Publications

16 Nov 2010
Lessons from the Classroom

Data.gov: Matching Government Data with Rapid Innovation

Obama-to move government data to the Web-lead to public benefits much faster? Data.gov, the subject of a new HBS case study, taught for the first time this summer, highlights the potential of raw data to... View Details

Keywords: by Martha Lagace; Technology

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

21 Jan 2011
Working Paper Summaries

Learning from Customers in Outsourcing: Individual and Organizational Effects

Keywords: by Jonathan R. Clark, Robert S. Huckman & Bradley R. Staats

Article

Digital Ubiquity: How Connections, Sensors, and Data Are Revolutionizing Business

By: Marco Iansiti and Karim R. Lakhani

When Google bought Nest, a maker of digital thermostats, for $3.2 billion just a few months ago, it was a clear indication that digital transformation and connection are spreading across even the most traditional industrial segments and creating a staggering array of... View Details

Keywords: Digital Innovation; Digitization; Industrial Internet; Technological Innovation; Production; Competitive Strategy; Engineering; Aerospace Industry

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27 Sep 2010
Research & Ideas

Customer Experts Lose Influence When Teams are Pressured

for relevant customization and adaptation to specific client needs. This is a significant aspect of maintaining ongoing client relationships. I observed that teams under heightened pressure tend to shut out dissenting points of view and... View Details

Keywords: by Sarah Jane Gilbert

March 2022
Case

GrowSari (A): Design for the Last Mile Customer

By: Brian Trelstad, Cam Carag and Michi Ferreol

Reymund (ER) Rollan and Shivapratim (Shiv) Choudhury, founders of the digital technology platform GrowSari, were at a crossroads. The feedback from their initial product roll-out were not what they had expected, and they needed to decide how to proceed. The pair,... View Details

Keywords: Fast Moving Consumer Goods; Product Launch; Information Technology; Analytics and Data Science; Digital Platforms; Retail Industry; Consumer Products Industry; Technology Industry; Philippines

Educators

April 2023
Technical Note

An Art & A Science: How to Apply Design Thinking to Data Science Challenges

By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li

We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure... View Details

Keywords: Decision Making; Framework; Analytics and Data Science

Educators

19 Oct 2010
Working Paper Summaries

The Impact of Supply Learning on Customer Demand: Model and Estimation Methodology

Keywords: by Nathan Craig, Nicole DeHoratius & Ananth Raman; Apparel & Accessories; Fashion

May–June 2023
Article

Need for Speed: The Impact of In-Process Delays on Customer Behavior in Online Retail

By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno

The impact of delays has been widely studied in various offline services. The focus of this study is online services, and we explore the impact of in-process delays—measured by website speed—on customer behavior. We leverage novel retail and website speed data to... View Details

Keywords: Online Retail; Quasi-experiments; Abandonment; Synthetic Control; E-commerce; Internet and the Web; Consumer Behavior; Policy; Retail Industry

21 Aug 2017
Lessons from the Classroom

Companies Love Big Data But Lack the Strategy To Use It Effectively

brands goes to digital media. What happens when products with sensors generate such volumes of customer experience data that advertising may be a less significant factor?” Jeff Polzer, of the Organizational... View Details

Keywords: by Dina Gerdeman

21 Jul 2003
Research & Ideas

Don’t Get Buried in Customer Data—Use It

on," says Harvard Business School marketing professor Gerald Zaltman. A more strategic approach to data mining can provide the foundation for that decision-making architecture. Below, advice on how to use information about the... View Details

Keywords: by Jean Ayers

22 Feb 2021
Book

Reaching Today's Omnichannel Customer Takes a New Sales Strategy

components: actionable customer selection criteria (because resources spent on accounts A and B are not available for accounts C, D, and so on); clarity about the buying process for target customers as it... View Details

Keywords: by Kristen Senz

05 Jun 2019
Research & Ideas

If Your Customers Don't Care What You Charge, What Should You Charge?

An estimated 60 percent of retail gasoline customers return to the same gas station to refuel, without comparison shopping, according to a recent study. Driven by factors such as habit, brand loyalty, switching costs, and search (which... View Details

Keywords: by Kristen Senz; Energy

24 Oct 2023
Research & Ideas

When Tech Platforms Identify Black-Owned Businesses, White Customers Buy

backfiring,” Luca notes. Customers seek out Black-owned restaurants For the study, Yelp and Wayfair provided data on their platforms and programs. On Yelp, this included information about platform page... View Details

Keywords: by Jay Fitzgerald; Food & Beverage

1991
Article

Job Satisfaction, Service Capability and Customer Satisfaction: An Examination of Linkages and Management Implications

By: Leonard A. Schlesinger and Jeffrey Zornitsky

Survey data from 1,277 employees and 4,269 customers of a personal lines insurance organization were analyzed with the following results: (a) employee perceptions of service quality are positively related to both job satisfaction and self-perceived service capability;... View Details

Keywords: Service Delivery; Satisfaction; Jobs and Positions; Customer Satisfaction

01 Apr 2024
In Practice

Navigating the Mood of Customers Weary of Price Hikes

the Digital, Data, and Design Institute. Chiara Farronato: Dig into data to find regional and product differences When I think of prices, I think of data, lots of data. We often look at aggregate price data, which recently have been... View Details

Keywords: by Rachel Layne; Retail; Consumer Products

September 2020 (Revised June 2023)
Exercise

Artea: Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli

This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details

02 Apr 2015
Research & Ideas

Digital Initiative Summit: Freeing Patient Data to Enable Innovation

Patients are not actually the customers in the United States health care system, a fact largely to blame for the dearth of communication and data sharing between providers, according to experts at a recent... View Details

Keywords: Re: Karim R. Lakhani; Health

June 2023
Simulation

Artea Dashboard and Targeting Policy Evaluation

By: Ayelet Israeli and Eva Ascarza

Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea... View Details