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      • April 2021
      • Article

      The Effects of Quota Frequency: Sales Performance and Product Focus

      By: Doug J. Chung, Das Narayandas and Dongkyu Chang
      This study investigates the comprehensive and multidimensional effects of quota (goal) frequency on sales force performance. We develop a theory of salespeople’s behavior—aggregate effort and the product type focus—in response to the temporal length of a sales-quota... View Details
      Keywords: Sales Force Compensation; Field Experiment; Quotas; Quota Frequency; Commissions; Bonuses; Goals; Salesforce Management; Compensation and Benefits; Goals and Objectives; Behavior; Performance
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      Chung, Doug J., Das Narayandas, and Dongkyu Chang. "The Effects of Quota Frequency: Sales Performance and Product Focus." Management Science 67, no. 4 (April 2021): 2151–2170.
      • April 2021
      • Article

      Work-From-Anywhere: The Productivity Effects of Geographical Flexibility

      By: Prithwiraj Choudhury, Cirrus Foroughi and Barbara Larson
      An emerging form of remote work allows employees to work-from-anywhere, so that the worker can choose to live in a preferred geographic location. While traditional work-from-home (WFH) programs offer the worker temporal flexibility, work-from-anywhere (WFA) programs... View Details
      Keywords: Geographic Flexibility; Work-from-anywhere; Remote Work; Telecommuting; Geographic Mobility; USPTO; Employees; Geographic Location; Performance Productivity
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      Choudhury, Prithwiraj, Cirrus Foroughi, and Barbara Larson. "Work-From-Anywhere: The Productivity Effects of Geographical Flexibility." Strategic Management Journal 42, no. 4 (April 2021): 655–683.
      • April 2021
      • Case

      Zeynep Ton: The Good Jobs Strategy

      By: Francesca Gino and Frances X. Frei
      The link to this multimedia case should be provided to students in advance as preparation for classroom case discussion.

      In Zeynop Ton’s 2014 book The Good Jobs Strategy: How the Smartest Companies Invest in Employees to Lower Costs and Boost... View Details
      Keywords: Organizations; Selection and Staffing; Compensation and Benefits; Operations; Performance Effectiveness
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      Gino, Francesca, and Frances X. Frei. "Zeynep Ton: The Good Jobs Strategy." Harvard Business School Multimedia/Video Case 921-703, April 2021.
      • March 2021
      • Supplement

      Artea (A), (B), (C), and (D): Designing Targeting Strategies

      By: Eva Ascarza and Ayelet Israeli
      Power Point Supplement to Teaching Note for HBS No. 521-021,521-022,521-037,521-043. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on... View Details
      Keywords: Targeted Advertising; Targeting; Algorithmic Data; Bias; A/B Testing; Experiment; Advertising; Gender; Race; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea (A), (B), (C), and (D): Designing Targeting Strategies." Harvard Business School PowerPoint Supplement 521-719, March 2021.
      • 2021
      • Working Paper

      Cognitive Biases: Mistakes or Missing Stakes?

      By: Benjamin Enke, Uri Gneezy, Brian Hall, David Martin, Vadim Nelidov, Theo Offerman and Jeroen van de Ven
      Despite decades of research on heuristics and biases, empirical evidence on the effect of large incentives—as present in relevant economic decisions—on cognitive biases is scant. This paper tests the effect of incentives on four widely documented biases: base rate... View Details
      Keywords: Cognitive Biases; Incentives; Motivation and Incentives; Decision Making; Performance
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      Enke, Benjamin, Uri Gneezy, Brian Hall, David Martin, Vadim Nelidov, Theo Offerman, and Jeroen van de Ven. "Cognitive Biases: Mistakes or Missing Stakes?" Harvard Business School Working Paper, No. 21-102, March 2021.
      • March 2021 (Revised January 2022)
      • Case

      Philips: Redefining Telehealth

      By: Regina E. Herzlinger, Alec Petersen, Natalie Kindred and Sara M. McKinley
      As one of the world’s largest healthcare companies, Philips sought to reach beyond the walls of the hospital and expand its hospital-to-home program to gain future competitive advantage through technology solutions combining predictive analytics with care delivery. By... View Details
      Keywords: Health Care; Philips; Visicu; Telemedicine; eICU; Accountable Care Organization; ACO; Bundled Payment; Hospital To Home; Patient Monitoring Devices; Home Health Care; Health Care and Treatment; Communication Technology; Quality; Safety; Performance Productivity; Performance Capacity; Performance Efficiency; Consumer Behavior; Emerging Markets; Health Industry; Telecommunications Industry; Netherlands
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      Herzlinger, Regina E., Alec Petersen, Natalie Kindred, and Sara M. McKinley. "Philips: Redefining Telehealth." Harvard Business School Case 321-135, March 2021. (Revised January 2022.) (As companion reading for this case, see: Regina E. Herzlinger and Charles Huang. "Note on Bundled Payment in Health Care," HBS Background Note 312-032.)
      • March 17, 2021
      • Other Article

      Beyond Pajamas: Sizing Up the Pandemic Shopper

      By: Ayelet Israeli, Eva Ascarza and Laura Castrillo
      A first look at how the COVID-19 pandemic impacted e-commerce apparel shopping in the US and the UK. Extensive analysis and interactive graphics utilizing millions of transactions.
      While the pandemic is still playing out, our preliminary investigations... View Details
      Keywords: Retail; Retail Analytics; Consumer; Pandemic; COVID; COVID-19; Apparel; Ecommerce; Online Shopping; Online Apparel; Online Sales; Returns; CRM; Customer Retention; Customer Experience; Customer Value; Digital; Customer Focus and Relationships; Customers; Health Pandemics; Consumer Behavior; Customer Relationship Management; Internet and the Web; Behavior; E-commerce; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States; United Kingdom
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      Israeli, Ayelet, Eva Ascarza, and Laura Castrillo. "Beyond Pajamas: Sizing Up the Pandemic Shopper." Harvard Business School Working Knowledge (March 17, 2021).
      • 2021
      • Working Paper

      Population Interference in Panel Experiments

      By: Iavor I Bojinov, Kevin Wu Han and Guillaume Basse
      The phenomenon of population interference, where a treatment assigned to one experimental unit affects another experimental unit's outcome, has received considerable attention in standard randomized experiments. The complications produced by population interference in... View Details
      Keywords: Finite Population; Potential Outcomes; Dynamic Causal Effects; Mathematical Methods
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      Bojinov, Iavor I., Kevin Wu Han, and Guillaume Basse. "Population Interference in Panel Experiments." Harvard Business School Working Paper, No. 21-100, March 2021.
      • March 2021
      • Case

      Founders Factory

      By: Jeffrey F. Rayport and James Barnett
      In January 2020, Founders Factory (FF) Executive Chairman Brent Hoberman and CEO Henry Lane Fox were considering FF’s expansion strategy. FF operated as a venture capital (VC) fund built around an accelerator and incubator, and organized around sectors within... View Details
      Keywords: Entrepreneurship; Markets; Planning; Expansion; Global Range; Business Model; Talent and Talent Management; Experience and Expertise; Corporate Entrepreneurship; Global Strategy; Innovation Strategy; Growth and Development Strategy; Management Teams; Organizational Change and Adaptation; Partners and Partnerships; Internet and the Web; Mobile and Wireless Technology; Technology Industry; Africa; South Africa; Johannesburg; Europe; France; Paris; United Kingdom; England; London; United States; New York (city, NY)
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      Rayport, Jeffrey F., and James Barnett. "Founders Factory." Harvard Business School Case 821-009, March 2021.
      • March 2021
      • Article

      Experimenting During the Shift to Virtual Team Work: Learnings from How Teams Adapted Their Activities During the COVID-19 Pandemic

      By: Ashley V. Whillans, Leslie Perlow and Aurora Turek
      Past research has focused on understanding the characteristics of work that are fully virtual or fully collocated. The present study seeks to expand our understanding of team work by studying knowledge workers' experiences as they were suddenly forced to transition to... View Details
      Keywords: Team Work; Activities; Virtual Work; Digital Technologies; Groups and Teams; Health Pandemics; Internet and the Web; Adaptation
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      Whillans, Ashley V., Leslie Perlow, and Aurora Turek. "Experimenting During the Shift to Virtual Team Work: Learnings from How Teams Adapted Their Activities During the COVID-19 Pandemic." Information and Organization 31, no. 1 (March 2021).
      • March 2021
      • Article

      Last Place Aversion in Queues

      By: Ryan W. Buell
      This paper documents the effects of last place aversion in queues and its implications for customer experiences and behaviors as well as for operating performance. An observational analysis of customers queuing at a grocery store, and four online studies in which... View Details
      Keywords: Behavioral Operations; Queues; Reference Effects; Last Place Aversion; Transparency; Customers; Behavior; Satisfaction; Service Operations
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      Buell, Ryan W. "Last Place Aversion in Queues." Management Science 67, no. 3 (March 2021): 1430–1452.
      • March 2021 (Revised August 2021)
      • Case

      Nayana Mawilmada: Transforming Urban Development in Sri Lanka

      By: Joshua D. Margolis and Mahima Rao-Kachroo
      In February 2018, Nayana Mawilmada (Nayana), investment head for the Sri Lankan government’s ambitious $40 billion Megapolis project, must weigh an attractive job offer to move from the public sector to the private sector. A massive government project aimed at... View Details
      Keywords: Change Management; Transformation; Decision Making; Public Sector; Experience and Expertise; Strategic Planning; Work-Life Balance; Transportation; Risk and Uncertainty; Power and Influence; Personal Development and Career; Real Estate Industry; Rail Industry; Transportation Industry; South Asia; Sri Lanka; Boston; Virginia; United States
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      Margolis, Joshua D., and Mahima Rao-Kachroo. "Nayana Mawilmada: Transforming Urban Development in Sri Lanka." Harvard Business School Case 421-065, March 2021. (Revised August 2021.)
      • March 2021
      • Article

      The Customer May Not Always Be Right: Customer Compatibility and Service Performance

      By: Ryan W. Buell, Dennis Campbell and Frances X. Frei
      This paper investigates the impact of customer compatibility – the degree of fit between the needs of customers and the capabilities of the operations serving them – on customer experiences and firm performance. We use a variance decomposition analysis to quantify the... View Details
      Keywords: Customer Compatibility; Satisfaction; Profitability; Service Operations; Customer Relationship Management; Customer Satisfaction; Performance
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      Buell, Ryan W., Dennis Campbell, and Frances X. Frei. "The Customer May Not Always Be Right: Customer Compatibility and Service Performance." Management Science 67, no. 3 (March 2021): 1468–1488.
      • February 2021 (Revised June 2021)
      • Case

      Barbarians at the Gate or Turnaround Gurus? Private Equity and the Rise of the LBO

      By: Tom Nicholas and John Masko
      During the 1980s, leveraged buyouts (LBOs) and the private equity (PE) firms responsible for carrying them out revolutionized both investment and management in the U.S. Between 1980 and 1989, buyout activity in the U.S. surged from $1 billion per year to $60 billion.... View Details
      Keywords: Leveraged Buyouts; Mergers and Acquisitions; Business Conglomerates; Restructuring; Borrowing and Debt; Private Equity; Bonds; Investment Return; Institutional Investing; Profit Sharing; Business History; Management Style; Private Ownership; Performance Effectiveness; Value Creation; Financial Services Industry; United States
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      Nicholas, Tom, and John Masko. "Barbarians at the Gate or Turnaround Gurus? Private Equity and the Rise of the LBO." Harvard Business School Case 821-016, February 2021. (Revised June 2021.)
      • February 2021
      • Tutorial

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael Toffel and Natalie Epstein
      This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and... View Details
      Keywords: Statistics; Experiments; Forecasting and Prediction; Performance Evaluation; AI and Machine Learning
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      Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021. (Click here to access this tutorial.)
      • February 2021
      • Tutorial

      Getting Started in RStudio Cloud

      By: Chiara Farronato and Caleb Kwon
      This video provides an introduction to the free programming language R using an online cloud version of RStudio, which is the most popular editor and interface for writing and executing R code. The video begins by providing a brief background of R and RStudio and... View Details
      Keywords: Data Analysis; Data Analytics; Experiment; Experimental Design; Analytics and Data Science; Analysis; Applications and Software
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      Farronato, Chiara, and Caleb Kwon. Getting Started in RStudio Cloud. Harvard Business School Tutorial 621-708, February 2021.
      • February 2021
      • Tutorial

      T-tests: Theory and Practice

      By: Michael Parzen, Natalie Epstein, Chiara Farronato and Michael Toffel
      This video provides an introduction to hypothesis testing, sampling, t-tests, and p-values. It provides examples of A/B testing and t-testing to assess whether difference between two groups are statistically significant. This video can be assigned in conjunction with... View Details
      Keywords: Data Analysis; Data Analytics; Experiment Design; Experimentation; Analytics and Data Science; Analysis
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      Parzen, Michael, Natalie Epstein, Chiara Farronato, and Michael Toffel. T-tests: Theory and Practice. Harvard Business School Tutorial 621-707, February 2021.
      • Article

      How Real Sales Learning Happens: In the Flow of Work

      By: Yuchun Lee, Mark Magnacca and Frank V. Cespedes
      Most learning in sales is through peer learning in task-specific contexts, and the effects are cumulative because modeling behavior is a big driver of how salespeople develop. This is very different from the experience in most training seminars, especially if the... View Details
      Keywords: Sales; Learning; Training; Performance
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      Lee, Yuchun, Mark Magnacca, and Frank V. Cespedes. "How Real Sales Learning Happens: In the Flow of Work." Learning Solutions (February 15, 2021).
      • February 2021 (Revised February 2021)
      • Case

      World of Dreams Entertainment Group: Building a Resilient Business

      By: Lynda M. Applegate, Sarah Endline and Michael Norris
      In 2021, Ron DeShay, former American Idol producer, is launching his new business venture: World of Dreams Entertainment Group. World of Dreams rethought the existing TV production model, giving audiences more power to directly influence the creation of shows through a... View Details
      Keywords: Television Entertainment; Media; Social Issues; Sports; Business Ventures; Digital Platforms; Entertainment and Recreation Industry; United States; California; Los Angeles
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      Applegate, Lynda M., Sarah Endline, and Michael Norris. "World of Dreams Entertainment Group: Building a Resilient Business." Harvard Business School Case 821-039, February 2021. (Revised February 2021.)
      • 2021
      • Article

      Fundraising for Stigmatized Groups: A Text Message Donation Experiment

      By: Katerina Linos, Laura Jakli and Melissa Carlson
      As government welfare programming contracts and NGOs increasingly assume core aid functions, they must address a long-standing challenge—that people in need often belong to stigmatized groups. To study other-regarding behavior, we fielded an experiment through a... View Details
      Keywords: Demographics; Philanthropy and Charitable Giving; Communication Strategy; Civil Society or Community; Non-Governmental Organizations; Welfare; Greece
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      Linos, Katerina, Laura Jakli, and Melissa Carlson. "Fundraising for Stigmatized Groups: A Text Message Donation Experiment." American Political Science Review 115, no. 1 (2021): 14–30.
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