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

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2019
Working Paper

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; Customer Relationship Management; Service Operations; Customer Satisfaction; Banking Industry; Retail Industry

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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Summer 2020
Article

Want to Make Better Decisions? Start Experimenting

By: Michael Luca and Max Bazerman

Four lessons for using randomized controlled experiments to create value for your company and customers View Details

Keywords: Randomized Controlled Experiments; Value Creation; Decision Making

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March–April 2019
Article

Operational Transparency: Make Your Processes Visible to Customers and Your Customers Visible to Employees

By: Ryan W. Buell

Conventional wisdom holds that the more contact an operation has with its customers, the less efficiently it will run. But when customers are partitioned away from the operation, they are less likely to fully understand and appreciate the work going on behind the... View Details

Keywords: Operational Transparency; Customers; Services; Operations; Customer Focus and Relationships; Employees; Customer Satisfaction; Behavior; Service Industry

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2020
Book

Experimentation Works: The Surprising Power of Business Experiments

By: Stefan Thomke

Don’t fly blind. See how the power of experiments works for you. When it comes to improving customer experiences, trying out new business models, or developing new products, even the most experienced managers often get it wrong. They discover that intuition,... View Details

Keywords: Experimentation; Experiments; Market Research; Innovation and Invention; Innovation and Management; Customers; Research

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September 2020
Article

Customer Supercharging in Experience-Centric Channels

By: David R. Bell, Santiago Gallino and Antonio Moreno

We conjecture that for online retailers, experience-centric offline store formats do not simply expand market coverage, but rather, serve to significantly amplify future positive customer behaviors, both online and offline. We term this phenomenon “supercharging” and... View Details

Keywords: Retail Operations; Marketing-operations Interface; Omnichannel Retailing; Experience Attributes; Quasi-experimental Methods; Operations; Internet and the Web; Marketing Channels; Consumer Behavior; Retail Industry

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Forthcoming
Article

Engaging Customers with AI in Online Chats: Evidence from a Randomized Field Experiment

By: Shunyuan Zhang and Das Narayandas

We examine how artificial intelligence (AI) affected the productivity of customer service agents and customer sentiment in online interactions. Collaborating with a meal delivery company, we conducted a randomized field experiment that exploited exogenous variation in... View Details

Keywords: AI and Machine Learning; Customer Focus and Relationships; Performance Efficiency

1999
Working Paper

Marshall Field, 1834-1906: The Retail Brand as a Customer Experience

By: Nancy F. Koehn

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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September 2015 (Revised March 2025)
Technical Note

FIELD Global Capstone: Developing Customer Empathy

The Design Thinking process begins with empathizing with potential customers. Empathizing, being aware of, interpreting, and understanding the thoughts of others, as well as being able to vicariously experience them oneself, requires the careful and deliberate study of... View Details

Keywords: Market Research; Design Thinking; Customer Behavior; Ethnography; Interviews; Surveys; A/B Testing; Experimentation; Marketing; Customer Focus and Relationships; Consumer Behavior; Demand and Consumers

2024
Working Paper

Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details

Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization

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

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Research Summary

How to Manage Customers for Increased Profits and Customer Satisfaction

By: Frances X. Frei

For many service firms, the customer plays an important role in contributing to the cost and/or quality of the service. This is very different than many manufacturing contexts, for example, where the firm has virtually complete control over product cost and quality. ... View Details

2017
Working Paper

Are You a Guest Here? Field Experiments on Racial Discrimination in Customer Service

By: Alexandra C. Feldberg and Tami Kim

March 2020
Teaching Note

onefinestay: Building a Luxury Experience in the Sharing Economy

By: Jill Avery and Anat Keinan

onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details

Research Summary

Overview

By: Eva Ascarza

Professor Ascarza’s research primarily focuses on providing researchers and marketers a better understanding of how to manage customer retention so as to reduce churn and increase firm’s profitability. She addresses these issues by building empirical models of customer... View Details

Keywords: Customer Retention; Churn; Field Experiments

2016
Working Paper

The Effect of Financial Performance Measurement on Customer Satisfaction: A Field Experiment in China

By: Daniel A. Brown

21 Apr 2008
Research & Ideas

The New Math of Customer Relationships

to have packaged and measured the relationships in a way that made sense to a lot of people. Q: Many companies approach creating a good customer experience as a discrete action: a View Details

Keywords: by Sean Silverthorne

January–February 2020
Article

Are You Undervaluing Your Customers?: It’s Time to Start Measuring and Managing Their Worth

Leaders recognize that they should manage their businesses to maximize the value of the customer base. But too often, earnings pressures result in cost-cutting measures that hurt customers.

Loyalty-leading companies operate differently. They create systems for... View Details

Keywords: Customer Experience; Customer Value; Customer Centric Initiative; Customer Focused Organization; Customer Lifetime Value; Customer Focus and Relationships; Customer Value and Value Chain; Operations; Business Strategy

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Research Summary

Managing the Operating Role of Customers

By: Frances X. Frei

Customers in operating roles introduce considerable variability into the production environment including differences in the demands they impose on the environment and the unpredictability of those demands. When customers are the source of production variability, the... View Details

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