Managing Data Scientists - Publications - Faculty & Research - Harvard Business School

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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

Article

Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information

By: Santiago Gallino and Antonio Moreno

Using a proprietary data set, we analyze the impact of the implementation of a “buy-online, pick-up-in-store” (BOPS) project. The implementation of this project is associated with a reduction in online sales and an increase in store sales and traffic. These results can... View Details

Keywords: Retail Operations; Inventory Availability; Empirical Operations Management; Business Analytics; Online Retail; Ecommerce; Operations; Management; Distribution Channels; Consumer Behavior; E-commerce; Retail Industry

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Article

Organizational Innovation in the Multinational Enterprise: Internalization Theory and Business History

By: Teresa da Silva Lopes, Mark Casson and Geoffrey Jones

This article engages in a methodological experiment by using historical evidence to challenge a common misperception about internalization theory. The theory has often been criticized for maintaining that it assumes a hierarchically organized MNE based on knowledge... View Details

Keywords: Internalization; Multinational Strategy; Business History; Organization And Management Theory; Globalization; Entrepreneurship; Governance; History; Organizations; Theory; Africa; Asia; Europe; Latin America; North and Central America

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January 2021 (Revised March 2022)
Case

Arçelik: From a Dealer Network to an Omnichannel Experience

By: Ayelet Israeli and Fares Khrais

Arçelik Turkey, the country’s market leader in household appliances, was at an omnichannel crossroads in January 2020. Arçelik was a B2B player utilizing a dealership network with an umbrella of brands and had one of the largest brick-and-mortar store networks in... View Details

January 2024 (Revised February 2024)
Technical Note

Computer Science for Strategists

By: Andy Wu and Matt Higgins

Two of the most important computer science principles in the technology industry are abstraction and platformization. Our aim with this note is to explain these concepts in an approachable way that brings managers and computer scientists a little closer together. View Details

Keywords: Strategist; Computer Science; Strategy; Management Practices and Processes

June 2023
Case

Investing in the Climate Transition at Neuberger Berman

By: George Serafeim and Benjamin Maletta

By mid-2023, Neuberger Berman (NB), an active asset manager, had grown its assets under management to about half a trillion dollars and took pride in its client centricity and innovative spirit. Responding to client demand for investment products that integrated... View Details

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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15 Dec 2017
News

Patient-Powered Precision

2013
Tool

Harvard Business Review's Go to Market Tools: Customer Lifetime Value

By: Thomas Steenburgh and Jill Avery

How much are your customers worth? Has your marketing budget been slashed? Need to figure out the best place to invest your time and effort to reach your growth target? HBR's Go to Market Tool helps calculate your customer's lifetime value, allowing you to prioritize... View Details

Keywords: Quantitative Analysis; Tools; Customer Lifetime Value; Customer Defection; CRM; Customer Relationship Management; Marketing; Marketing Strategy; Customer Focus and Relationships

Katherine Wang

Katherine is a doctoral student in the Business Economics program. She is interested in labor, public, and development economics with a focus on issues of gender and gender-based violence. Prior to joining HBS, Katherine led field experiments as a data scientist on the... View Details

June 2011 (Revised February 2024)
Background Note

Carbon Footprints: Methods and Calculations

By: Michael W. Toffel, Stephanie van Sice and Kelsey Carter

Describes methods to calculate the carbon footprint (greenhouse gas emissions) of an organization's operations and supply chain, and a product or service. Illustrates concepts with examples of calculating the carbon footprint of organizations and products. Provides... View Details

Keywords: Measurement; Climate Change; Climate Impact; Carbon Accounting; Carbon Footprint; Carbon Emissions; Sustainability; Environmental Management; Operations; Supply Chain; Pollutants; Measurement and Metrics; Environmental Sustainability

01 Dec 2022
News

Action Plan: To the Letter

Chacko says, is the iTunes of fonts. And as with Apple, Monotype’s decision to embrace this model is changing the way users discover, prototype, and manage fonts. Monotype is expanding globally, adding to its range of typefaces and to its... View Details

Keywords: April White; design; typography; change management; leadership; Special Design Services; Professional Services

October 2016 (Revised February 2019)
Module Note

Strategy Execution Module 5: Building a Profit Plan

By: Robert Simons

This module reading describes how to build a profit plan to reflect the strategy of a business in economic terms. After introducing the profit wheel, cash wheel, and ROE wheel, the module illustrates how to use a profit plan to assess the viability of different... View Details

Keywords: Management Control Systems; Implementing Strategy; Execution; Profit Planning; Cash Flow Analysis; Asset Utilization; Return On Equity; Business Planning; Testing Strategy; Analyzing Strategic Alternative; Strategy; Asset Management; Cash Flow; Investment Return; Management Systems; Profit

August 2016 (Revised June 2017)
Case

Oversight Systems

By: Frank V. Cespedes and Amram Migdal

The case, set in May 2016, discusses sales strategy and managing sales and service at Oversight Systems, an Atlanta, Georgia–based software firm that developed analytics for organizations to monitor their data for errors, fraud, and operational inefficiencies. Included... View Details

Keywords: Sales; Sales Strategy; Entrepreneurial Sales; Entrepreneurial Sales And Marketing; Software Sales; Marketing; Marketing Management; Pricing; Salesforce Management; Distribution Channels; Marketing Strategy; Technology Industry; North America; United States; Atlanta; Georgia (state, US)

Article

What It Takes to Reshore Manufacturing Successfully

By: Willy C. Shih

The data on comparative labor and energy costs may seem compelling, but the process of bringing assembly work back to domestic factories from abroad is substantially more challenging than the economics alone would predict. This paper looks at some of the issues firms... View Details

Keywords: Manufacturing; Manufacturing Costs; Manufacturing Strategy; U.S. Competitiveness; Competitiveness; Labor Force Participation; Labor Management; Trade; Production; Management Practices and Processes; Manufacturing Industry; United States; China

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Teaching Interest

Overview

Managing Service Operations - MBA Elective Curriculum

World-class service organizations deeply understand the needs and behaviors of their customers, and design, manage, and improve their operating models accordingly. This course... View Details

Keywords: Customer Lifetime Value; Customer Centric Initiative; Customer Engagement; Service Management; Service Profit Chain; Service Design; Service Models; Service Excellence; Customer Focus and Relationships; Customer Satisfaction; Customer Value and Value Chain; Service Delivery; Service Operations

05 Sep 2006
First Look

First Look: September 5, 2006

Eisenmann Periodical:Strategic Management Journal (forthcoming) Abstract To exploit first-mover advantages, pioneers may be motivated to amass customers before rivals enter the market. Likewise, when they enjoy increasing returns due to... View Details

Keywords: Sean Silverthorne

February 2022
Case

Cleveland Clinic Abu Dhabi

By: Linda A. Hill and Emily Tedards

In 2006, the Cleveland Clinic and Mubadala Investment Company partnered with a bold ambition to deliver world class healthcare in the United Arab Emirates. In 2015, after nearly a decade of planning and construction, Cleveland Clinic Abu Dhabi opened its doors. By... View Details

Keywords: Organizational Behavior; Culture; Alignment; Organizational Effectiveness; Purpose; Impact; Leadership Development; Diversity; Collaboration; Co-creation; Learning Organizations; Empowerment; Teams; Team Dynamics; Teamwork; Team Effectiveness; Trust; Talent; Talent Development And Retention; Psychological Safety; Organizational Evolution; Coaching; Board; Analytics; Innovation; Data; Data Visualization; Digital Technology; Digital; Customer Experience; Experimentation; Change Management; Data-driven Decision-making; Debates; Ecosystem; Partnership; Telemedicine; Sustainability; Global Organizations; Local; Hospital; Healthcare; United Arab Emirates; Health Care and Treatment; Partners and Partnerships; Globalization; Quality; Organizational Culture; Mission and Purpose; Innovation and Management; Information Technology; Joint Ventures; Leadership; Performance Effectiveness; Abu Dhabi; United Arab Emirates

October 2018
Supplement

JetBlue: Relevant Sustainability Leadership (B)

By: George Serafeim and David Freiberg

The case outlines JetBlue's decision to disclose according to the Sustainability Accounting Standards Board (SASB) standards and the ESG metrics they began reporting. Data on resulting changes in institutional ownership are also provided. View Details

Keywords: Sustainability; Metrics; Leadership And Change Management; Airlines; Innovation; Purpose; ESG; ESG (Environmental, Social, Governance) Performance; Sustainability Reporting; Change Management; Leadership; Mission and Purpose; Financial Reporting

2025
Working Paper

Residential Battery Storage - Reshaping The Way We Do Electricity

By: Christian Kaps and Serguei Netessine

In this paper, we aim to understand when private households invest in behind-the-meter battery storage next to rooftop solar and how those batteries impact households, the electricity market, and emissions. We answer three main research questions: 1) When do customers... View Details

Keywords: Solar Power; Energy Storage; Technology And Innovation Management; Energy; Energy Policy; Renewable Energy; Technological Innovation; Innovation and Management; Energy Industry

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