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- Faculty Publications (53)
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- All HBS Web
(411)
- Faculty Publications (53)
- 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
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
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.
- 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
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
- Article
The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment
By: Eva Ascarza, Raghuram Iyengar and Martin Schleicher
Facing the issue of increasing customer churn, many service firms have begun recommending pricing plans to their customers. One reason behind this type of retention campaign is that customers who subscribe to a plan suitable for them should be less likely to churn... View Details
Keywords: Churn/retention; Field Experiment; Pricing; Tariff/plan Choice; Targeting; Customer Relationship Management; Price; Performance Effectiveness
Ascarza, Eva, Raghuram Iyengar, and Martin Schleicher. "The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment." Journal of Marketing Research (JMR) 53, no. 1 (February 2016): 46–60.
- October 19, 2015
- Article
Getting Bundled Payments Right in Health Care
By: Robert S. Kaplan, Derek A. Haas, Dereesa Reid, Jonathan Warsh and Michael E. West
Bundled payments—single payments that cover all the care for a patient’s medical condition or treatment over a specified timeframe—are increasingly being deployed to motivate the delivery of better patient outcomes at lower costs. Hoag Orthopedic Institute (HOI), a... View Details
Kaplan, Robert S., Derek A. Haas, Dereesa Reid, Jonathan Warsh, and Michael E. West. "Getting Bundled Payments Right in Health Care." Harvard Business Review (website) (October 19, 2015). (A collaboration of the editors of Harvard Business Review and the New England Journal of Medicine.)
- 2015
- Chapter
Leading Proactive Punctuated Change
By: Michael Tushman, Charles O'Reilly and Bruce Harreld
This chapter focuses on leading proactive punctuated change. Based on the institutional and organizational change literatures and our extended involvement with IBM between 1999 and 2008, we suggest that proactive punctuated change can be effectively managed through an... View Details
Tushman, Michael, Charles O'Reilly, and Bruce Harreld. "Leading Proactive Punctuated Change." Chap. 10 in Leading Sustainable Change: An Organizational Perspective, edited by Rebecca Henderson, Ranjay Gulati, and Michael Tushman. Oxford University Press, 2015.
- 2014
- Other Teaching and Training Material
Marketing Reading: Customer Management
By: Sunil Gupta
This Reading on customer management sheds light on how companies should evaluate and manage their customers in order to grow profitably. Customer management allows marketing managers to inform investment decisions by drilling down into each customer's profitability or... View Details
Keywords: Customer Acquisition; Customer Churn; Customer Profitability Analysis; Customer Retention; Firm Value; Organizational Structure
Gupta, Sunil. "Marketing Reading: Customer Management." Core Curriculum Readings Series. Boston: Harvard Business Publishing 8162, 2014.
- August 2014
- Case
Netflix: Designing the Netflix Prize (A)
By: Karim R. Lakhani, Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar and Stephanie Healy Pokrywa
In 2006, Reed Hastings, CEO of Netflix, was looking for a way to solve Netflix's customer churn problem. Netflix used Cinematch, its proprietary movie recommendation software, to promote individually determined best-fit movies to customers. Hastings determined that a... View Details
Keywords: Crowdsourcing; Prizes; Digitization; Algorithms; Recommendation Software; Disruption; Transformation; Collaborative Innovation and Invention; Technological Innovation; Knowledge Sharing; Applications and Software; Motion Pictures and Video Industry; Entertainment and Recreation Industry; Technology Industry; United States
Lakhani, Karim R., Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar, and Stephanie Healy Pokrywa. "Netflix: Designing the Netflix Prize (A)." Harvard Business School Case 615-015, August 2014.
- June 2014
- Article
Building Brand Knowledge Structures: Elaboration and Interference Effects on the Processing of Sequentially Advertised Brand Benefit Claims
By: Susan E. Heckler, Kevin L. Keller, Michael J. Houston and Jill Avery
Two experiments are reported that examine the effects of an ad campaign designed to link two different benefit claims to a brand. The findings indicated that recall for a subsequently advertised claim depended on the strength of existing brand-benefit links in memory.... View Details
Keywords: Marketing Communication; Brand Building; Brand Management; Brands; Advertising; Consumer Psychology; Advertising Campaigns; Brands and Branding; Marketing Communications; Consumer Behavior; Marketing Strategy; Advertising Industry; Consumer Products Industry
Heckler, Susan E., Kevin L. Keller, Michael J. Houston, and Jill Avery. "Building Brand Knowledge Structures: Elaboration and Interference Effects on the Processing of Sequentially Advertised Brand Benefit Claims." Journal of Marketing Communications 20, no. 3 (June 2014): 176–196.
- May 2, 2014
- Article
If You're Feeling Unappreciated, Give Someone Else Credit
By: Josh Baron and Rob Lachenauer
Conflict in a family business can escalate quickly, but it's crucial to avoid it whenever possible. The article emphasizes recognizing the signs of escalating conflict and taking steps to prevent it. When disagreements arise, people often resort to legal action, which... View Details
Baron, Josh, and Rob Lachenauer. "If You're Feeling Unappreciated, Give Someone Else Credit." Harvard Business Review (website) (May 2, 2014).
- Winter 2014
- Article
The Art of Strategic Renewal
By: Andy Binns, J. Bruce Harreld, Charles A. O'Reilly and Michael L. Tushman
In recent years, we have seen well-established companies such as Kodak, Blockbuster, Nokia, and BlackBerry pushed to the brink by smart competitors and changes in their industries. In each case, there were opportunities to act before a crisis engulfed the organization.... View Details
Keywords: Organizational Change and Adaptation
Binns, Andy, J. Bruce Harreld, Charles A. O'Reilly, and Michael L. Tushman. "The Art of Strategic Renewal." MIT Sloan Management Review 55, no. 2 (Winter 2014): 21–23.
- 2019
- Working Paper
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
Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Harvard Business School Working Paper, No. 14-020, September 2013. (Revised December 2019. Forthcoming at Marketing Science.)
- 2013
- Working Paper
Historical Origins of Environmental Sustainability in the German Chemical Industry, 1950s-1980s
By: Geoffrey Jones and Christina Lubinski
This working paper examines the growth of corporate environmentalism in the West German chemical industry between the 1950s and the 1980s. German business has been regarded as pioneering corporate environmentalism after World War II. In contrast, this study reveals... View Details
Keywords: Sustainability; Green Business; Pollution; Environmental Sustainability; Business History; Chemical Industry; Germany; United States
Jones, Geoffrey, and Christina Lubinski. "Historical Origins of Environmental Sustainability in the German Chemical Industry, 1950s-1980s." Harvard Business School Working Paper, No. 14-018, August 2013.
- June 2012
- Article
Pricing to Create Shared Value
By: Marco Bertini and John T. Gourville
Many companies are in competition with their customers to extract as much value as possible from every transaction. Pricing is their weapon of choice, and consumers fight back by rooting out and disseminating pricing policies that seem unfair. The problem is that... View Details
Keywords: Pricing; Marketing Strategy; Price; Customer Focus and Relationships; Customer Relationship Management; Value Creation; Fairness
Bertini, Marco, and John T. Gourville. "Pricing to Create Shared Value." Harvard Business Review 90, no. 6 (June 2012): 96–104.
- January – February 2012
- Article
How Managers Use Multiple Media: Discrepant Events, Power, and Timing in Redundant Communication
By: Paul Leonardi, Tsedal Neeley and Elizabeth M. Gerber
Several recent studies have found that managers engage in redundant communication; that is, they send the same message to the same recipient through two or more unique media sequentially. Given how busy most managers are, and how much information their subordinates... View Details
Keywords: Communication; Media; Information; Groups and Teams; Projects; Management Style; Power and Influence; Motivation and Incentives; Technology
Leonardi, Paul, Tsedal Neeley, and Elizabeth M. Gerber. "How Managers Use Multiple Media: Discrepant Events, Power, and Timing in Redundant Communication." Organization Science 23, no. 1 (January–February 2012): 98–117.
- December 2010
- Article
The Hidden Advantages of Quiet Bosses
By: A. M. Grant, F. Gino and D. A. Hoffman
The article discusses research that identified situations where introverts are more apt to be effective leaders than extroverts. Although it is generally accepted that extroverts make the best leaders, the authors found that introverts can be better in unpredictable,... View Details
Keywords: Interpersonal Communication; Leadership; Management Style; Groups and Teams; Personal Characteristics
Grant, A. M., F. Gino, and D. A. Hoffman. "The Hidden Advantages of Quiet Bosses." Harvard Business Review 88, no. 12 (December 2010).
- July 2010 (Revised January 2017)
- Background Note
Marketing Analysis Toolkit: Customer Lifetime Value Analysis (2024)
By: Thomas Steenburgh and Jill Avery
Customers are increasingly being viewed as assets that bring value to the firm. Customer lifetime value is a metric that allows managers to understand the overall value of their customer base and relate it to three customer strategies firms employ: asset... View Details
Keywords: Customer Lifetime Value; Return On Investment; Customer Acquisition; Customer Retention; Customer Churn; "Marketing Analytics"; Marketing; Customer Relationship Management; Customer Focus and Relationships; Customer Value and Value Chain; Management Analysis, Tools, and Techniques; Marketing Strategy; Measurement and Metrics; Strategic Planning; Value
Steenburgh, Thomas, and Jill Avery. "Marketing Analysis Toolkit: Customer Lifetime Value Analysis (2024)." Harvard Business School Background Note 525-017, July 2010. (Revised January 2017.)
- Comment
Nothing to See Here: Richard Tedlow Explains Why So Many CEOs Refuse to Confront the Truth
The article presents an interview with business historian Richard Tedlow on the topic of why chief executive officers (CEOs) sometimes refuse to acknowledge data or information that indicate they need to shift their strategy. He notes that denial is a typical response... View Details
Keywords: Management
Tedlow, Richard S. "Nothing to See Here: Richard Tedlow Explains Why So Many CEOs Refuse to Confront the Truth." Conference Board Review 47, no. 3 (Spring 2010). (A conversation with Richard Tedlow, by Matthew Budman.)
- January 2010 (Revised March 2013)
- Case
HubSpot: Lower Churn through Greater CHI
By: F. Asis Martinez Jerez, Thomas Steenburgh, Jill Avery and Lisa Brem
HubSpot, a web marketing startup is under pressure from VCs to rapidly acquire new customers and to maintain a low level of customer churn. In the case, students explore the drivers of customer churn and uncover opportunities to increase customer retention across the... View Details
Keywords: Business Startups; Customer Relationship Management; Customer Satisfaction; Customer Value and Value Chain; Forecasting and Prediction; Consumer Behavior; Happiness; Consulting Industry
Martinez Jerez, F. Asis, Thomas Steenburgh, Jill Avery, and Lisa Brem. "HubSpot: Lower Churn through Greater CHI." Harvard Business School Case 110-052, January 2010. (Revised March 2013.)