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18 Sep 2017
Research & Ideas

'Likes' Lead to Nothing—and Other Hard-Learned Lessons of Social Media Marketing

target market and they don’t care if they alienate others.” “The challenge is to find the nugget of insight from this huge amount of data” Not every brand can get away with political messaging, however. John... View Details

Keywords: by Dina Gerdeman; Advertising; Technology

September 2023
Article

(Not) Paying for Diversity: Repugnant Market Concerns Associated with Transactional Approaches to Diversity Recruitment

By: Summer R. Jackson

In a 20-month ethnographic study, I examine how a technology firm, ShopCo (a pseudonym), considered 13 different recruitment platforms to attract racial minority engineering candidates. I find that when choosing whether to adopt recruitment platforms focused on racial... View Details

Keywords: Technology Adoption; Recruitment; Race; Organizational Change and Adaptation

09 Mar 2003
Research & Ideas

Six Keys to Building New Markets by Unleashing Disruptive Innovation

attacks. 2. Disruptive businesses either create new markets or take the low end of an established market. There are two distinct types of disruptive innovations. The first type creates a new market by View Details

Keywords: by Clayton M. Christensen, Michael E. Raynor & Scott D. Anthony

September 2020 (Revised June 2023)
Supplement

Spreadsheet Supplement to Artea Teaching Note

By: Eva Ascarza and Ayelet Israeli

Spreadsheet Supplement to Artea Teaching Note 521-041. 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... View Details

Keywords: Targeted Advertising; Algorithmic Data; Bias; Advertising; Race; Gender; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States

July 2009 (Revised December 2009)
Case

Diageo and East African Breweries Ltd.: Tapping New Markets for Social Good

By: Rosabeth M. Kanter and Matthew Bird

James Musyoki, Lemmy Mutahi, and Ken Kariuki, all from East African Breweries Limited (EABL), a subsidiary of London-based Diageo, heard the disheartening news in the first week of December 2008. For the second time in six months, the Kenyan Finance Ministry had raised... View Details

Keywords: Change Management; Innovation and Management; Emerging Markets; Taxation; Price; Food and Beverage Industry; Kenya; United Kingdom

June 2010 (Revised July 2011)
Case

Classic Knitwear and Guardian: A Perfect Fit?

By: John A. Quelch and Patricia Girardi

Classic Knitwear manufactures and distributes casual apparel, either unbranded or under a private-label brand name. Partly because Classic has no brand recognition with consumers, gross margins are low. To improve margins, the company considers partnering via a... View Details

Keywords: Market Research; Forecasting; Consumer Marketing; New Product Marketing; Product Lines; Merchandising; Branding; Demand and Consumers; Partners and Partnerships; Marketing Strategy; Forecasting and Prediction; Product Marketing; Brands and Branding; Product Development; Manufacturing Industry; Apparel and Accessories Industry

Working Paper

Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry

By: Dominika Kinga Randle and Gary P. Pisano

An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable,” resources and point to redeployment of... View Details

Keywords: Growth and Development Strategy; Technology Adoption; Diversification; Market Entry and Exit; Transformation

Web

Driving Impact in Emerging Markets with HBS Alum Nneka Chime (MBA 2015) - Recruiting

Insights & Advice 22 Mar 2024 Driving Impact in Emerging Markets with HBS Alum Nneka Chime (MBA 2015) Becca Carnahan Author HBS Team tag Alumni Student & Alumni Stories Nneka Chime’s (MBA 2015) career path offers an alternative road map... View Details

January 2017
Teaching Note

The Park Hotels: Revitalizing an Iconic Indian Brand

By: Jill Avery and Chekitan S. Dev

Priya Paul, chairwoman of The Park Hotels, an award-winning portfolio of thirteen boutique hotels scattered across India, was in the midst of a brand revitalization program. Landor Associates, a leading brand consultancy, had identified three areas of concern: the... View Details

Keywords: Brand Management; Brand Positioning; Brand Portfolio Strategy; Brand Architecture; Brand Repositioning; Target Market; Hospitality; Hotel Industry; Marketing; Brands and Branding; Marketing Strategy; Service Delivery; Travel Industry; Service Industry; India; Asia

November 2014
Article

The Impact of Corporate Sustainability on Organizational Processes and Performance

By: Robert G. Eccles, Ioannis Ioannou and George Serafeim

We investigate the effect of corporate sustainability on organizational processes and performance. Using a matched sample of 180 U.S. companies, we find that corporations that voluntarily adopted sustainability policies by 1993—termed as High Sustainability... View Details

Keywords: Sustainability; Sustainability Management; Sustainability Research; Sustainability Reporting; Sustainability Targets; Corporate Social Responsibility; Corporate Accountability; Reporting; Corporate Governance; Investor Clientele; Investor Communication; Stock Market; Corporate Social Responsibility and Impact; Environmental Sustainability; Performance; United States

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04 Dec 2014
Working Paper Summaries

The Air War versus The Ground Game: An Analysis of Multi-Channel Marketing in US Presidential Elections

Keywords: by Doug J. Chung & Lingling Zhang

June 2013 (Revised January 2016)
Case

Château Margaux: Launching the Third Wine

By: Elie Ofek and Eric E. Vogt

Château Margaux, one of only five prestigious estates in the Bordeaux Medoc wine region to have been classified as a "first-growth", is facing a host of strategic decisions in early 2013. Up until this point the estate had been selling two red wines, a first wine whose... View Details

Keywords: New Product Launch; Marketing Plan; Brand Management; Go To Market Strategy; Channels Of Distribution; Wine Industry; Marketing Strategy; Distribution Channels; Product Launch; Brands and Branding; Agriculture and Agribusiness Industry; Food and Beverage Industry; France

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

October 2011 (Revised March 2012)
Case

Cottle-Taylor: Expanding the Oral Care Group in India

By: John A. Quelch and Alisa Zalosh

Brinda Patel, director of oral care products for the India division of a consumer home-care product company, develops a data-driven marketing plan for toothbrushes. She believes her plan can support a 20% increase in unit sales based on rising demand for modern... View Details

Keywords: Forecasting; Budgeting; International Marketing; Product Planning ＆ Policy; Sales Promotions; Marketing Plans; Products; Marketing Strategy; Consumer Behavior; Emerging Markets; Forecasting and Prediction; Advertising; Product Launch; Budgets and Budgeting; Product Development; Consumer Products Industry; Health Industry; India

October 2015
Case

BandPage (A)

By: Karim R. Lakhani, Colin Maclay and Greta Friar

BandPage CEO James "J" Sider is about to receive results from BandPage's targeted advertising campaign on music streaming service Rhapsody and learn whether BandPage's strategy to improve ad click through rates and generate revenue has succeeded. BandPage, which began... View Details

Keywords: Digital Innovation; Digital Music; Digital Marketing; Mobile Marketing; Technological Innovation; Marketing Communications; Music Entertainment; Mobile Technology; Music Industry

June 2016 (Revised March 2017)
Case

Global Wine War 2015: New World Versus Old

By: Christopher A. Bartlett and Sarah McAra

This case contrasts the tradition-bound Old World wine industry with the market-oriented New World producers in the battle for the Chinese wine market in 2015. China’s wine consumption growth presented a large and fast-growing export target that was extremely... View Details

February 2024
Article

Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry

By: Dominika Kinga Randle and Gary P. Pisano

An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable”, resources and point to redeployment of... View Details

Keywords: Diversification; Market Entry and Exit; Assets

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2020
Working Paper

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry

April 2002
Article

Limited Arbitrage in Mergers and Acquisitions

By: Malcolm Baker and Serkan Savasoglu

A diversified portfolio of risk arbitrage positions produces an abnormal return of 0.6-0.9% per month over the period from 1981 to 1996. We trace these profits to practical limits on risk arbitrage. In our model of risk arbitrage, arbitrageurs' risk-bearing capacity... View Details

Keywords: Arbitrage; Market Efficiency; Mergers and Acquisitions; Profit; Risk and Uncertainty; Corporate Strategy; Capital; Banking Industry

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2025
Working Paper

Private Equity and Workers: Modeling and Measuring Monopsony, Implicit Contracts, and Efficient Reallocation

By: Kyle Herkenhoff, Josh Lerner, Gordon M. Phillips, Francisca Rebelo and Benjamin Sampson

We measure the real effects of private equity buyouts on worker outcomes by building a new database that links transactions to matched employer-employee data in the United States. To guide our empirical analysis, we derive testable implications from three theories in... View Details

Keywords: Monopsony; Market Power; Productivity; Private Equity; Employment; Wages; Employees

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