Publications

Article

The Harmonization of Lending Standards within Banks through Mandated Loan-Level Transparency

By: Jung Koo Kang, Maria Loumioti and Regina Wittenberg-Moerman

We explore whether the introduction of transparent reporting rules increases credit standard harmonization within a bank. We exploit the new loan-level reporting rules imposed on banks that borrow from the European Central Bank using repurchase agreements... View Details

Keywords: Transparency; External And Internal Reporting; Credit Term Harmonization; Regulatory Scrutiny; Banks and Banking; Credit; Financial Reporting; Governing Rules, Regulations, and Reforms; Learning

July 2021
Supplement

CIAM: Home-Grown Shareholder Activism in France (B)

By: Charles C.Y. Wang, Tonia Labruyere and Vincent Dessain

This case is a complement to CIAM: Home-Grown Shareholder Activism in France (A) and describes the events after CIAM learned about a potential misuse of corporate assets at Altice/SFR. View Details

Keywords: Corporate Governance; Valuation; Investment Activism; Accounting; Strategy; Financial Services Industry; France

2023
Working Paper

Beefing IT Up for Your Investor? Open Sourcing and Startup Funding: Evidence from GitHub

By: Annamaria Conti, Christian Peukert and Maria Roche

We study the participation of nascent firms in open source communities and its implications for attracting funding. To do so, we link data on 160,065 U.S. startups from Crunchbase to their activities on the open source development platform GitHub. In a matched sample... View Details

Keywords: Startups; Technology Strategy; GitHub; Machine Learning; Business Startups; Venture Capital; Information Technology; Strategy

9 Jul 2021
Interview

Matthew Barzun and Amy Edmondson

By: Amy C. Edmondson and Matthew Barzun

Writer Matthew Barzun speaks with Harvard Professor and author Amy Edmondson about Barzun's book, "The Power of Giving Away Power: How the Best Leaders Learn to Let Go". Matthew Barzun has served as U.S. ambassador to the United Kingdom and Sweden. He served as... View Details

July 2021
Article

Big Data for Social Benefits: Innovation as a Mediator of the Relationship between Big Data and Corporate Social Performance

By: Goran Calic and Maryam Ghasemaghaei

Over the last decade, the use big data in firms has seen a rapid increase. Whilst scholars have begun to unpack the relationship between big data utilisation and financial performance, significant uncertainty exists about the ethical uses of this new asset. Whether... View Details

Keywords: Analytics and Data Science; AI and Machine Learning; Performance Improvement; Organizational Change and Adaptation

2021
Working Paper

Deep Learning for Two-Sided Matching

By: Sai Srivatsa Ravindranatha, Zhe Feng, Shira Li, Jonathan Ma, Scott Duke Kominers and David Parkes

We initiate the use of a multi-layer neural network to model two-sided matching and to explore the design space between strategy-proofness and stability. It is well known that both properties cannot be achieved simultaneously but the efficient frontier in this design... View Details

Keywords: Strategy-proofness; Deep Learning; Two-Sided Platforms; Marketplace Matching; Balance and Stability

Article

Learning Models for Actionable Recourse

By: Alexis Ross, Himabindu Lakkaraju and Osbert Bastani

As machine learning models are increasingly deployed in high-stakes domains such as legal and financial decision-making, there has been growing interest in post-hoc methods for generating counterfactual explanations. Such explanations provide individuals adversely... View Details

Keywords: Machine Learning Models; Recourse; Algorithm; Mathematical Methods

Summer 2021
Article

The World Management Survey at 18: lessons and the way forward

By: Daniela Scur, Raffaella Sadun, John Van Reenen, Renata Lemos and Nicholas Bloom

Understanding how differences in management ‘best practices’ affect organizational outcomes has been a focus of both theoretical and empirical work in the fields of management, sociology, economics, and public policy. The World Management Survey (WMS) project was born... View Details

Keywords: Firm Objectives, Organization, And Behavior; Business Economics; Choice Of Technology; Management Of Technological Innovation And R＆D; Technological Change: Choices And Consequences; Management Practices and Processes

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

Article

Towards the Unification and Robustness of Perturbation and Gradient Based Explanations

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: Machine Learning; Black Box Explanations; Decision Making; Forecasting and Prediction; Information Technology

2021
Book

Why Startups Fail: A New Roadmap for Entrepreneurial Success

By: Thomas R. Eisenmann

Why Startups Fail explores entrepreneurial failure, examining its predictable patterns, how to avoid them, and how to cope when failure does occur. Part I looks at three common failure patterns for early-stage startups, illustrating each with an anchor case... View Details

Keywords: Entrepreneurship; Business Startups; Failure; Success; Framework

June 2021
Case

Acelero Learning

By: Mario Small, Kathleen L. McGinn, Amy Klopfenstein and Katherine Chen

In November 2020, Henry Wilde, co-founder and CEO of Acelero, Inc., must decide whether to change his company’s program model for delivering early childhood education to low-income children. One of the only for-profit Head Start providers in the United States, Acelero... View Details

Keywords: Early Childhood Education; Organizational Change and Adaptation; Growth and Development Strategy; Adoption; Customer Focus and Relationships; Operations; Education Industry; North and Central America; United States

Educators

June 18, 2021
Article

Research: What Inclusive Companies Have in Common

By: J. Yo-Jud Cheng and Boris Groysberg

A survey of more than 19,000 HBR readers found that one particular culture style differentiated the diverse and inclusive organizations from those that were not: a learning-oriented culture that emphasizes flexibility, open-mindedness, and exploration, and can equip... View Details

Keywords: Inclusion; Diversity; Organizational Culture; Learning; Organizational Change and Adaptation; Leading Change