Publications

09 Dec 2019
Research & Ideas

Identify Great Customers from Their First Purchase

School. By incorporating data most companies discard, Ascarza and her co-researcher devised an algorithm capable of quickly analyzing more than 40 variables to create a “first impression” of the customer... View Details

Keywords: by Kristen Senz; Retail; Service

July 2022
Teaching Note

eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

By: Ayelet Israeli

Teaching Note for HBS Case No. 521-077. View Details

January 2019 (Revised February 2024)
Teaching Note

Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

By: Ayelet Israeli

Teaching Note for HBS No. 519-011. As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a... View Details

2025
Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

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

Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details

Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science

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September 2014 (Revised November 2017)
Case

Sustainability at IKEA Group

By: V. Kasturi Rangan, Michael W. Toffel, Vincent Dessain and Jerome Lenhardt

By 2014, IKEA Group was the largest home furnishing company, with EUR28.5 billion of sales, and planned to reach EUR50 billion by 2020, mainly from emerging markets. At the same time, IKEA Group had adopted in 2012 a new sustainability strategy that focused the... View Details

Keywords: Furnishing; Sustainability; Supply Chain; Wood; Customer Value and Value Chain; Supply Chain Management; Environmental Sustainability; Growth and Development Strategy; Consumer Products Industry

12 Aug 2010
News

What Is Customer Opinion Good For?

Keywords: Prof. Jim Heskett; Manufacturing

January 2018 (Revised June 2018)
Case

Medtronic: Navigating a Shifting Healthcare Landscape

By: Robert S. Kaplan, Michael E. Porter, Thomas W. Feeley and Alee Hernandez

Medtronic is adapting its strategy to changes in healthcare competition and payments. It has decided to develop new relationships with payers, hospitals, and physicians to become more accountable for patient outcomes and total costs. The case describes new forms of... View Details

Keywords: Value Based Health Care; Bundled Payments; Health Care and Treatment; Cost Management; Value Creation; Supply Chain Management; Customer Value and Value Chain; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; United States; Netherlands

March 2019
Technical Note

Control or Flexibility? Structured Empowerment Offers Both—Lessons from Retail & Service Chains (Abridged)

By: Tatiana Sandino

This note explains how several retail and service organizations use a practice described here as “structured empowerment” to balance control and flexibility as they grow. I define structured empowerment as a practice that grants employees both (a) the power to make... View Details

Keywords: Service Operations; Standards; Employees; Service Delivery; Decision Making; Power and Influence; Retail Industry; Service Industry

01 Oct 1999
News

The Same the World Over: Focusing on Customers and Innovation Brings Success

climate, customer orientation, and innovation. "Corporate culture was perceived as the prevailing set of shared values held by a firm's managers," Deshpandé explains,... View Details

Keywords: Peter K. Jacobs

27 Sep 2010
Research & Ideas

Customer Experts Lose Influence When Teams are Pressured

It's a common problem: A work team tackles a high-pressure project for a client, but along the way something goes wrong with team dynamics and the client ends up feeling shortchanged. Even though team members initially recognize View Details

Keywords: by Sarah Jane Gilbert

February 2021 (Revised February 2021)
Background Note

eGrocery and the Role of Data for CPG Firms

By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin

This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)." View Details

11 Nov 2013
Research & Ideas

A Smarter Way to Reduce Customer Defections

Companies spend significant sums to acquire customers. Once hooked, marketers protect those investments by attempting to keep patrons happy, engaged, and most of all, loyal. Reducing customer attrition, or... View Details

Keywords: by Dina Gerdeman; Retail; Service

Article

How Direct-to-Consumer Brands Can Continue to Grow

By: V. Kasturi Rangan, Daniel Corsten, Matt Higgins and Leonard A. Schlesinger

Direct-to-consumer (DTC) brands such as Allbirds, Casper, Peloton, and Warby Parker have creatively found a weakness in the marketing citadel of incumbent brands. By using data gleaned from daily interactions with customers, these brands have been able to adapt how... View Details

Keywords: Direct-to-consumer; Customer Journey; Business Model; Customer Relationship Management; Growth and Development Strategy

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March 2018 (Revised March 2019)
Technical Note

Control or Flexibility? Structured Empowerment Offers Both — Lessons from Retail & Service Chains

By: Tatiana Sandino

This note explains how several retail and service organizations use a practice described here as “structured empowerment” to balance control and flexibility as they grow. I define structured empowerment as a practice that grants employees both (a) the power to make... View Details

Keywords: Service Operations; Standards; Employees; Service Delivery; Decision Making; Power and Influence; Retail Industry; Service Industry

Research Summary

Sustainable Operations

Professor Lee studies how operational synergies between different supply chains can be used to create economic value and improve environmental sustainability. She uses an operational lens to approach sustainability problems, focusing on the management of material flow... View Details

Keywords: Environment; Environmental Operations; Sustainability; Operations Management; Operational Disruptions; Supply Chain; Supply Chain Management; Food Security

21 Jul 2003
Research & Ideas

Don’t Get Buried in Customer Data—Use It

their companies' CRM initiatives had failed to deliver profitable growth and had damaged long-term customer relationships. Tempting as it may be to point the finger at your CRM technology, that won't help... View Details

Keywords: by Jean Ayers

August 2017 (Revised November 2017)
Case

Accounting for Political Risk at AES

By: Gerardo Pérez Cavazos and Suraj Srinivasan

As a global energy generating company, AES frequently faces challenges from political changes and instability. This is exacerbated by the fact that in many instances AES' primary customer is the government, which is also in charge of law-making. For example, AES'... View Details

Keywords: Political Risk; Asset Impairment; Risk Factors; Fair Value; Fair Value Accounting; Financial Reporting; Financial Statements; Energy Industry; Bulgaria; Dominican Republic; United States; Venezuela

April 2019
Case

Afterpay U.S.: The Omnichannel Dilemma

By: Antonio Moreno, Donald Ngwe and George Gonzalez

In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online purchases through four interest-free... View Details