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    • All HBS Web  (389)
      • Faculty Publications  (49)

      Proactive Churn Management Remove Proactive Churn Management →

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      • October 13, 2021
      • Editorial

      How Companies Can Improve Employee Engagement Right Now

      By: Daniel Stein, Nick Hobson, Jon M. Jachimowicz and Ashley Whillans
      A year and a half into the pandemic, employees’ mental “surge capacity” is likely diminished. Managers must take proactive steps to increase employee engagement, or risk losing their workforce. Engaged employees perform better, experience less burnout, and stay in...  View Details
      Keywords: Employee Retention; Employee Engagement; Employee Relationship Management; Work-Life Balance
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      Stein, Daniel, Nick Hobson, Jon M. Jachimowicz, and Ashley Whillans. "How Companies Can Improve Employee Engagement Right Now." Harvard Business Review (website) (October 13, 2021).
      • June 23, 2021
      • Article

      Research: When A/B Testing Doesn't Tell You the Whole Story

      By: Eva Ascarza
      When it comes to churn prevention, marketers traditionally start by identifying which customers are most likely to churn, and then running A/B tests to determine whether a proposed retention intervention will be effective at retaining those high-risk customers. While...  View Details
      Keywords: Customer Retention; Churn; Targeting; Market Research; Marketing; Investment Return; Customers; Retention; Research
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      Ascarza, Eva. "Research: When A/B Testing Doesn't Tell You the Whole Story." Harvard Business Review Digital Articles (June 23, 2021).
      • May 2021
      • Simulation

      Customer Compatibility Exercise Application

      By: Ryan W. Buell
      Customers impose considerable variability on the operating systems of service organizations. They show up when they wish (arrival variability), they ask for different things (request variability), they vary in their willingness and ability to help themselves (effort...  View Details
      Keywords: Customer Compatibility; Customer Relationship Management; Strategy; Service Operations; Service Delivery; Performance Efficiency; Analysis; Consumer Behavior; Analytics and Data Science
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      Buell, Ryan W. "Customer Compatibility Exercise Application." Harvard Business School Simulation 620-707, May 2021.
      • 2022
      • Working Paper

      Canary Categories

      By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester
      Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “Canary Categories” for which the reverse is true. The more customers purchase in these categories, the less likely these customers are to return...  View Details
      Keywords: Churn; Churn Management; Churn/retention; Retention; Assortment Planning; Retail; Retailing; Retailing Industry; Preference Heterogeneity; Customer Relationship Management; Consumer Behavior; Retail Industry; United States
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      Anderson, Eric, Chaoqun Chen, Ayelet Israeli, and Duncan Simester. "Canary Categories." Working Paper, August 2022.
      • January 2021
      • Article

      Turbulence, Firm Decentralization and Growth in Bad Times

      By: Philippe Aghion, Nicholas Bloom, Brian Lucking, Raffaella Sadun and John Van Reenen
      What is the optimal form of firm organization during “bad times”? We present a model of delegation within the firm to show that the effect is ambiguous. The greater turbulence following macro shocks may benefit decentralized firms because the value of local information...  View Details
      Keywords: Decentralization; Growth; Turbulence; Great Recession; Organizational Design; System Shocks; Economic Growth; Performance
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      Aghion, Philippe, Nicholas Bloom, Brian Lucking, Raffaella Sadun, and John Van Reenen. "Turbulence, Firm Decentralization and Growth in Bad Times." American Economic Journal: Applied Economics 13, no. 1 (January 2021): 133–169.
      • December 2020 (Revised February 2021)
      • Case

      Kerry Group: Inspiring Food, Nourishing Life

      By: Forest L. Reinhardt, José B. Alvarez, Damien McLoughlin, Tonia Labruyere and Tonia Junker
      The Irish company Kerry Group, one of the leading global players in the taste and nutrition industry, wants to ensure its future growth in developing and developed markets. Founded in 1972 as a dairy cooperative, it had grown into a provider of taste and nutrition...  View Details
      Keywords: Agribusiness; Environmental Sustainability; Food; Nutrition; Growth and Development Strategy; Global Range; Market Entry and Exit; Customer Relationship Management; Agriculture and Agribusiness Industry
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      Reinhardt, Forest L., José B. Alvarez, Damien McLoughlin, and Tonia Labruyere. "Kerry Group: Inspiring Food, Nourishing Life." Harvard Business School Case 721-019, December 2020. (Revised February 2021.)
      • 2020
      • Working Paper

      Targeting for Long-Term Outcomes

      By: Jeremy Yang, Dean Eckles, Paramveer Dhillon and Sinan Aral
      Decision makers often want to target interventions so as to maximize an outcome that is observed only in the long term. This typically requires delaying decisions until the outcome is observed or relying on simple short-term proxies for the long-term outcome. Here we...  View Details
      Keywords: Targeted Marketing; Optimization; Churn Management; Marketing; Customer Relationship Management; Policy; Learning; Outcome or Result
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      Yang, Jeremy, Dean Eckles, Paramveer Dhillon, and Sinan Aral. "Targeting for Long-Term Outcomes." Working Paper, October 2020.
      • September–October 2020
      • Article

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a...  View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
      • August 24, 2020
      • Editorial

      How to (Actually) Save Time When You're Working Remotely

      By: Lauren C. Howe, Ashley V. Whillans and Jochen I. Menges
      The pandemic has given many of us the opportunity to ditch the commute and work from home long-term, offering huge potential time savings. But to truly reap the benefits of remote work during the current crisis and beyond, we need to think proactively about how we...  View Details
      Keywords: Time; Well-being; Remote Work; Work-Life Balance; Time Management
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      Howe, Lauren C., Ashley V. Whillans, and Jochen I. Menges. "How to (Actually) Save Time When You're Working Remotely." Harvard Business Review Digital Articles (August 24, 2020).
      • November 15, 2019
      • Editorial

      Getting Your Team to Do More Than Meet Deadlines

      By: A.V. Whillans, Charlotte Blank, Laura M. Giurge and Laurel Newman
      When it comes to our to-do lists, many of us prioritize checking off tasks that are easiest to complete or are due first, regardless of importance—a phenomenon that scholars describe as the “mere urgency” effect. This tendency becomes stronger the busier we are. But...  View Details
      Keywords: Employees; Time Management; Performance Improvement
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      Whillans, A.V., Charlotte Blank, Laura M. Giurge, and Laurel Newman. "Getting Your Team to Do More Than Meet Deadlines." Harvard Business Review (website) (November 15, 2019). (Shared Authorship.)
      • Article

      Four Things No One Will Tell You About ESG Data

      By: Sakis Kotsantonis and George Serafeim
      As the ESG finance field and the use of ESG data in investment decision-making continue to grow, the authors seek to shed light on several important aspects of ESG measurement and data. This article is intended to provide a useful guide for the rapidly rising number of...  View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Reporting; Data Analytics; Sustainability; Sustainability Reporting; CSR; Transparency; Investment Management; Socially Responsible Investing; Sustainable Finance; Sustainable Development; Inclusion; Inclusive Growth; Corporate Social Responsibility and Impact; Corporate Accountability; Investment; Management; Climate Change; Corporate Governance; Diversity; Integrated Corporate Reporting
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      Kotsantonis, Sakis, and George Serafeim. "Four Things No One Will Tell You About ESG Data." Journal of Applied Corporate Finance 31, no. 2 (Spring 2019): 50–58.
      • 2019
      • Working Paper

      It Doesn't Hurt to Ask (for More Time): Employees Often Overestimate the Interpersonal Costs of Extension Requests

      By: Jaewon Yoon, Grant Donnelly and Ashley V. Whillans
      Setting deadlines can improve productivity. Yet, miscalibrated deadlines are a major source of stress, undermining employees’ health and happiness. An effective strategy to maximize the benefits of deadlines while minimizing the costs could be to set task deadlines and...  View Details
      Keywords: Extension Request; Impression Management; Employees; Time Management; Perception
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      Yoon, Jaewon, Grant Donnelly, and Ashley V. Whillans. "It Doesn't Hurt to Ask (for More Time): Employees Often Overestimate the Interpersonal Costs of Extension Requests." Harvard Business School Working Paper, No. 19-064, January 2019. (Revised August 2019.)
      • July–August 2018
      • Article

      How CEOs Manage Time

      By: Michael E. Porter and Nitin Nohria
      In 2006 Harvard Business School’s Michael E. Porter and Nitin Nohria launched a study tracking how large companies’ CEOs spent their time, 24/7, for 13 weeks: where they were, with whom, what they did, and what they were focusing on. To date, Porter and Nohria have...  View Details
      Keywords: CEOs; Executives; Time Management; Attitudes; Managerial Roles; Leadership; Performance Effectiveness; Strategy; Decision Making; Organizational Culture
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      Porter, Michael E., and Nitin Nohria. "How CEOs Manage Time." Harvard Business Review 96, no. 4 (July–August 2018): 42–51.
      • May 2018
      • Case

      Kaiser Permanente Colorado: Primary Care Plus

      By: Robert S. Kaplan and Mahek A. Shah
      A geriatrician in Kaiser Permanente’s Colorado region is concerned with the high and growing cost of treating the elderly population. She introduces a new care model, Primary Care Plus, using an interdisciplinary team of a primary care doctor, palliative care...  View Details
      Keywords: Primary Health Care; Elderly Patients; Integrated Practice Unit; Interdisciplinary Care; Health Care and Treatment; Age; Cost Management; Performance Improvement; Health Industry; United States; Colorado
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      Kaplan, Robert S., and Mahek A. Shah. "Kaiser Permanente Colorado: Primary Care Plus." Harvard Business School Case 118-053, May 2018.
      • March 2018
      • Article

      In Pursuit of Enhanced Customer Retention Management: Review, Key Issues, and Future Directions

      By: Eva Ascarza, Scott A. Neslin, Oded Netzer, Zachery Anderson, Peter S. Fader, Sunil Gupta, Bruce Hardie, Aurelie Lemmens, Barak Libai, David T. Neal, Foster Provost and Rom Schrift
      In today’s turbulent business environment, customer retention presents a significant challenge for many service companies. Academics have generated a large body of research that addresses part of that challenge—with a particular focus on predicting customer churn....  View Details
      Keywords: Customer Retention; Churn; Customer Relationship Management; Measurement and Metrics
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      Ascarza, Eva, Scott A. Neslin, Oded Netzer, Zachery Anderson, Peter S. Fader, Sunil Gupta, Bruce Hardie, Aurelie Lemmens, Barak Libai, David T. Neal, Foster Provost, and Rom Schrift. "In Pursuit of Enhanced Customer Retention Management: Review, Key Issues, and Future Directions." Special Issue on 2016 Choice Symposium. Customer Needs and Solutions 5, nos. 1-2 (March 2018): 65–81.
      • February 2018
      • Article

      Retention Futility: Targeting High-Risk Customers Might Be Ineffective.

      By: Eva Ascarza
      Companies in a variety of sectors are increasingly managing customer churn proactively, generally by detecting customers at the highest risk of churning and targeting retention efforts towards them. While there is a vast literature on developing churn prediction models...  View Details
      Keywords: Retention/churn; Proactive Churn Management; Field Experiments; Heterogeneous Treatment Effect; Machine Learning; Customer Relationship Management; Risk Management
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      Ascarza, Eva. "Retention Futility: Targeting High-Risk Customers Might Be Ineffective." Journal of Marketing Research (JMR) 55, no. 1 (February 2018): 80–98.
      • January–February 2018
      • Article

      Some Customers Would Rather Leave Without Saying Goodbye

      By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie
      We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where...  View Details
      Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior
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      Ascarza, Eva, Oded Netzer, and Bruce G.S. Hardie. "Some Customers Would Rather Leave Without Saying Goodbye." Marketing Science 37, no. 1 (January–February 2018): 54–77.
      • August 2017
      • Article

      Relationship Between Labor and Delivery Unit Management Practices and Maternal Outcomes

      By: Avery C. Plough, Grace Galwin, Zhonghe Li, Stuart R. Lipsitz, Shehnaz Alidina, Natalie J. Henrich, Lisa R. Hirschhorn, William R. Berry, Atul A. Gawande, Doris Peter, Rory McDonald, Donna L. Caldwell, Janet H. Muri, Debra Bingham, Aaron B. Caughey, Eugene R. Declercq and Neel T. Shah
      OBJECTIVE: To define, measure, and characterize key competencies of managing labor and delivery units in the United States and assess the associations between unit management and maternal outcomes. METHODS: We developed and administered a management measurement...  View Details
      Keywords: Health Care and Treatment; Management Practices and Processes; Performance Evaluation; Outcome or Result; United States
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      Plough, Avery C., Grace Galwin, Zhonghe Li, Stuart R. Lipsitz, Shehnaz Alidina, Natalie J. Henrich, Lisa R. Hirschhorn, William R. Berry, Atul A. Gawande, Doris Peter, Rory McDonald, Donna L. Caldwell, Janet H. Muri, Debra Bingham, Aaron B. Caughey, Eugene R. Declercq, and Neel T. Shah. "Relationship Between Labor and Delivery Unit Management Practices and Maternal Outcomes." Obstetrics & Gynecology 130, no. 2 (August 2017): 358–365.
      • October 2016 (Revised October 2020)
      • Case

      Essent: From a State-Owned Utility to a Commercial Company

      By: Ananth Raman and Elena Corsi
      Patrick Lammers, Chief Commercial Officer (CCO) for the Dutch energy company Essent NV, once a state-owned company, was pleased with the progress Essent’s consumer (“B2C”) business had made: Earnings Before Income Tax (EBIT) for B2C had gone from a loss of €18 million...  View Details
      Keywords: Lean Management; Operation Management; Service Management; Commercialization; Operations; Management; Energy; Organizational Change and Adaptation; Service Operations; Performance; Energy Industry; Europe
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      Raman, Ananth, and Elena Corsi. "Essent: From a State-Owned Utility to a Commercial Company." Harvard Business School Case 617-026, October 2016. (Revised October 2020.)
      • June 2016
      • Teaching Note

      HubSpot: Lower Churn through Greater CHI

      By: Jill Avery, Asis Martinez Jerez and Thomas Steenburgh
      HubSpot, a web marketing startup selling inbound marketing software to small- and medium-sized businesses, is under pressure from its venture capital partners to rapidly acquire new customers and to maintain a low level of customer churn. The B2B SaaS company is in the...  View Details
      Keywords: CRM; Customer Acquisition; Customer Retention; Churn Management; SaaS Business Models; Customer Lifetime Value; Venture Capital; Startup; Software; Monitoring And Control; Marketing; Customer Relationship Management; Marketing Strategy; Accounting; Technology Industry; United States
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      Avery, Jill, Asis Martinez Jerez, and Thomas Steenburgh. "HubSpot: Lower Churn through Greater CHI." Harvard Business School Teaching Note 116-051, June 2016.
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