Publications

Article

Beyond the Target Customer: Social Effects in CRM Campaigns

By: Eva Ascarza, Peter Ebbes, Oded Netzer and Matthew Danielson

Customer relationship management (CRM) campaigns have traditionally focused on maximizing the profitability of the targeted customers. The authors demonstrate that in business settings characterized by network externalities, a CRM campaign that is aimed at changing the... View Details

Keywords: Social Effects; Field Experiment; Mobile; Customer Relationship Management; Network Effects; Consumer Behavior

22 Oct 2019
Research & Ideas

Use Artificial Intelligence to Set Sales Targets That Motivate

Setting the right sales targets for employees is a difficult balancing act, with long-term consequences on growth and morale. Setting a target too low, making it easily achievable, might cause an an employee... View Details

Keywords: by Michael Blanding

March 2019
Case

DayTwo: Going to Market with Gut Microbiome

By: Ayelet Israeli and David Lane

DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals. After a first year of trial rollout in... View Details

October 2012
Case

Brazil 2003: Inflation Targeting and Debt Dynamics (Abridged)

By: Laura Alfaro and Rafael Di Tella

In October 2002, Brazilians elected a left-wing president, Luis Inacio Lula da Silva, for the first time in that country's history. As markets faltered in response, Lula sought to reaffirm his commitment to fiscal discipline, a floating exchange rate, and inflation... View Details

Keywords: Brazil; Inflation; Emerging Markets; Inflation and Deflation; Brazil

2020
Case

Brightline: Targeting a Successful Future with High Speed Rail

By: Andrew J. Hoffman

High-speed rail (HSR) is a high-performance transportation technology that is time competitive with airplanes and automobiles, and is an environmentally preferable alternative due to its low carbon dioxide emissions. Brightline is a Florida HSR system in Phase II of... View Details

Keywords: Environmental Sustainability; Marketing Strategy; Segmentation; Transportation Industry

November 2020
Teaching Note

DayTwo: Going to Market with Gut Microbiome

By: Ayelet Israeli

Teaching Note for HBS Case No. 519-010. DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals.... View Details

February 2004 (Revised March 2010)
Case

Brazil 2003: Inflation Targeting and Debt Dynamics

By: Laura Alfaro, Rafael M. Di Tella and Ingrid Vogel

In October 2002, Brazilians elected a left-wing president, Luis Inacio Lula da Silva, for the first time in that country's history. As markets faltered in response, Lula sought to reaffirm his commitment to fiscal discipline, a floating exchange rate, and inflation... View Details

Keywords: Economy; Inflation and Deflation; Money; Borrowing and Debt; Policy; Emerging Markets; Brazil

March 1997
Background Note

Asymmetric Information: Market Failures, Market Distortions, and Market Solutions

Presents a conceptual framework for thinking about markets characterized by asymmetric information. Presents the standard economic analysis of "the lemons problem," and demonstrates how asymmetric information may lead to market inefficiencies and alter the distribution... View Details

Keywords: Competitive Strategy

October 2024
Article

Sampling Bias in Entrepreneurial Experiments

By: Ruiqing Cao, Rembrand Koning and Ramana Nanda

Using data from a prominent online platform for launching new digital products, we document that ‘sampling bias’—defined as the difference between a startup’s target customer base and the actual sample on which early ‘beta tests’ are conducted—has a systematic and... View Details

Keywords: Target Market; Sampling Biases; Beta Testing; Product Launch; Entrepreneurship; Gender

June 23, 2021
Article

Research: When A/B Testing Doesn't Tell You the Whole Story

By: Eva Ascarza

When it comes to churn prevention, marketers traditionally start by identifying which customers are most likely to churn, and then running A/B tests to determine whether a proposed retention intervention will be effective at retaining those high-risk customers. While... View Details

Keywords: Customer Retention; Churn; Targeting; Market Research; Marketing; Investment Return; Customers; Retention; Research

Register to Read

26 Sep 2023
Book

Digital Strategy: A Handbook for Managing a Moving Target

this introduction to the book, the three coeditors say we need new methods to better understand “the moving target of the digital world.” Introduction: Digital Strategy—Linear Evolution or Paradigm Shift Digital has become a pervasive... View Details

Keywords: by Dina Gerdeman; Information Technology; Technology

Article

The Effectiveness and Targeting of Television Advertising

By: R. Shachar and B. Anand

Keywords: Media; Advertising

September 2021
Article

Network Interconnectivity and Entry into Platform Markets

By: Feng Zhu, Xinxin Li, Ehsan Valavi and Marco Iansiti

Digital technologies have led to the emergence of many platforms in our economy today. In certain platform networks, buyers in one market purchase services from providers in many other markets, whereas in others, buyers primarily purchase services from providers within... View Details

Keywords: Network Interconnectivity; Platform Competition; Market Entry; Networks; Digital Platforms; Competition; Market Entry and Exit

June 2007 (Revised January 2008)
Case

The Vanguard Group, Inc. in 2006 and Target Retirement Funds

By: Luis M. Viceira

The Vanguard Group is one of the largest asset managers in the U.S., with over $1 trillion in assets, ninety percent of which are mutual fund assets, and more than 12,000 employees at year-end 2006. Vanguard has built a strong reputation as the manager of reference for... View Details

Keywords: Asset Management; Investment Funds; Personal Finance; Brands and Branding; Retirement; Trust; Financial Services Industry; United States

November 2016 (Revised April 2018)
Case

reMarkable: e-Writing the Future

By: Elie Ofek and Curtis Hsu

Magnus Wanberg is the creator of reMarkable, a breakthrough e-writer device set apart from similar products on the market by having solved the frustrating “slow ink” problem typically experienced on pen-based electronic devices, thus providing a “pen and paper” like... View Details

Keywords: Entrepreneurial Marketing; Innovation Management; Go To Market Strategy; Marketing Plan; Target Market; Digital Devices; Consumer Electronics; Forecasting; Information Technology; Marketing Strategy; Innovation and Management; Marketing Channels; Entrepreneurship; Forecasting and Prediction; Product Marketing; Product Development; Electronics Industry

October 2006 (Revised August 2007)
Case

Marketing Chateau Margaux

By: John A. Deighton, Leyland Pitt, Vincent Marie Dessain, Daniela Beyersdorfer and Anders Sjoman

Chateau Margaux, luxury brand or connoisseur brand? Although France is awash with unsold wine, demand has never been stronger for the very finest Bordeaux. How should Margaux sustain and grow its business? The Chateau management team is wondering if it can take more... View Details

Keywords: Price; Growth and Development Strategy; Brands and Branding; Distribution; Luxury; Food and Beverage Industry; France

Article

Regulating Hospital Prices Based on Market Concentration Is Likely to Leave High-Price Hospitals Unaffected

By: Maximilian J. Pany, Michael E. Chernew and Leemore S. Dafny

Concern about high hospital prices for commercially insured patients has motivated several proposals to regulate these prices. Such proposals often limit regulations to highly concentrated hospital markets. Using a large sample of 2017 US commercial insurance claims,... View Details

Keywords: Health Care Providers; Hospitals; Insurance Market Regulation; Price Regulation; Markets; Health Care and Treatment; Cost; Quality; Insurance; Price; Governing Rules, Regulations, and Reforms

January 2024
Case

Sprouts Farmers Market

By: Rajiv Lal, Forest L. Reinhardt and Natalie Kindred

Sprouts Farmers Markets (Sprouts) is a Phoenix, Arizona-based chain of 400-plus natural foods stores in 23 U.S. states and $6.4 billion in sales as of 2022. In its product assortment, brand image, and store environment, Sprouts emphasizes freshness, health, innovation,... View Details

Keywords: Business Model; Growth and Development Strategy; Brands and Branding; Strategic Planning; Sales; Business Strategy; Expansion; Product Positioning; Marketing Strategy; Competition; Retail Industry; United States; Arizona

May 2009 (Revised January 2011)
Case

HubSpot: Inbound Marketing and Web 2.0

By: Thomas J. Steenburgh, Jill Avery and Naseem Ashraf Dahod

This case introduces the concept of inbound marketing, pulling customer prospects toward a business through the use of Web 2.0 tools and applications like blogging, search engine optimization, and social media. Students follow the growth of HubSpot, an entrepreneurial... View Details

Keywords: Customer Relationship Management; Entrepreneurship; Price; Growth and Development Strategy; Marketing Communications; Social and Collaborative Networks; Segmentation; Web