Publications

2015
Working Paper

A Normative Theory of Dynamic Capabilities: Connecting Strategy, Know-How, and Competition

By: Gary P. Pisano

The field of strategy has mounted an enormous effort to understand, define, predict, and measure how organizational capabilities shape competitive advantage. While the notion that capabilities influence strategy dates back to the work of Andrews (1971), attempts to... View Details

Keywords: Competitive Advantage; Organizations

SSRN

The need has emerged for a better understanding of design research and design innovation and how they are linked. In our discussion, we consider design as the process of “making sense of things.” Hence, our questions turn more precisely into the following ones: What... View Details

Program

Leading Change and Organizational Renewal

covers tuition, books, case materials, accommodations, and most meals. You will be invoiced upon admission to the program. Invoices are due within 30 days of receipt, or upon receipt if the program start date is less than 30 days from the... View Details

Research Summary

Family, Inc. Historical Development of German and US Family Firm

Family-owned businesses are the most common form of business organization worldwide. This project deals with the main characteristics of closely-held ownership and more precisely families as majority owners. It strives for an international comparison of family firms... View Details

2021
Chapter

Towards a Unified Framework for Fair and Stable Graph Representation Learning

By: Chirag Agarwal, Himabindu Lakkaraju and Marinka Zitnik

As the representations output by Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes important to ensure that these representations are fair and stable. In this work, we establish a key connection between counterfactual... View Details

Keywords: Graph Neural Networks; AI and Machine Learning; Prejudice and Bias

September 15, 2021
Article

Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map

By: Andrea Blasco, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani and Aravind Subramanian

A recurring problem in biomedical research is how to isolate signals of distinct populations (cell types, tissues, and genes) from composite measures obtained by a single analyte or sensor. Existing computational deconvolution approaches work well in many specific... View Details

Keywords: Deconvolution; Methods; Open Innovation Competition; Genomics; Research; Innovation and Invention

Find at Harvard

August 2020 (Revised June 2021)
Case

Just Arrived: Integrating Refugees in Sweden

By: Brian Trelstad, Emilie Billaud and Mette Fuglsang Hjortshoej

Just Arrived is an online platform that matches newly-arrived immigrants in Sweden with employment opportunities. As one of several for-profit and non-profit start-ups in Europe that is looking to address the refugee crisis, the case enables a comparative analysis of... View Details

Keywords: Immigration; Refugees; Employment; Integration; Business Model; Social Entrepreneurship; Growth and Development Strategy; Employment Industry; Sweden; Italy; Germany

September 2019
Case

Dementia Discovery Fund

By: Richard G. Hamermesh, Kathy Giusti and Sarah Gulick

The case is set in March 2019, and tells the story of the founding of the Dementia Discovery Fund (DDF). The idea for the fund began in 2015, when then-Prime Minister David Cameron spoke about the importance of making breakthroughs in dementia research, and pledged... View Details

Keywords: Venture Capital; Investment Funds; Mission and Purpose; Recruitment; Health Care and Treatment; Pharmaceutical Industry; Financial Services Industry; Boston; Massachusetts; London; England

2012
Article

Demand and Capacity Management in Air Transportation

This paper summarizes research trends and opportunities in the area of managing air transportation demand and capacity. Capacity constraints and resulting congestion and low schedule reliability currently impose large costs on airlines and their passengers. Significant... View Details

Keywords: Demand Management; Capacity Management; Mathematical Modeling; Congestion And Delays; Trends And Opportunities; Demand and Consumers; Air Transportation; Mathematical Methods; Performance Capacity; Air Transportation Industry

July 2010
Supplement

Marketing Analysis Toolkit: Pricing and Profitability Analysis (CW)

By: Thomas J. Steenburgh and Jill Avery

Pricing is one of the most difficult decisions marketers make and the one with the most direct and immediate impact on the firm's financial position. This toolkit will introduce the fundamental terminology and calculations associated with pricing and profitability... View Details

Keywords: Management Analysis, Tools, and Techniques; Marketing Strategy; Decisions; Strategic Planning; Price; Partners and Partnerships; Cost; Demand and Consumers; Revenue; Profit; Mathematical Methods; Measurement and Metrics

September 2009 (Revised November 2021)
Case

OnStar: Not Your Father's General Motors

By: Clayton M. Christensen

After two years of less than stellar performance resulting in sales well below plan, senior management at General Motors (GM) mobile telecommunications service start-up, OnStar, recognized that without a substantial change in their strategy, support for the venture... View Details

Keywords: Change Management; Decision Choices and Conditions; Growth and Development Strategy; Corporate Strategy; Technology; Risk and Uncertainty; Joint Ventures; Corporate Entrepreneurship; Product Positioning; Risk Management; Auto Industry; Telecommunications Industry

We consider a model of technological learning under which people "learn through noticing": they choose which input dimensions to attend to and subsequently learn about from available data. Using this model, we show how people with a great deal of experience may... View Details

March 2024 (Revised May 2024)
Case

Amperity: First-Party Data at a Crossroads

By: Elie Ofek, Hema Yoganarasimhan and Alexis Lefort

In the summer of 2023, Amperity management was facing a critical decision on its future direction. Given the dramatic changes occurring within the digital advertising ecosystem, as concerns over consumer privacy placed limits on the ability to engage in third-party... View Details

Keywords: AI and Machine Learning; Technology Adoption; Business Strategy; Digital Marketing; Price; Product; Business or Company Management; Advertising Industry