Demand And Consumers - Publications - Faculty & Research - Harvard Business School

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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 "churn" in marketing parlance,... View Details

Keywords: by Dina Gerdeman; Retail; Service

August 2004 (Revised August 2005)
Background Note

Online Auction Markets

eBay, Yahoo!, and Amazon.com entered the online auction market within four years of one another, along with a host of smaller Web sites. Five years later, eBay clearly outstripped its competitors, despite the fact that Yahoo! and Amazon both had a huge installed base... View Details

Keywords: Internet and the Web; Auctions; Network Effects

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

November 2006 (Revised August 2007)
Case

Chongqing Tiandi

By: Arthur I Segel, Nicolas P. Retsinas, Joshua A. Katzin, Nadeem Meghji and Cindy Yan

In late 2000, Vincent Lo, a prominent Hong Kong developer was invited by the Deputy Mayor of Chongqing, China to undertake a major redevelopment of the urban core. Lo had previously successfully developed the landmark Xintiandi retail and entertainment district in... View Details

Keywords: Demand and Consumers; Emerging Markets; Business and Government Relations; Urban Development; Real Estate Industry; Chongqing (municipality, China); Hong Kong

March–April 2023
Article

Market Segmentation Trees

By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis

Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details

Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing

Find at Harvard

21 Mar 2011
Research & Ideas

Are We Thinking Too Little, or Too Much?

shortcuts and heuristics, and therefore they're susceptible to biases and mistakes. The implication is that if maybe they thought more, they'd do better. "And then there's... View Details

Keywords: by Carmen Nobel

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

March 2010 (Revised November 2010)
Case

Pandora Radio: Fire Unprofitable Customers?

By: Willy C. Shih and Halle Alicia Tecco

Pandora Radio is at a crossroads. Founder Tim Westergren has just been told by a well known VC to get rid of his unprofitable customers in order to get his costs down, but Westergren is not sure that such actions are consistent with his company's business model.... View Details

Keywords: Business Model; Customer Satisfaction; Music Entertainment; Venture Capital; Profit; Growth and Development Strategy; Consumer Behavior; Internet; Media and Broadcasting Industry

19 May 2011
Research & Ideas

Empathy: The Brand Equity of Retail

Harvard Business School, professor Ananth Raman discussed the importance of empathy in customer-facing business. "As we're talking about things like retail efficiency and profitability, this is a topic that I think needs more attention,"... View Details

Keywords: by Carmen Nobel; Health

2024
Working Paper

Moral Incoherence During Category Emergence: The Contentious Case of Connected Toys

Through a longitudinal study of the emergence of connected toys – physical toys that interact with digital devices – I build theory about moral incoherence: when competing views about the moral worth of a category persist over time. During the course of their... View Details

Keywords: Technological Innovation; Technology Adoption; Moral Sensibility; Market Entry and Exit; Consumer Behavior

2007
Working Paper

Platform Envelopment

By: Thomas Eisenmann, Geoffrey Parker and Marshall Van Alstyne

Due to network effects and switching costs in platform markets, entrants generally must offer revolutionary functionality. We explore a second entry path that does not rely upon Schumpeterian innovation: platform envelopment. Through envelopment, a provider in one... View Details

Keywords: Digital Platforms; Market Entry and Exit; Network Effects

January 2000 (Revised October 2002)
Case

Cambridge Hospital Community Health Network - The Primary Care Unit

By: V.G. Narayanan, Lisa Brem and Ryan Moore

The Cambridge Hospital Community Health Network needed to gain a better understanding of its unit-of-service costs, which had been rising at a rate of 10% per year. The network's step-down costing system gave only aggregate costing information, and there was some... View Details

Keywords: Activity Based Costing and Management; Health Care and Treatment; Cost Accounting; Cost; Network Effects; Health Industry; Service Industry; Massachusetts

2023
Working Paper

No Mask, No Service: Customer Reaction to Walmart’s 2020 National Mask Mandate

By: Innessa Colaiacovo

Multi-location firms face a complex series of economic tradeoffs when deciding whether to implement standard processes or allow processes to vary across establishments. One element of this tradeoff is customer response. This paper explores customer reaction to a... View Details

Keywords: Consumer Behavior; Geographic Location; Policy; Health Pandemics; Retail Industry; United States

15 Oct 2020
Other Presentation

Pandemic Caused 'A Lot of Consumer-Driven Innovation': Harvard's Herzlinger

By: Regina E. Herzlinger

The "Godmother of consumer-driven health care" Regina Herzlinger of Harvard Business School and Bloomberg's Vonnie Quinn discuss how the pandemic is a wake-up call for how U.S. health care is incentivized, and what can be done to improve the delivery of American... View Details

Keywords: COVID-19; Health Care Industry; Health Pandemics; Health Care and Treatment; Service Delivery; Demand and Consumers; Health Industry; United States

October 2003 (Revised February 2004)
Case

Cape Wind

By: John T. Gourville and Kerry Herman

Cape Wind has proposed placing a 170-tower wind farm, with each tower more than 400-feet tall, in Nantucket Sound. Not surprisingly, public reaction is mixed. Some view the wind farm as clean, renewable energy. Others view it as an eyesore and a desecration of a valued... View Details

Keywords: Change Management; Renewable Energy; Consumer Behavior; Problems and Challenges; Natural Environment; Behavior; United States

March 2010 (Revised September 2010)
Case

TeamLease: Putting India to Work (Il) Legally

By: Tarun Khanna and Anjali Raina

This case focuses on the growth dilemmas facing Manish Sabharwal, co-founder, TeamLease Services Pvt. Ltd. TeamLease is a human resource outsourcing and temp staffing company located in India, which has grown rapidly from 2002 to 2009. Set in the context of the highly... View Details

Keywords: Entrepreneurship; Employment; Human Capital; Lawfulness; Leadership; Growth and Development Strategy; Demand and Consumers; Power and Influence; Employment Industry; India

September 2024 (Revised October 2024)
Case

River Remedy: Navigating Mississippi’s Medical Marijuana Market

By: Robin Greenwood, Richard S. Ruback and Robert Ialenti

MBA student William Chism, the founder of a fully integrated medical marijuana company based in Mississippi, must respond to a significant disruption in the fledgling industry. In late 2023, Rapid Analytics, one of two active licensed testing facilities, has its... View Details

Keywords: Plant-Based Agribusiness; Business Growth and Maturation; Forecasting and Prediction; Microeconomics; Local Range; Government Legislation; Demand and Consumers; Supply and Industry; Competitive Strategy; Governance Controls; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Mississippi

January 2020
Case

The June Oven

By: Leonard A. Schlesinger and Christian Godwin

The June Oven was a smart oven which was capable of identifying food and cooking it accordingly. This type of smart oven represented the next step in the long history of oven and stove development. Due to the widespread use of traditional ovens, the market for the June... View Details

February 2022
Teaching Note

AptDeco: Circular Economy Furniture Marketplace

By: Ayelet Israeli

Teaching Note for HBS Case No. 521-069. AptDeco, a used furniture marketplace, was growing rapidly in the tri-state area. The co-founders were confident that the business model, financial position, and unit economics positioned AptDeco for scaling in the massive $120... View Details

Keywords: E-Commerce Strategy; Mobile; Word-of-Mouth; Word Of Mouth; Word-of-mouth Marketing; Internet Marketing; Growth Strategy; Platform; Platforms; Two Sided Markets; Two-sided Market; Two-sided Marketplace; Two-Sided Markets; Two-sided Network; Black Entrepreneurs; Black Leadership; African Americans; African-American Protagonist; Circular; Peer-to-peer Markets; Furniture Industry; Growth Hacking; Monetization Strategy; Growth Management; Marketing Strategy; Entrepreneurship; Digital Platforms; Marketing Channels; Digital Marketing; Consumer Behavior; Acquisition; Retention; Growth and Development Strategy; Customer Focus and Relationships; Expansion; Brands and Branding; E-commerce; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States; North America; New York (city, NY); New York (state, US)

28 Jan 2013
Research & Ideas

Helping Yelp Create More Accurate Reviews

information on sites such as Yelp, eBay, and TripAdvisor. The framework relies on an algorithm set up to tackle bias inherent in reviews by taking into account reviewers who vary in accuracy, stringency, and... View Details

Keywords: by Kim Girard; Food & Beverage

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