Publications

April 2015
Case

Dutch Bros. Coffee: A Compelling Future

By: Joshua Margolis and Christine Snively

Travis Boersma, co-founder and President of the Dutch Bros. coffee chain, faces three operational decisions that will shape the company's growth trajectory and distinctive culture. First, should they offer a specialty coffee at a subset of their stores in one region... View Details

Keywords: Culture And Community; Service Management; Retail; Food; Managing Growth; Family Business; Small Business; Leadership; Culture; Food and Beverage Industry; Oregon

May 2021 (Revised February 2024)
Teaching Note

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Ayelet Israeli and Jill Avery

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States

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

SSRN

23 Mar 2017
News

Cost-cutting Leads to Turbulence in the Airline Industry

22 Jul 2015
News

Name Your Price. Really.

April 2011
Case

Porcini's Pronto: "Great Italian cuisine without the wait!"

By: James L. Heskett and Richard Luecke

Porcini's Inc. operates a chain of 23 full-service restaurants located near shopping malls and downtown areas in the northeastern United States. Known for providing excellent service, Porcini's serves high-quality Italian cuisine made from fresh ingredients. Looking... View Details

Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers' decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to... View Details

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

SSRN

Read Now

October 2018 (Revised February 2020)
Case

Commonwealth Bank of Australia: Unbanklike Experimentation

By: Ryan W. Buell and Leslie K. John

Email mking@hbs.edu for a courtesy copy.

In August 2017, Commonwealth Bank of Australia was looking for ways to differentiate itself from competing banks and was also trying to improve the financial well-being of... View Details

Keywords: Transparency; Experimentation; Banks and Banking; Credit Cards; Customer Focus and Relationships; Competitive Strategy; Banking Industry; Australia

12 Aug 2018
News

As Barnes & Noble Struggles to Find Footing, Founder Takes Heat

Article

Understanding the Advice of Commissions-Motivated Agents: Evidence from the Indian Life Insurance Market

By: Santosh Anagol, Shawn Cole and Shayak Sarkar

We conduct a series of field experiments to evaluate the quality of advice provided by life insurance agents in India. Agents overwhelmingly recommend unsuitable, strictly dominated products, which provide high commissions to the agent. Agents cater to the beliefs of... View Details

Keywords: Advice; Customers; Insurance; Service Operations; Motivation and Incentives; Ethics; India

2023
Working Paper

Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation

By: Dae Woong Ham, Michael Lindon, Martin Tingley and Iavor Bojinov

Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers’ decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to... View Details

Keywords: Performance Evaluation; Research and Development; Analytics and Data Science; Consumer Behavior

SSRN

Read Now

Article

Know Your Customers' 'Jobs to Be Done'

By: Clayton M. Christensen, Taddy Hall, Karen Dillon and David S. Duncan

Firms have never known more about their customers, but their innovation processes remain hit-or-miss. Why? According to Christensen and his coauthors, product developers focus too much on building customer profiles and looking for correlations in data. To create... View Details

Keywords: Customer Relationship Management

Register to Read

August 2016 (Revised January 2020)
Case

Breakfast at the Paramount

By: Ryan W. Buell

The Paramount is a 44-seat diner on Charles Street in the Beacon Hill neighborhood of Boston. A frequent "Best of Boston" award winner, the restaurant is a perennial favorite among locals and tourists, particularly for brunch on the weekends, when lines often stretch... View Details

Keywords: Food; Management Practices and Processes; Service Delivery; Service Industry; Food and Beverage Industry; Boston

July–August 2023
Article

What Smart Companies Know About Integrating AI

By: Silvio Palumbo and David Edelman

AI has the power to gather, analyze, and utilize enormous volumes of individual customer data to achieve precision and scale in personalization. The experiences of Mercury Financial, CVS Health, and Starbucks debunk the prevailing notion that extracting value from AI... View Details

Keywords: AI and Machine Learning; Customization and Personalization; Integration; Technology Adoption

Register to Read

October 2020 (Revised March 2024)
Case

Experimentation at Yelp

By: Iavor Bojinov and Karim R. Lakhani

Over the last decade, experimentation has become integral to the research and development processes of technology companies—including Yelp—for understanding customer preferences and mitigating innovation risks. The case describes Yelp's journey with experimentation,... View Details

Keywords: Customer Relationship Management; Collaborative Innovation and Invention; Risk Management; Advertising; Research and Development; Technology Industry