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January–February 2018
Article

Some Customers Would Rather Leave Without Saying Goodbye

By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie

We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details

Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior

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March 2020
Article

Diagnosing Missing Always at Random in Multivariate Data

By: Iavor I. Bojinov, Natesh S. Pillai and Donald B. Rubin

Models for analyzing multivariate data sets with missing values require strong, often assessable, assumptions. The most common of these is that the mechanism that created the missing data is ignorable—a twofold assumption dependent on the mode of inference. The first... View Details

Keywords: Missing Data; Diagnostic Tools; Sensitivity Analysis; Hypothesis Testing; Missing At Random; Row Exchangeability; Analytics and Data Science; Mathematical Methods

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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

May 2015 (Revised September 2017)
Case

Generating Higher Value at IBM (A)

By: Benjamin C. Esty and E. Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

June 2015 (Revised September 2017)
Supplement

Generating Higher Value at IBM

By: Benjamin C. Esty and Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

November 2012 (Revised September 2013)
Case

Learning Resources: A Hands-On Toy Company Deals with New Challenges and Opportunities

By: Boris Groysberg and Anahita Hashemi

Learning Resources is a family-owned educational toy company that, by late 2011, was facing a myriad of challenges, including increased competition, entry into new markets, new distribution methods, rising costs of production in China, and changing customer behavior.... View Details

Keywords: Leading Teams; Strategy Formulation; Strategy And Execution; Innovation; Corporate Culture; Industry Analysis; Organizational Alignment; Entrepreneurs; Sales Channels; Leadership; Strategy; Change Management; Innovation Leadership; Family Business; Entrepreneurship; Product Design; Sales; Retail Industry; United States

August 2019
Article

When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

By: Yicheng Song, Nachiketa Sahoo and Elie Ofek

Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details

Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods

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June 2015
Supplement

Generating Higher Value at IBM (A): EPS Forecasting Model

By: Benjamin C. Esty and Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

March 2018 (Revised March 2018)
Supplement

Sandlands Vineyards

By: Benjamin C. Esty and Greg Saldutte

Approximately 80% of the wineries in the US breakeven or lose money. An even greater percentage lose money on an economic basis (i.e., after a charge for the cost of equity). Tegan Passalacqua is a successful, young, Californian winemaker who specializes in making... View Details

August 2016 (Revised December 2016)
Module Note

Strategy Execution Module 2: Building a Successful Strategy

By: Robert Simons

This module reading describes the basics of building a successful strategy. Topics in this module include a discussion of the distinction between corporate and business strategy; how to conduct a SWOT analysis of market dynamics and internal capabilities; the use of... View Details

Keywords: Management Control Systems; Implementing Strategy; Strategy Execution; Business Strategy; Five Forces; Distinctive Capabilities; Emergent Strategy; Mission Statements; Strategy; SWOT Analysis; Competitive Advantage

2008
Working Paper

Stable Many-to-Many Matchings with Contracts

By: Bettina-Elisabeth Klaus and Markus Walzl

We consider several notions of setwise stability for many-to-many matching markets with contracts and provide an analysis of the relations between the resulting sets of stable allocations for general, substitutable, and strongly substitutable preferences. Apart from... View Details

Keywords: Marketplace Matching; Balance and Stability

05 Feb 2024
Research & Ideas

The Middle Manager of the Future: More Coaching, Less Commanding

to connect groups with disparate skills—like engineering, sales, and market analysis—at key points in a project. Extensive analysis of job postings Zhang bases his conclusions on a unique linguistic analysis... View Details

Keywords: by Ben Rand

14 Jun 2023
Research & Ideas

Four Steps to Building the Psychological Safety That High-Performing Teams Need

offered new insight into how best to create psychologically safe workplaces, detailed in a new analysis by Edmondson and Harvard doctoral researcher Derrick P. Bransby that distills insights from 185 research papers. Psychological safety... View Details

Keywords: by Kara Baskin

December 2007 (Revised June 2009)
Background Note

Identifying and Exploiting the Right Entrepreneurial Opportunity...For You

By: Howard H. Stevenson and Shirley Spence

This note provides an analytical framework for assessing potential opportunities in the context of an entrepreneur's life. The framework has two parts -- a business analysis and a personal analysis -- each comprised of a set of yes/no questions for critical assessment... View Details

Keywords: Entrepreneurship; Opportunities

2023
Working Paper

Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality

By: Fabrizio Dell'Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz-Assaf, Katherine C. Kellogg, Saran Rajendran, Lisa Krayer, François Candelon and Karim R. Lakhani

The public release of Large Language Models (LLMs) has sparked tremendous interest in how humans will use Artificial Intelligence (AI) to accomplish a variety of tasks. In our study conducted with Boston Consulting Group, a global management consulting firm, we examine... View Details

Keywords: Large Language Model; AI and Machine Learning; Performance Efficiency; Performance Improvement

July 1997 (Revised March 2005)
Case

Lille Tissages, S.A.

By: William J. Bruns Jr.

The marketing director and finance director must set the price for an expensive yet competitive fabric. Recent price increases have not been matched by competitors, and market share has been lost. The case provides an opportunity to practice contribution analysis... View Details

Keywords: Cost; Competition; Price; Accounting

June 2000 (Revised September 2000)
Case

Amazon.com: Exploiting the Value of Digital Business Infrastructure

By: Lynda M. Applegate and Meredith Collura

Enables a thorough analysis of Amazon.com and the company's value proposition, in terms of its business concept, digital business capabilities, and community and shareholder value. Examines the company's complex set of business models and web of business relationships,... View Details

Keywords: Entrepreneurship; Asset Pricing; Capital; Financial Management; Technological Innovation; Business or Company Management; Growth and Development Strategy; Relationships; Competitive Strategy; Information Technology Industry; Web Services Industry

March 2025
Case

Fostering Community at Airbnb (A)

By: Jeffrey T. Polzer, Heather Whiteman and Sarah Mehta

Set in November 2020, this case explores Airbnb’s efforts to foster a culture of belonging, particularly given the impact of the COVID-19 pandemic on the company’s workforce. It details how Airbnb used employee surveys and organizational network analysis (ONA)—a... View Details

Keywords: Change; Communication; Competency and Skills; Human Resources; Surveys; Information Technology; Health Pandemics; Organizational Culture; Networks; Accommodations Industry; Technology Industry; Travel Industry; United States; California

2019
Working Paper

Intelligent Artificiality: Algorithmic Microfoundations for Strategic Problem Solving

By: Mihnea Moldoveanu

This paper introduces algorithmic micro-foundations for formulating and solving strategic problems. It shows how the languages and disciplines of theoretical computer science, “artificial intelligence,” and computational complexity theory can be used to devise a set of... View Details

Keywords: Problems and Challenges; Analysis; Strategy; Framework; Management Analysis, Tools, and Techniques; Mathematical Methods

January 2001 (Revised April 2004)
Case

Term Sheet Negotiations for Trendsetter, Inc.

Describes two aspiring entrepreneurs who have just received offering documents for venture funding (known as term sheets) from two venture capital firms. Neither of the entrepreneurs have experience in raising capital and they are wondering how to compare the two... View Details

Keywords: Venture Capital; Entrepreneurship; Decision Making

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