Customer Behavior - Publications - Faculty & Research - Harvard Business School

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February 2021
Tutorial

What are Agile Teams?

By: Tsedal Neeley

This video explores the elements that constitute agile teams. From its history in the "Agile Manifesto," this philosophy for organizational behavior prioritizes working software over comprehensive documentation, customer collaboration over contract negotiation, and... View Details

Keywords: Agile Practices; Organization Behavior; Priorities; Groups and Teams; Decision Choices and Conditions; Values and Beliefs

2020
Working Paper

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry

Article

Managing Customer-Initiated Contacts with Manufacturers: The Impact on Share of Category Requirements and Word-of-Mouth Behavior

By: Doug Bowman and Das Narayandas

Keywords: Management; Customers; Contracts; Production; Behavior

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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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October 2021
Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis

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2011
White Paper

Brands Are People Too! Harnessing the Power of Brand Warmth and Competence

By: Chris Malone, Jill Avery and S. T. Fiske

Research in customer behavior has revealed that the way humans respond to brands is simply an extension of the way they instinctively perceive, judge, and behave towards one another. Understanding how consumers judge brands using social processes akin to those used in... View Details

Keywords: Brands; Brand Management; Customer Relationship Management; CRM; Brand Positioning; Brand Equity; Customers; Customer Focus and Relationships; Customer Satisfaction; Brands and Branding; Marketing; Marketing Communications; Marketing Strategy; Consumer Products Industry

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

01 Dec 2011
News

At Your Service

Frei and Morriss: No heroics, please—partner with customers to make strategic service choices instead of trying to be the best at everything. In their new book, Uncommon Service: How to Win by Putting View Details

Keywords: Deborah Blagg; customer service; Hospitals; Health, Social Assistance; Computer and Electronic Product Manufacturing; Manufacturing; Management, Scientific, and Technical Consulting Services; Professional Services; Air Transportation; Transportation

2025
Working Paper

The Hidden Costs of Flexible Labor Models: How Working Multiple Jobs Affects Employees

By: Paige Tsai and Ryan W. Buell

As operations increasingly rely upon flexible labor models—such as gig, part-time, and remote work—it has become commonplace for individuals to work multiple jobs. Across three studies, relying on a combination of transaction-level data from 90,548 customers of a... View Details

Keywords: Behavioral Operations; Employee Behavior; Job Design; Sustainable Operations; Wellbeing; Job Design and Levels; Personal Finance; Well-being; Happiness; Satisfaction; Wages

September 2017 (Revised September 2023)
Case

Chase Sapphire: Creating a Millennial Cult Brand

By: Shelle Santana, Jill Avery and Christine Snively

The launch of the Chase Sapphire Reserve credit card was enthusiastically received by millennial consumers, a cohort that had previously eluded JPMorgan Chase and its competitors. With the one-year anniversary of the launch approaching, managers are focused on... View Details

Research Summary

Overview

By: John Beshears

In his research, Professor Beshears shows how managers can influence the behavior of customers and employees by changing the decision-making environment to call attention to a decision, to use psychological framing to shape assessments of options, or to help... View Details

Keywords: Behavioral Economics; Consumer Finance; Household Finance; Health Care; Organizational Economics; Decision Making; Economics; Negotiation; Behavioral Finance

April 2008
Case

Engstrom Auto Mirror Plant: Motivating in Good Times and Bad

By: Michael Beer and Elizabeth Collins

In May 2007, the Engstrom Auto Mirrors plant, a relatively small supplier based in Indiana, faces a crisis. The business was in the second year of a downturn. Sales had started to decline in 2005; a year later, plant manager Ron Bent had been forced to lay off more... View Details

Keywords: Organizational Behavior; Human Resource Management; Incentives; Motivation; Manufacturing; Leadership; Change Management; Employees; Motivation and Incentives; Goals and Objectives; Manufacturing Industry; Indiana

February 2020
Article

Why Prosocial Referral Incentives Work: The Interplay of Reputational Benefits and Action Costs

By: Rachel Gershon, Cynthia Cryder and Leslie K. John

While selfish incentives typically outperform prosocial incentives, in the context of customer referral rewards, prosocial incentives can be more effective. Companies frequently offer “selfish” (i.e., sender-benefiting) referral incentives, offering customers financial... View Details

Keywords: Incentives; Prosocial Behavior; Judgment And Decision-making; Referral Rewards; Motivation and Incentives; Consumer Behavior; Decision Making

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June 2017
Article

Creating Reciprocal Value Through Operational Transparency

By: Ryan W. Buell, Tami Kim and Chia-Jung Tsay

We investigate whether organizations can create value by introducing visual transparency between consumers and producers. Although operational transparency has been shown to improve consumer perceptions of service value, existing theory posits that increased contact... View Details

Keywords: Operational Transparency; Service Management; Production Management; Organizational Performance; Behavioral Operations; Service Operations; Service Delivery; Consumer Behavior; Labor; Organizational Design; Operations; Service Industry; United States; Kenya

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22 May 2014
News

For Website Personalization, Simple Is the New Sexy

Keywords: web analytics; customer data; web personalization

February 2017
Article

Resident Networks and Corporate Connections: Evidence from World War II Internment Camps

By: Lauren Cohen, Umit Gurun and Christopher J. Malloy

We demonstrate that simply by using the ethnic makeup surrounding a firm’s location, we can predict, on average, which trade links are valuable for firms. Using customs and port authority data on the international shipments of all U.S. publicly traded firms, we show... View Details

Keywords: Information Networks; Trade Links; Firm Behavior; Networks; Geographic Location; Ethnicity; Organizations; Trade

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July–August 2024
Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza

Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

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September 2019 (Revised February 2020)
Teaching Note

Fishbowl: Scaling Up

By: Leslie K. John

Email mking@hbs.edu for a courtesy copy.

Teaching Note for HBS No. 919-013. Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and... View Details

December 2018 (Revised February 2020)
Case

Fishbowl: Scaling Up

By: Leslie K. John

Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and across industry. Unlike many other social media apps, on which users typically present idealized portraits of themselves, on Fishbowl,... View Details

November 2015 (Revised January 2017)
Case

Uber: Changing the Way the World Moves

By: Youngme Moon

In 2015, Uber is building what may be the largest point-to-point transportation network of its kind; it is literally changing the way the world moves. But unlike traditional transportation logistics companies like FedEx, Uber has an incredibly lightweight... View Details

Keywords: Service; Innovation; Pricing; Customer Loyalty; Uber; Taxi; Sharing Economy; On-demand Economy; Marketing; Operations; Strategy; Disruption; Customer Satisfaction; Transportation; Consumer Behavior

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