Customer Focus and Relationships - Publications - Faculty & Research - Harvard Business School

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October 2021
Article

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

By: Nicolas Padilla and 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; Programs; Consumer Behavior; Analysis

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10 Sep 2020
Research & Ideas

The COVID Two-Step for Leaders: Protect and Pivot

effective and efficient in the company’s core business. The focus is improvement, not exponential growth. Improvement is always possible. Yes, it may be small, but even extremely small improvements can be... View Details

Keywords: by Boris Groysberg and Katherine Connolly Baden

16 Apr 2001
Research & Ideas

Strategy and the Internet

The Absence Of Strategy Many of the pioneers of Internet business, both dot coms and established companies, have competed in ways that violate nearly every precept of good strategy. Rather than focus on... View Details

Keywords: by Michael E. Porter

July 2018 (Revised March 2019)
Teaching Note

Hilti (A): Fleet Management?

By: Ramon Casadesus-Masanell and Jan Rivkin

This Teaching Note accompanies the case HBS No. 718-419, “Hilti (A): Fleet Management.” It provides guidelines for class discussion, as well as a board plan and transcripts of the associated videos, Hilti Fleet Management Video Supplements.
The associated case... View Details

2012
Chapter

Foreign Direct Investment and Growth

By: L. Alfaro and M. S. Johnson

This paper examines the evolution of the literature on the relationship between foreign direct investment (FDI) and growth in host countries, particularly developing countries. It provides a broad overview, with a focus on two elements that have recently become... View Details

Keywords: Economic Growth; Spillovers; Complementarity; Mechanism; Globalization; Foreign Direct Investment

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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

June 2024
Teaching Note

Beamery: Using Skills and AI to Modernize HR

By: Boris Groysberg, David Lane, Susan Pinckney and Alexis Lefort

Teaching Note for HBS Case No. 424-004. Unicorn human relationships startup Beamery evaluates it growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management... View Details

November 2024
Article

Leadership and Plumbing

By: Frank V. Cespedes

“Leadership” is a growth industry. Amazon lists over 60,000 books on the topic. Most focus on emotional intelligence, charisma, avoiding narcissism (usually someone else’s problem, according to these authors, not their problem) and other personality traits. But as... View Details

Keywords: Leadership Development

June 2015 (Revised February 2017)
Case

Uber and Stakeholders: Managing a New Way of Riding

By: Rosabeth Moss Kanter and Daniel Fox

By 2015, technological innovations—the smartphone and the advanced data connectivity that enabled it—created new opportunities for people to move around cities quickly and conveniently without owning a car, via car-sharing services like Zipcar or new ride-sharing... View Details

Keywords: Uber; Ride-sharing; Sharing Economy; Transportation Network Company; Leadership And Change Management; Stakeholder Management; Managing Change; Leadership; Regulation; Smartphones; Web-enabled Application; Disruptive Technology; Startup Management; Entrepreneurship; Business and Stakeholder Relations; Transportation; Mobile Technology; Transportation Industry; Technology Industry

April 2025
Case

Sharon Goldberg and BastionZero

By: Jeffrey J. Bussgang, James Barnett and Maxim Pike Harrell

In December 2023, BastionZero co-founder and CEO Sharon Goldberg considered her startup’s future. Established in 2017 as a blockchain company focused on improving the security of cryptocurrency trading, in March 2020 the VC-backed startup shifted focus to a new... View Details

Keywords: Business Startups; Entrepreneurial Finance; Technological Innovation; Business Strategy; Business Exit or Shutdown

December 2018 (Revised February 2020)
Case

Fishbowl: Scaling Up

By: Leslie K. John

Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and across industry. Unlike many other social media apps, on which users typically present idealized portraits of themselves, on Fishbowl,... View Details

November 2022
Technical Note

National Security and Transnational Capitalism

By: Meg Rithmire

Though the relationship between national security and transnational commerce had long been interrogated and contested, the 2020s saw the escalation of concerns about insecurity and interdependence. These concerns manifested in a suite of institutional innovations and... View Details

Keywords: Capitalism; National Security; Globalization

2019
Article

Brokerage and Brokering: An Integrative Review and Organizing Framework for Third Party Influence

By: Nir Halevy, Eliran Halali and Julian Zlatev

Brokerage and brokering are pervasive and consequential organizational phenomena. Prevailing models underscore social structure and focus on the consequences that come from brokerage—occupying a bridging position between disconnected others in a network. By contrast,... View Details

Keywords: Brokerage; Brokering; Social Interactions; Organizations; Relationships; Power and Influence; Framework

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July 2013 (Revised August 2017)
Case

TaKaDu

By: Elie Ofek and Matthew Preble

In December 2012, Amir Peleg, founder and CEO of TaKaDu, reflected on how to position his young firm for the next fiscal year and beyond. The small Israeli startup had developed an innovative software system that used patented algorithms and statistical analysis to... View Details

September 2019 (Revised February 2020)
Teaching Note

Fishbowl: Scaling Up

By: Leslie K. John

Email mking@hbs.edu for a courtesy copy.

Teaching Note for HBS No. 919-013. Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and... View Details

Research Summary

Product Policy and Pricing

By: Robert J. Dolan

Robert J. Dolan's continuing research on marketing issues focuses on pricing policy and new products. His research program encompasses the development of both cases and conceptual models. Dolan's focus is the proper utilization of customer input in the new-product... View Details

September 2020 (Revised June 2023)
Exercise

Artea: Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli

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 targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details

February 2000 (Revised September 2002)
Case

Forever: De Beers and U.S. Antitrust Law

By: Debora L. Spar and Jennifer Burns

For over a century, the international diamond market has been dominated by one of the most successful cartels on earth. Run by the legendary De Beers Corp., the cartel has managed to keep diamond prices increasing and to prevent the defection that dooms most other... View Details

Keywords: Lawfulness; Monopoly; Luxury; Business and Government Relations; Consumer Products Industry; Mining Industry; Africa; United States

May 2024
Supplement

HubSpot and Motion AI (B): Generative AI Opportunities

The technologies driving artificial intelligence (AI) had progressed significantly since HubSpot’s acquisition of Motion AI in 2017. Generative AI was the newest major development. Software-as-a-service (SaaS) companies such as HubSpot were analyzing how generative AI... View Details

Keywords: Artificial Intelligence; CRM; Chatbots; Sales Management; Generative Ai; SaaS; Marketing; Sales; AI and Machine Learning; Customer Relationship Management; Applications and Software; Technological Innovation; Competitive Advantage; Technology Industry; United States

July 2023
Case

HealthVerity: Real World Data and Evidence

By: Satish Tadikonda

Andrew Kress (CEO and founder) and his team had built a promising marketplace business at HealthVerity serving its core market in healthcare, with a focus on pharmaceutical R&D and services. Thus far, HealthVerity’s products had been unique to the pharma and pharma... View Details

Keywords: Growth and Development Strategy; Market Entry and Exit; Product Marketing

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