Publications

SSRN

29 Aug 2020
News

How technology enabled women’s rights, and changed the institution of marriage

2022
Conference Presentation

Towards the Unification and Robustness of Post hoc Explanation Methods

By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju

As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details

Keywords: AI and Machine Learning

2023
Chapter

Marketing Through the Machine’s Eyes: Image Analytics and Interpretability

By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan

he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the... View Details

Keywords: Transparency; Marketing Research; Algorithmic Bias; AI and Machine Learning; Marketing

2020
Book

Competing in the Age of AI: Strategy and Leadership When Algorithms and Networks Run the World

By: Marco Iansiti and Karim R. Lakhani

In industry after industry, data, analytics, and AI-driven processes are transforming the nature of work. While we often still treat AI as the domain of a specific skill, business function, or sector, we have entered a new era in which AI is challenging the very... View Details

Keywords: Artificial Intelligence; Technological Innovation; Change; Competition; Strategy; Leadership; Business Processes; Organizational Change and Adaptation; AI and Machine Learning

Find at Harvard

29 May 2013
Blog Post

Reflections and learnings

So, without further ado, the 7* lessons that made this all worthwhile for me: Winning is not easy: It’s easy to look at an industry leader like Sephora and imagine a seamlessly polished machine cranking out... View Details

Keywords: Consumer Products / Retail

November 1997
Case

Case Corporation

By: Ray A. Goldberg and Tom Clay

A successful turnaround global farm machinery company is attempting to redefine its role in the global food system and develop a strategic plan for the company. View Details

Keywords: Change; Machinery and Machining; Global Strategy; Growth and Development; Strategic Planning; Agriculture and Agribusiness Industry

February 2018 (Revised October 2019)
Case

HubSpot and Motion AI: Chatbot-Enabled CRM

By: Jill Avery and Thomas Steenburgh

HubSpot, an inbound marketing, sales, and customer relationship management (CRM) software provider, announced that it had acquired Motion AI, a software platform that enabled companies to easily build and deploy chatbots, fueled by artificial intelligence, to interact... View Details

2024
Working Paper

The Cram Method for Efficient Simultaneous Learning and Evaluation

By: Zeyang Jia, Kosuke Imai and Michael Lingzhi Li

We introduce the "cram" method, a general and efficient approach to simultaneous learning and evaluation using a generic machine learning (ML) algorithm. In a single pass of batched data, the proposed method repeatedly trains an ML algorithm and tests its empirical... View Details

Keywords: AI and Machine Learning

June 2024
Article

Oral History and Business History in Emerging Markets

By: Geoffrey Jones

This article describes the motivation, structure and use of the Creating Emerging Markets (CEM) oral history-based project at the Harvard Business School. The project consists of lengthy interviews with business leaders from emerging markets. By June 2024 183... View Details

Keywords: Emerging Economies; Oral History; Emerging Markets; Business History; Research

22 Mar 2023
Blog Post

Decarbonization and Sustainable Production: Immersive Field Course in Denmark and the Netherlands

sites ranging from industrial manufacturers of plastic and machines to shipping companies and producers of food, flowers, and other consumables.... View Details

30 Oct 2018
Working Paper Summaries

The Value Structure of Technologies, Part 2: Technical and Strategic Bottlenecks as Guides for Action

Keywords: by Carliss Y. Baldwin; Air Transportation; Transportation; Manufacturing

2021
Working Paper

Time Dependency, Data Flow, and Competitive Advantage

By: Ehsan Valavi, Joel Hestness, Marco Iansiti, Newsha Ardalani, Feng Zhu and Karim R. Lakhani

Data is fundamental to machine learning-based products and services and is considered strategic due to its externalities for businesses, governments, non-profits, and more generally for society. It is renowned that the value of organizations (businesses, government... View Details

Keywords: Economics Of AI; Value Of Data; Perishability; Time Dependency; Flow Of Data; Data Strategy; Analytics and Data Science; Value; Strategy; Competitive Advantage

SSRN

18 Feb 2022
News

Behind the Research: Bias in AI with Himabindu Lakkaraju, Edward McFowland III, and Seth Neel

October 2021 (Revised June 2022)
Case

PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

By: Ayelet Israeli

PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details

17 Jul 2023
Research & Ideas

Money Isn’t Everything: The Dos and Don’ts of Motivating Employees

that the process is transparent and understood, even if everyone’s individual pay isn’t transparent. Don’t replace all your people with robots In the age of AI and robotics, it’s tempting to slash costs by... View Details

Keywords: by Avery Forman

01 Dec 2022
News

December 2022 Alumni and Faculty Books and Podcasts

determined quest. Auth will transport you in his spiritual time machine from Egypt’s Old Kingdom, through Greece and Rome, to medieval Europe; from the age of the Renaissance, through the Ages of Exploration... View Details

Edward McFowland III

Edward McFowland III is an Assistant Professor in the Technology and Operations Management Unit at Harvard Business School. He teaches the first-year TOM course in the required curriculum.

Professor McFowland’s research interests – which lie at the... View Details

26 Feb 2001
Research & Ideas

David, Goliath, and Disruption

How many of us ever said we wanted to do that?" Schreck asked the room. "I'm sure I didn't wake up one morning saying, 'I just want to write chicken-scratch, slowly, on a Palm.' It's just a horrible behavioral change. But we all do it." Jeffrey Miller,... View Details

Keywords: by Martha Lagace

September 2024
Background Note

Copyright and Fair Use

By: David B. Yoffie

The U.S. Copyright Office defines a copyright as “a type of intellectual property that protects original works of authorship as soon as an author fixes the work in a tangible form of expression.” Two core principles of copyright are originality and fixation. A work is... View Details

Keywords: AI and Machine Learning; Copyright; Lawsuits and Litigation; United States