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  • All HBS Web  (1,582)
    • News  (280)
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  • July 2005 (Revised August 2006)
  • Case

Amagansett Funds (A)

Amagansett Funds has had a troubled history with its customer relationship management (CRM) system. Sales agents feel that they derive no value from it and that it is a "tax on their jobs." Amagansett is investigating whether CRM can be improved by making its data... View Details
Keywords: Management; Customer Relationship Management; Information Technology; Financial Services Industry
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McAfee, Andrew P. "Amagansett Funds (A)." Harvard Business School Case 606-005, July 2005. (Revised August 2006.)
  • 2010
  • Book

The New Science of Retailing: How Analytics Are Transforming the Supply Chain and Improving Performance

By: Marshall Fisher and Ananth Raman
Retailers today are drowning in data but lacking in insight: They have huge volumes of information at their disposal. But they're unsure of how to sort through it and use it to make smart decisions. The result? They're struggling with profit-sapping supply chain... View Details
Keywords: Profit; Knowledge Use and Leverage; Logistics; Supply Chain Management; Mathematical Methods; Retail Industry
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Fisher, Marshall, and Ananth Raman. The New Science of Retailing: How Analytics Are Transforming the Supply Chain and Improving Performance. Harvard Business Press, 2010.
  • October 2024
  • Article

Canary Categories

By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester
Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “canary categories” for which the reverse is true. Purchases in these categories are a signal that customers are less likely to return to that... View Details
Keywords: Churn; Churn Management; Churn/retention; Assortment Planning; Retail; Retailing; Retailing Industry; Preference Heterogeneity; Assortment Optimization; Customers; Retention; Consumer Behavior; Forecasting and Prediction; Retail Industry
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Anderson, Eric, Chaoqun Chen, Ayelet Israeli, and Duncan Simester. "Canary Categories." Journal of Marketing Research (JMR) 61, no. 5 (October 2024): 872–890.
  • 2023
  • Book

Beyond AI: ChatGPT, Web3, and the Business Landscape of Tomorrow

By: Ken Huang, Yang Wang, Feng Zhu, Xi Chen and Chunxiao Xing
This book explores the transformative potential of ChatGPT, Web3, and their impact on productivity and various industries. It delves into Generative AI (GenAI) and its representative platform ChatGPT, their synergy with Web3, and how they can revolutionize business... View Details
Keywords: Generative Ai; AI and Machine Learning; Ethics; Technology Adoption
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Huang, Ken, Yang Wang, Feng Zhu, Xi Chen, and Chunxiao Xing, eds. Beyond AI: ChatGPT, Web3, and the Business Landscape of Tomorrow. Springer, 2023.
  • Research Summary

The Function of Outlet Stores

Outlet stores are ubiquitous in the retail environment, and many firms sell goods through outlets as well as their primary stores. Using a highly detailed data set from a major U.S. luxury fashion goods firm, Professor Ngwe is able to look at market segmentation by... View Details

  • 2013
  • Tool

Harvard Business Review's Go to Market Tools: Pricing for Profit

By: Thomas Steenburgh and Jill Avery
What price is right? Figuring out the best price for your product or service can be nerve-wracking. Your new product launch or marketing campaign's success—perhaps even your career advancement—may hinge on the price you choose. So how do you select a price that's... View Details
Keywords: Quantitative Analysis; Tools; Pricing; Profitability Analysis; Pricing Strategy; Marketing Strategy; Marketing
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Steenburgh, Thomas, and Jill Avery. Harvard Business Review's Go to Market Tools: Pricing for Profit. Tool. Harvard Business Review Press, 2013. Electronic.
  • 2024
  • Working Paper

Using LLMs for Market Research

By: James Brand, Ayelet Israeli and Donald Ngwe
Large language models (LLMs) have rapidly gained popularity as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners... View Details
Keywords: Large Language Model; Research; AI and Machine Learning; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry
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Brand, James, Ayelet Israeli, and Donald Ngwe. "Using LLMs for Market Research." Harvard Business School Working Paper, No. 23-062, April 2023. (Revised July 2024.)
  • November 1988 (Revised July 1998)
  • Case

WaterTest Corporation

Describes the founding and subsequent growth of WaterTest, a New Hampshire firm run by a entrepreneur with little business background. Three Harvard Business School students are working on a project to help the firm refine its marketing strategy. The students collect a... View Details
Keywords: Business Startups; Customers; Entrepreneurship; Data and Data Sets; Marketing Strategy
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Roberts, Michael J., Chuck Davis, William (Bill) Haylon, and Daniel F. Riley. "WaterTest Corporation." Harvard Business School Case 389-022, November 1988. (Revised July 1998.)
  • 14 Feb 2022
  • Research & Ideas

Curiosity, Not Coding: 6 Skills Leaders Need in the Digital Age

leaders trying to recalibrate: 1. Be a catalyst, not a planner In the digital era, companies face a more dynamic competitive environment: key competitors are no longer the usual suspects, and customer and stakeholder expectations continue... View Details
Keywords: by Linda A. Hill, Ann Le Cam, Sunand Menon, and Emily Tedards; Technology
  • Forthcoming
  • Article

On the Economic Origins of Concerns Over Women’s Chastity

By: Anke Becker
This paper studies the origins and function of customs and norms that intend to keep women from being promiscuous. Using large-scale survey data from more than 100 countries, I test the anthropological theory that a particular form of preindustrial... View Details
Keywords: Infibulation; Female Sexuality; Paternity Uncertainty; Concern About Women's Chastity; Pastoralism; Economic Anthropology; History; Gender; Social Issues; Culture
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Becker, Anke. "On the Economic Origins of Concerns Over Women’s Chastity." Review of Economic Studies (forthcoming). (Pre-published online August 26, 2024.)
  • June 2016
  • Article

Understanding Online Hotel Reviews Through Automated Text Analysis

By: Shawn Mankad, Hyunjeong "Spring" Han, Joel Goh and Srinagesh Gavirneni
Customer reviews submitted at Internet travel portals are an important yet underexplored new resource in obtaining feedback on customer experience for the hospitality industry. These data are often voluminous and unstructured, presenting analytical challenges for... View Details
Keywords: Hotel Reviews; Natural Language Processing; Information Technology; Service Operations; Accommodations Industry; Moscow
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Mankad, Shawn, Hyunjeong "Spring" Han, Joel Goh, and Srinagesh Gavirneni. "Understanding Online Hotel Reviews Through Automated Text Analysis." Service Science 8, no. 2 (June 2016): 124–138.
  • August 1995
  • Case

Air Products and Chemicals, Inc.: IT Organization and Architecture Challenges

By: Richard L. Nolan
Presents the outcome of Air Products ICON decentralization projects. New issues are explored, including the challenges of having a decentralized MIS staff, global network, client/server architecture, new data center issues, outsourcing, a new highly strategic customer... View Details
Keywords: Information Technology; Information Infrastructure; Applications and Software; Organizational Design; Problems and Challenges
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Nolan, Richard L. "Air Products and Chemicals, Inc.: IT Organization and Architecture Challenges." Harvard Business School Case 196-017, August 1995.
  • 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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Thomke, Stefan. Experimentation Works: The Surprising Power of Business Experiments. Boston, MA: Harvard Business Review Press, 2020.
  • 2012
  • Book

The Culture Cycle: How to Shape the Unseen Force That Transforms Performance

By: James Heskett
The contribution of culture to organizational performance is both substantial and quantifiable. This book presents the results of field research that demonstrates how an effective culture can account for up to half of the differential in performance between... View Details
Keywords: Customer Focus and Relationships; Learning; Framework; Policy; Retention; Books; Analytics and Data Science; Innovation and Invention; Management Practices and Processes; Organizational Culture; Performance Expectations; Research
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Heskett, James. The Culture Cycle: How to Shape the Unseen Force That Transforms Performance. Upper Saddle River, NJ: FT Press, 2012.
  • January 2004
  • Case

America Latina Logistica

Describes the turnaround of America Latina Logistica, a $200 million revenue, formerly state-owned, railway in Brazil that has been restored to profitability by its CEO, a recent MBA graduate. After successfully transforming the company's operations, finances, and... View Details
Keywords: Rail Transportation; Mergers and Acquisitions; Business Strategy; Rail Industry; Brazil
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Sull, Donald N., Fernando Martins, and Andre Delben Silva. "America Latina Logistica." Harvard Business School Case 804-139, January 2004.
  • 2025
  • Working Paper

Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach

By: Ta-Wei Huang and Eva Ascarza
As firms increasingly rely on customer data for personalization, concerns over privacy and regulatory compliance have grown. Local Differential Privacy (LDP) offers strong individual-level protection by injecting noise into data before collection. While... View Details
Keywords: Targeted Intervention; Conditional Average Treatment Effect Estimation; Differential Privacy; Honest Estimation; Post-processing; Analytics and Data Science; Consumer Behavior; Marketing
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Huang, Ta-Wei, and Eva Ascarza. "Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach." Harvard Business School Working Paper, No. 24-034, December 2023. (Revised March 2025.)
  • 10 May 2011
  • Working Paper Summaries

The Impact of Forward-Looking Metrics on Employee Decision Making

Keywords: by Pablo Casas-Arce, F. Asís Martínez-Jerez & V.G. Narayanan; Banking
  • January 2014 (Revised December 2014)
  • Case

GenapSys: Business Models for the Genome

By: Richard G. Hamermesh, Joseph B. Fuller and Matthew Preble

GenapSys, a California-based startup, was soon to release a new DNA sequencer that the company's founder, Hesaam Esfandyarpour, believed was truly revolutionary. The sequencer would be substantially less expensive—potentially costing just a few thousand dollars—and... View Details

Keywords: DNA Sequencing; Life Sciences; Business Model; Innovation & Entrepreneurship; Health Care and Treatment; Genetics; Business Strategy; Biotechnology Industry; Pharmaceutical Industry; Technology Industry; Health Industry; Medical Devices and Supplies Industry; United States
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Hamermesh, Richard G., Joseph B. Fuller, and Matthew Preble. "GenapSys: Business Models for the Genome." Harvard Business School Case 814-050, January 2014. (Revised December 2014.)
  • July–August 2013
  • Article

A Joint Model of Usage and Churn in Contractual Settings

By: Eva Ascarza and Bruce G.S. Hardie
As firms become more customer-centric, concepts such as customer equity come to the fore. Any serious attempt to quantify customer equity requires modeling techniques that can provide accurate multiperiod forecasts of customer behavior. Although a number of researchers... View Details
Keywords: Churn; Retention; Contractual Settings; Access Services; Hidden Markov Models; RFM; Latent Variable Models; Customer Value and Value Chain; Consumer Behavior
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Ascarza, Eva, and Bruce G.S. Hardie. "A Joint Model of Usage and Churn in Contractual Settings." Marketing Science 32, no. 4 (July–August 2013): 570–590.
  • 2018
  • Working Paper

Need for Speed: The Impact of Website Performance on Online Retail

By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
The share of e-commerce sales is rapidly increasing and so are the associated losses generated by website outages and slow websites. We leverage novel retail and website performance data to investigate the impact of website performance on online sales. This question is... View Details
Keywords: Online Retail; Quasi-experiments; Abandonment; Synthetic Control; Internet and the Web; Performance; Service Operations
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Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Need for Speed: The Impact of Website Performance on Online Retail." Working Paper, October 2018.
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