Customization and Personalization - Publications - Faculty & Research - Harvard Business School

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February 2021 (Revised February 2021)
Background Note

eGrocery and the Role of Data for CPG Firms

By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin

This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)." View Details

10 Aug 2021
News

Anne Morriss and Frances Frei on The Power of Trust and Maximizing Potential

2008
Book

Hedgehogs and Foxes: Character, Leadership, and Command in Organizations

By: Abraham Zaleznik

In this compelling look at charismatic leaders and their leadership styles, Abraham Zaleznik asserts that leaders are either "hedgehogs," who view leadership as a single-minded track driven by unwavering rules, or "foxes," who assess and re-evaluate their... View Details

Keywords: Attitudes; Leadership Style; Government and Politics; Power and Influence; Innovation and Invention

November 2004 (Revised September 2007)
Case

The Mitchell Family and Mitchells/Richards

By: Amy C. Edmondson, John A. Davis, Corey B. Hajim and Kelly Mulderry

Describes a small, luxury retail chain's operational sophistication achieved through the use of technology and "high-touch" customer service. A family-run business, Mitchells has built its success with a customer service strategy known internally as "hugging." The term... View Details

Keywords: Family Business; Customer Relationship Management; Knowledge Management; Service Delivery; Organizational Culture; Expansion; Information Technology; Retail Industry

April 2011 (Revised January 2015)
Case

The Eleganzia Group

By: Elie Ofek, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez and Francesco Tronci

Eleganzia Group management faces tough decisions heading into the summer of 2010. With tourism on the decline due to the global economic recession, General Manager Giannuzzi must decide how to set prices at the Forte Village Resort, the Group's most well-known... View Details

Keywords: Pricing; Pricing Strategy; Customer Management; Branding; Customer Relationship Management; Price; Luxury; Business Strategy; Brands and Branding; Accommodations Industry; Travel Industry; Italy

March 1996 (Revised January 1997)
Case

Scott Cook and Intuit

By: James L. Heskett

Scott Cook has just learned that Microsoft has withdrawn its $2 billion offer for his company Intuit. Because of his company's prospects, he is elated. But he now must decide the direction in which to take his company while continuing to focus on the formula of... View Details

Keywords: Customer Relationship Management; Entrepreneurship; Business or Company Management; Marketing Strategy; Product Development

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June 2023
Article

Gaining Organizational Adoption: Strategically Pacing the Deployment of Digital Innovations

By: Rebecca Karp

Scholars have long suggested that to foster adoption for their innovative products and services, entrepreneurs should engage with customers to better understand their unmet needs. Yet, customers frequently reside in organizations, and organizational members may not be... View Details

Keywords: Entrepreneurship And Strategy; Digital Innovation; Healthcare; Work And Organizations; Organizational Adoption; B2B; Customers; Technology Adoption; Innovation Strategy; Organizational Change and Adaptation

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November 2019 (Revised June 2020)
Case

Shiseido Acquires Drunk Elephant

On October 7, 2019, the Shiseido Group announced that it would acquire clean skincare brand Drunk Elephant for $845 million, a valuation of 8.5 times sales. Did Shiseido pay too much or too little for this brand asset? How much was the Drunk Elephant brand worth and... View Details

Keywords: Personal Care; Startup; Brand Equity; Brand Valuation; Brand Value; Brand Storytelling; Brand Management; Brands and Branding; Valuation; Marketing; Marketing Strategy; Mergers and Acquisitions; Entrepreneurship; Business Startups; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; United States; Japan

June 2005 (Revised November 2005)
Case

Hale and Dorr (A)

Highlights how word-of-mouth is crucial in the acquisition of new customers. Specifically, it shows the existence of both internal (to the firm) and external markets for customer leads. View Details

Keywords: Marketing Communications; Social and Collaborative Networks; Sales; Service Industry

February 2001 (Revised September 2005)
Case

Howard Schultz and Starbucks Coffee Company

By: Nancy F. Koehn

Investigates the entrepreneur's strategic initiatives to develop a mass market for specialty coffee in the 1980s and 1990s. These initiatives included the development of premium products, rapid expansion of company-owned stores--each with attractive retail environments... View Details

Keywords: Entrepreneurship; Groups and Teams; Brands and Branding; Growth Management; Employee Relationship Management; Consumer Behavior; Organizational Design; Leadership Style; Customer Relationship Management; Competitive Advantage; Vertical Integration; Food and Beverage Industry

December 2018 (Revised June 2021)
Supplement

Bulb 2018: Hypergrowth

By: John R. Wells and Benjamin Weinstock

After a wild and volatile year, Bulb, a new entrant in the UK residential energy market, ended March 2018 with 329,171 properties, 1.2% of the total residential energy market). This was 150% ahead of a plan for 130,000 properties and almost ten times the size the... View Details

October 2018 (Revised October 2019)
Case

Arlan Hamilton and Backstage Capital

By: Laura Huang and Sarah Mehta

Frustrated by an inability to convince existing venture capital firms to invest in companies led by women, people of color, and LGBT founders, Arlan Hamilton started her own firm, Backstage Capital, in 2015. Hamilton understood the untapped potential of companies run... View Details

Keywords: Black Leadership; LGBTQ; Women; People Of Color; Entrepreneurship; Mission and Purpose; Venture Capital; Corporate Social Responsibility and Impact; Identity; Personal Characteristics; Prejudice and Bias; Social Issues; Diversity; Gender; Race

January 2023 (Revised December 2023)
Case

OhmConnect: Energizing the Future

By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller

Founded in 2013, OhmConnect was a free consumer web app that alerted customers about peak hours of electricity demand, and paid them to lower their energy use at home during these periods. The company sold the aggregated reductions generated by thousands of households... View Details

Keywords: App Development; Renewable Energy; Electricity Usage; Regulations; VC; Technology; Customer Acquisition Cost (CAC); Scalability; Applications and Software; Growth and Development Strategy; Governing Rules, Regulations, and Reforms; Business Model; Venture Capital; Energy Industry; United States; California; Texas; Europe

October 2000 (Revised January 2002)
Case

Individual and the Corporation, The: Kathy Levinson and E*TRADE (A)

By: Joseph L. Badaracco Jr. and Susan Harmeling

Kathy Levinson, the president and COO of ETRADE and a lesbian mother of two children, must decide whether and how to participate in the "No on Knight" campaign. The campaign opposes California ballot proposition 22, which requires California to recognize only marriages... View Details

Keywords: Conflict of Interests; Leadership; Managerial Roles; Values and Beliefs; Decision Choices and Conditions; Gender; Diversity; Financial Services Industry

February 2017
Teaching Note

The Tate's Digital Transformation

John Stack was the visionary Head of Digital Transformation at the Tate, a collection of four major art galleries in the UK, including Tate Modern, the most visited gallery devoted to modern and contemporary art in the world. Stack was the architect of the Tate’s... View Details

TeachingInterests

Leadership and Corporate Accountability

By: Christina R. Wing

In this course, students learn about the complex responsibilities facing business leaders today. Through cases about difficult managerial decisions, the course examines the legal, ethical, and economic responsibilities of corporate leaders. It also teaches students... View Details

2015
Working Paper

Selling to a Moving Target: Dynamic Marketing Effects in US Presidential Elections

By: Doug J. Chung and Lingling Zhang

We examine the effects of various political campaign activities on voter preferences in the domain of US Presidential elections. We construct a comprehensive data set that covers the three most recent elections, with detailed records of voter preferences at the... View Details

Keywords: Multi-channel Marketing; Personal Selling; Advertising; Political Campaigns; Dynamic Panel Data; Instrumental Variables; Marketing Communications; Political Elections; Advertising Campaigns; United States

July–August 2024
Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza

Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

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March 2004 (Revised March 2007)
Case

Paper and More

Provides a context and exercise for introducing retail inventory management, including cost optimization, service-level criteria, and forecasting in single and multiproduct settings. The owner of a single-location paper and paper products store considers the... View Details

Keywords: Management; Expansion; Logistics; Forecasting and Prediction; Pulp and Paper Industry; Pulp and Paper Industry

September 2013 (Revised August 2015)
Background Note

Leadership and Teaming

By: Ethan Bernstein

Small differences in the leadership of teams can have large consequences for the success of their efforts. Many initiatives fail not because of a fatal error in judgment or insufficient ideas, knowledge, motivation, or capabilities to deliver a solution. They fail... View Details

Keywords: Teams; Teaming; Leadership And Managing People; Leadership; Team Effectiveness; Team Performance; Team Design; Team Leadership; Teamwork; Team Process; Team Function; Team Launch; 60/30/10 Rule; Team Boundary; Distribution Of Leadership Authority; Self-Managed Teams; Virtual Teams; Unbounded Teams; Acts Of Leadership; Execution Teams; Decision Making Teams; Creativity Teams; Team Size; Task Design; Team Timeline; Team Roles; Team Representation; Diversity; Team Familiarity; Collective Intelligence; Team Stages Of Development; Team Coaching; Performance Pressure; X-Teams; Team Focus; Interaction; Management Teams; Managerial Roles; Management Systems; Management Style; Management Skills; Management Practices and Processes; Organizational Design; Organizational Structure; Performance Effectiveness; Performance Efficiency; Performance Productivity; Groups and Teams; Networks; Social Psychology; Behavior; Conflict and Resolution; Creativity; Social and Collaborative Networks; Satisfaction; Prejudice and Bias; Power and Influence; Personal Characteristics; Familiarity; Cognition and Thinking; Attitudes; Projects; Organizational Culture; Organizational Change and Adaptation; Leadership Development; Leadership Style; Leading Change; Knowledge Use and Leverage; Knowledge Sharing; Collaborative Innovation and Invention; Innovation and Management; Innovation Leadership; Design; Interpersonal Communication; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Asia; North and Central America; South America; Atlantic Ocean; Central Asia; Europe; Latin America; Middle East; Oceania; West Indies

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