and Vladimir Mukharlyamov
      In this paper we explore whether or not the experience as a founder of a venture capital-backed startup influences the performance of founders who become venture capitalists (VCs). We find that nearly 7% of VCs were previously founders of a venture-backed startup.... View Details
      Keywords: Founders; Venture Capital; Entrepreneurship; Performance; Personal Development and Career; Success
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      Gompers, Paul A., and Vladimir Mukharlyamov. "Transferable Skills? Founders as Venture Capitalists." NBER Working Paper Series, No. 29907, April 2022.
      • March–April 2022
      • Article

      Uncovering the Mitigating Psychological Response to Monitoring Technologies: Police Body Cameras Not Only Constrain but Also Depolarize

      By: Shefali V. Patil and Ethan Bernstein
      Despite organizational psychologists’ long-standing caution against monitoring (citing its reduction in employee autonomy and thus effectiveness), many organizations continue to use it, often with no detriment to performance and with strong support, not protest, from... View Details
      Keywords: Monitoring; Transparency; Polarization; Body Worn Cameras; Quasi Field Experiment; Analytics and Data Science; Employees; Perception; Law Enforcement
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      Patil, Shefali V., and Ethan Bernstein. "Uncovering the Mitigating Psychological Response to Monitoring Technologies: Police Body Cameras Not Only Constrain but Also Depolarize." Organization Science 33, no. 2 (March–April 2022): 541–570. (*The authors contributed equally to this manuscript.)
      • 2022
      • Working Paper

      Is Hybrid Work the Best of Both Worlds? Evidence from a Field Experiment

      By: Prithwiraj Choudhury, Tarun Khanna, Christos A. Makridis and Kyle Schirmann
      Hybrid work is emerging as a novel form of organizing work globally. This paper reports causal evidence on how the extent of hybrid work—the number of days worked from home relative to days worked from the office—affects work outcomes. Collaborating with an... View Details
      Keywords: Hybrid Work; Remote Work; Work-from-home; Field Experiment; Employees; Geographic Location; Performance; Work-Life Balance
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      Choudhury, Prithwiraj, Tarun Khanna, Christos A. Makridis, and Kyle Schirmann. "Is Hybrid Work the Best of Both Worlds? Evidence from a Field Experiment." Harvard Business School Working Paper, No. 22-063, March 2022.
      • March 2022 (Revised January 2025)
      • Technical Note

      Prediction & Machine Learning

      By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton
      This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional... View Details
      Keywords: Machine Learning; Data Science; Learning; Analytics and Data Science; Performance Evaluation; AI and Machine Learning
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      Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Prediction & Machine Learning." Harvard Business School Technical Note 622-101, March 2022. (Revised January 2025.)
      • March 2022 (Revised December 2022)
      • Teaching Note

      Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood

      By: Susanna Gallani
      Teaching Note for HBS Case No.122-041. View Details
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      Gallani, Susanna. "Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood." Harvard Business School Teaching Note 122-095, March 2022. (Revised December 2022.)
      • March 2022
      • Teaching Note

      Tomorrow.io Goes To Space

      By: Joshua Lev Krieger, Abhishek Nagaraj and James Barnett
      Teaching Note for HBS Case No. 822-005. In March 2021, the weather company Tomorrow.io announced a new project to develop satellites equipped with radar for weather monitoring and launch them into Earth’s orbit. Company leadership considers execution strategies. View Details
      Keywords: Communication; Competency and Skills; Decision Making; Design; Engineering; Globalization; Innovation and Invention; Performance; Technological Innovation; Aerospace Industry
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      Krieger, Joshua Lev, Abhishek Nagaraj, and James Barnett. "Tomorrow.io Goes To Space." Harvard Business School Teaching Note 822-102, March 2022.
      • March 2022 (Revised January 2023)
      • Case

      Innovation at Moog Inc.

      By: Brian J. Hall, Ashley V. Whillans, Davis Heniford, Dominika Randle and Caroline Witten
      This case focuses on the challenges of incentivizing innovation within Moog, an engineering company based in New York state that designs and builds guidance systems for space, air, and land-based travel. The case enables students to grapple with the challenges of using... View Details
      Keywords: Innovation; Innovation Lab; Innovation Management; Motivation; Incentives; Culture; Compensation; Compensation And Benefits; Scalability; Business Growth and Maturation; Collaborative Innovation and Invention; Independent Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Organizational Culture; Performance Consistency; Performance Effectiveness; Performance Efficiency; Performance Productivity; Performance Evaluation; Creativity; Motivation and Incentives; Aerospace Industry; Transportation Industry; United States
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      Hall, Brian J., Ashley V. Whillans, Davis Heniford, Dominika Randle, and Caroline Witten. "Innovation at Moog Inc." Harvard Business School Case 922-040, March 2022. (Revised January 2023.)
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