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July 2005 (Revised April 2006)
Case

Carnival Cruise Lines

By: Lynda M. Applegate, Robert Kwortnik and Gabriele Piccoli

Highlights the potential value of customer data and the choices and challenges the firm faces when attempting to capture this value. Carnival collects a significant amount of individual-level behavioral and demographic customer data. Senior management must now decide... View Details

Keywords: Consumer Behavior; Demographics; Customer Relationship Management; Knowledge Use and Leverage; Performance Improvement; Business Strategy; Travel Industry; Tourism Industry

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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August 2019 (Revised February 2020)
Teaching Note

Sidewalk Labs: Privacy in a City Built from the Internet Up

By: Leslie John and Mitch Weiss

Email mking@hbs.edu for a courtesy copy.

The case serves as a microcosm of issues of digital privacy: the availability of data – personal data in particular – has tremendous potential to improve people’s lives... View Details

Keywords: Privacy; Privacy By Design; Privacy Regulation; Platforms; Data; Data Security; Behavioral Science; Analytics and Data Science; Safety; Entrepreneurship; Business and Government Relations; Consumer Behavior; Digital Platforms

August 2010 (Revised October 2014)
Case

Herborist

By: John Deighton, Leora Kornfeld, Yanqun He and Qingyun Jiang

Global brands such as L'Oreal and Oil of Olay dominate China's skin care market. A Chinese domestic brand, after some success in partnership with Sephora in Europe, aspires to challenge the French and U.S. brands' hold on the China market. It must decide how to segment... View Details

Keywords: Cross-Cultural and Cross-Border Issues; Product Marketing; Product Positioning; Demand and Consumers; Competitive Strategy; Segmentation; Beauty and Cosmetics Industry; China

October 2022
Exercise

Shanty Real Estate: Confidential Information for Homebuyer 1

By: Michael Luca, Jesse M. Shapiro and Nathan Sun

Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details

Keywords: Data-driven Decision-making; Decisions; Negotiation; Bids and Bidding; Valuation; Consumer Behavior; Real Estate Industry

01 Oct 1997
News

High Fives

Marilyn Goldstein Fedak Chief Investment Officer Sanford C. Bernstein & Co., Inc. New York, New York In 1993, Marilyn Fedak was named chief investment officer, chairman of the U.S. Equity Investment Policy Group, and a member of the board... View Details

November 2000 (Revised May 2002)
Case

FleetBoston Financial: Online Banking

By: Frances X. Frei and Hanna Rodriguez-Farrar

As the ninth largest bank holding company in the United States in 2000, FleetBoston Financial Corp. provided a myriad of financial services, including retail banking, loan origination, and brokerage accounts. This case explores how FleetBoston responded to the Internet... View Details

Keywords: Business Model; Borrowing and Debt; Cost Management; Banks and Banking; Consumer Behavior; Service Operations; Competition; Online Technology; Banking Industry; United States

October 2008 (Revised August 2010)
Case

The Christmas Eve Closing

By: Peter Tufano

In 2002, two homeowners in Massachusetts are deciding whether to refinance their home less than two years after taking out an initial mortgage and a subsequent home equity line of credit. View Details

Keywords: Mortgages; Personal Finance; Consumer Behavior; Banking Industry; Massachusetts

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

September 2018
Article

Religious Shoppers Spend Less Money

By: Didem Kurt, J. Jeffrey Inman and Francesca Gino

Although religion is a central aspect of life for many people across the globe, there is scant research on how religion affects people’s non-religious routines. In the present research, we identify a frequent consumption activity that is influenced by religiosity:... View Details

Keywords: Religion; Spending; Consumer Behavior; Values and Beliefs

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September 2013
Article

Do Short Sellers Front-Run Insider Sales?

By: Mozaffar N. Khan and Hai Lu

We study the behavior of short sellers as informed market participants and examine potential sources of their information. Using a newly available dataset with high-frequency short sales data, we find evidence of significant increases in short sales immediately prior... View Details

Keywords: Information; Consumer Behavior; Accounting; Financial Services Industry

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2022
Article

A Human-Centric Take on Model Monitoring

By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi

Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on... View Details

Keywords: AI and Machine Learning; Research and Development; Demand and Consumers

January 2025
Technical Note

Get Cool: Air Conditioning Industry Background

By: Rosabeth Moss Kanter and Jacob A. Small

The “air conditioning paradox” is tied to climate change: the more the planet warms, the greater the need for cooling (due to the dangers of extreme heat as well as comfort within buildings), but the use of electricity-powered AC contributes to further warming. There... View Details

Keywords: Appliances; Global Warming; Energy Efficiency; Climate Change; Venture Capital; Demand and Consumers; Distribution Channels; Green Technology; United States; Asia

2006
Working Paper

The Value of a 'Free' Customer

By: Sunil Gupta, Carl F. Mela and Jose M. Vidal-Sanz

Central to a firm's growth and marketing policy is the revenus and profit potential of its customer assets. As a result, there has been a recent proliferation of work regarding customer lifetime value. However, extant research in this area is silent regarding how to... View Details

Keywords: Customer Value and Value Chain; Auctions; Network Effects; Business Strategy

February 2017
Case

Dick's Sporting Goods

By: Rajiv Lal, Jose B. Alvarez and Matthew G. Preble

Edward Stack, chairman and CEO of Dick’s Sporting Goods (DKS), faced a rapidly changing sporting goods landscape in October 2016. Two large competitors—The Sports Authority and Sport Chalet—had folded earlier that year, and DKS had to contend with increasingly robust... View Details

07 Jun 2010
Research & Ideas

Improving Brand Recognition in TV Ads

some of those consumer eyeballs. In "Moment-to-Moment Optimal Branding in TV Commercials: Preventing Avoidance by Pulsing," forthcoming in Marketing Science, Teixeira and coauthors Michel Wedel of... View Details

Keywords: by Julia Hanna; Media & Broadcasting; Entertainment & Recreation

2010
Working Paper

Advertising Disclosures: Measuring Labeling Alternatives in Internet Search Engines

By: Benjamin Edelman and Duncan S. Gilchrist

In an online experiment, we measure users' interactions with search engines, both in standard configurations and in modified versions with clearer labels identifying search engine advertisements. In particular, for a random subset of users, we change "Sponsored links"... View Details

Keywords: Online Advertising; Interactive Communication; Corporate Disclosure; Labels; Marketing Strategy; Consumer Behavior; Internet; Search Technology

September 2006 (Revised March 2007)
Case

QuickBase

By: Clayton M. Christensen and Mark Szigety

Describes the challenge that engineers and marketing executives at Intuit Corp. faced when finding markets and applications for their QuickBase product. The breakthrough occurred when they abandoned their conventional modes of market segmentation, and instead strove to... View Details

Keywords: Applications and Software; Engineering; Product Marketing; Segmentation; Jobs and Positions; Consumer Behavior; Information Technology Industry

September 2014
Case

Google Inc. in 2014 (Abridged)

By: Benjamin Edelman and Thomas R. Eisenmann

Describes Google's history, business model, governance structure, corporate culture, and processes for managing innovation. Reviews Google's recent strategic initiatives and the threats they pose to Yahoo, Microsoft, and others. Asks what Google should do next. View Details

Keywords: Search Engines; Google; Online Advertising; Internet and the Web; Network Effects; Business Model; Competition; Information Technology Industry; Advertising Industry

Person Page

Curriculum Vitae

Noel Watson

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