Publications

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January–February 2025
Article

Want Your Company to Get Better at Experimentation?: Learn Fast by Democratizing Testing

By: Iavor Bojinov, David Holtz, Ramesh Johari, Sven Schmit and Martin Tingley

For years, online experimentation has fueled the innovations of leading tech companies, enabling them to rapidly test and refine new ideas, optimize product features, personalize user experiences, and maintain a competitive edge. The widespread availability and lower... View Details

Keywords: Technological Innovation; AI and Machine Learning; Analytics and Data Science; Product Development; Competitive Advantage

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2022
Article

Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis.

By: Martin Pawelczyk, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay and Himabindu Lakkaraju

As machine learning (ML) models become more widely deployed in high-stakes applications, counterfactual explanations have emerged as key tools for providing actionable model explanations in practice. Despite the growing popularity of counterfactual explanations, a... View Details

Keywords: Machine Learning Models; Counterfactual Explanations; Adversarial Examples; Mathematical Methods

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January 2022 (Revised March 2022)
Module Note

Analysis of Financial and Non-Financial Information for Forecasting Performance

By: Charles C.Y. Wang

This note describes the main themes and cases of a teaching module on the analysis of information from, and outside of, financial statements for forecasting firms’ future financial performance. The module’s pedagogical goal is to deepen students’ understanding of the... View Details

Keywords: Financial Reporting; Performance; Analysis; Valuation; Accounting; Finance

September 17, 2021
Article

AI Can Help Address Inequity—If Companies Earn Users' Trust

By: Shunyuan Zhang, Kannan Srinivasan, Param Singh and Nitin Mehta

While companies may spend a lot of time testing models before launch, many spend too little time considering how they will work in the wild. In particular, they fail to fully consider how rates of adoption can warp developers’ intent. For instance, Airbnb launched a... View Details

Keywords: Artificial Intelligence; Algorithmic Bias; Technological Innovation; Perception; Diversity; Equality and Inequality; Trust; AI and Machine Learning

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August 1995 (Revised September 1995)
Background Note

Designing and Managing the Information Age IT Architecture

By: Lynda M. Applegate

The co-evolution of technology, work, and the workforce over the past 30 years has dramatically influenced our concept of organizations and the industries within which they compete. No longer simply a tool to support "back-office" transactions, IT has become a... View Details

Keywords: Design; Management; Organizations; Information Technology

July – August 2011
Article

Evolve (Again)

By: Rosabeth M. Kanter

Frenzy over social networks and interactive media can produce equally overhyped predictions that everything will change, not to mention money-losing investments in silly ventures. Separating enduring strategic lessons from the hype can help avoid a new crash. Hint: the... View Details

Keywords: Business Startups; Venture Capital; Investment; Technological Innovation; Organizational Change and Adaptation; Partners and Partnerships

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July 2004 (Revised July 2005)
Case

Linux in 2004

By: Pankaj Ghemawat, Brian Subirana and Christina Pham

A new technology platform conceived in the early 1990s, Linux developed into a force to be reckoned with in the operating system marketplace. At first, Linux was dismissed as a renegade option used only by tech geeks. By 2004, however, Linux had exploded into the... View Details

Keywords: Competition; Open Source Distribution; Information Technology; Applications and Software; Digital Platforms; Information Technology Industry

18 Nov 2018
News

Exciting rule-breakers rarely rise through the ranks

Research Summary

Overview

Professor Goh’s primary research interest is applying mathematical models to real-world problems in health care in order to inform, improve, and enhance medical decision making and health policy. His recent work in this domain focuses on developing new methods for... View Details

Keywords: Uncertainty; Optimization; Inventory Management; Health; Decision Making; Supply Chain

November 2024 (Revised January 2025)
Case

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

In 2022, British International Investment (BII), the £8.1 billion development finance arm of the British government, implemented a new impact measurement system called the Impact Score to align its financial and impact objectives systematically. The tool was designed... View Details

Keywords: Investment Portfolio; Measurement and Metrics; Corporate Social Responsibility and Impact; Alignment; United Kingdom

2021
Other Unpublished Work

Computer-Implemented Methods and Systems for Measuring, Estimating, and Managing Economic Outcomes and Technical Debt in Software Systems and Projects: US Patent 11,126,427 B2

By: Daniel J. Sturtevant, Carliss Baldwin, Alan MacCormack, Sunny Ahn and Sean Gilliland

An interrelated set of tools and methods is disclosed for: (1) measuring the relationship between software source code attributes (such as code quality, design quality, test quality, and complexity metrics) and software economics outcome metrics (such as... View Details

Keywords: Technical Debt; Applications and Software; Economics; Measurement and Metrics; Patents

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September 2016 (Revised September 2016)
Case

Spectio: A Digital Lighting Company

By: Rajiv Lal and Sarah McAra

Spectio Tech, founded in 2005, developed and implemented intelligent LED lighting solutions for the industrial market. Sensors and wireless connectivity embedded in its LED fixtures not only significantly reduced lighting-related energy use—by up to 90% in some... View Details

Keywords: Internet Of Things; IoT; LED Lighting; Start-up; Energy Efficiency; Information Technology; Technology Adoption; Technological Innovation; Business Startups; Internet and the Web

21 May 2007
Research & Ideas

Fixing the Marketing-CEO Disconnect

strategy supports this goal. It is rare to find a firm that provides its board with a scorecard that allows this. Q: From a 30,000-foot view, how do the Measuring Market Performance CD and tools help? Once users complete the tutorial,... View Details

Keywords: by Sean Silverthorne

Web

Operational Effectiveness vs. Strategy - Institute For Strategy And Competitiveness

standing still. Operational Effectiveness: Too Much of a Good Thing? Total quality management. Benchmarking. Time-based competition. Reengineering. Change management. The quest for productivity, quality, and speed has spawned a remarkable number of management View Details

17 Aug 2020
Research & Ideas

What the Stockdale Paradox Tells Us About Crisis Leadership

their real fears. “As if” exercises, roleplay, and assigned mental exercises can help the group articulate thoughts and feelings that may be too threatening to acknowledge otherwise. Use these tools often! (And not only in the... View Details

Keywords: by Boris Groysberg and Robin Abrahams

Research Summary

Crises and Capital Requirements in Banking

previously entitled: The Role of Capital Adequacy Requirements in Sound Banking Systems

Joint work with Alan Morrison, Saïd Business School, Oxford.

We analyse a... View Details

January 2025
Case

Summer Health: Raising an AI-First Company?

By: Jeffrey J. Bussgang, Sarah Mehta and Maxim Pike Harrell

In October 2023, Summer Health CEO Ellen DaSilva arrived at a defining juncture for her pediatric telehealth startup. Founded in 2021, Summer Health offered parents rapid access to licensed pediatricians via text message. DaSilva, an experienced telehealth executive,... View Details

Keywords: AI and Machine Learning; Technology Adoption; Entrepreneurship; Leadership; Business Startups; Health Care and Treatment; Business Strategy; Product Development; Health Industry; Telecommunications Industry; United States

2024
Working Paper

Priceless: How to Create, Trade, and Protect What Matters Most

By: Debora L. Spar

This article explores the concept of the "sacred economy," a realm of human interactions and exchanges that transcends traditional market dynamics. It illustrates the emotional and relational aspects of human connections that cannot be quantified or traded like... View Details

Keywords: Valuation; Relationships; Human Needs; Goods and Commodities