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2023
Article

Evaluating Explainability for Graph Neural Networks

By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik

As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no... View Details

Keywords: Analytics and Data Science

03 Mar 2015
News

Corporate Governance 2.0

Article

Moment-to-moment Optimal Branding in TV Commercials: Preventing Avoidance by Pulsing

By: Thales S. Teixeira, Michel Wedel and Rik Pieters

We develop a conceptual framework for understanding the impact that branding activity (the audio-visual representation of brands) and consumers' dispersion of attention have on their moment-to-moment avoidance decisions during television advertising. It formalizes this... View Details

Keywords: Advertising; Decision Choices and Conditions; Television Entertainment; Brands and Branding; Consumer Behavior; Mathematical Methods

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Article

Operational Efficiency and Effective Management in the Catheterization Laboratory

By: Grant W. Reed, Michael L. Tushman and Samir R. Kapadia

Operational efficiency is a core business principle in which organizations strive to deliver high-quality goods or services in a cost-effective manner. This concept has become increasingly relevant to cardiac catheterization laboratories, as insurers move away from... View Details

Keywords: Cath Lab; Catheterization Laboratory; Health Care and Treatment; Performance Efficiency; Management; Performance Productivity; Cost Management; Health Industry

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Article

ESG Integration in Investment Management: Myths and Realities

By: Sakis Kotsantonis, Christopher Pinney and George Serafeim

The authors’ aim in this article is to set the record straight on the financial performance of sustainable investing while also correcting a number of other widespread misconceptions about this rapidly growing set of principles and methods. Myth Number 1:... View Details

Keywords: ESG; Sustainability; Investment Management; Finance; Corporate Social Responsibility; Integrated Corporate Reporting; Corporate Social Responsibility and Impact; Investment; Environmental Sustainability; Corporate Governance

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August 19, 2024
Article

The Business Roundtable’s Stakeholder Pledge, Five Years Later

By: Lynn S. Paine

Five years ago, the Business Roundtable issued a statement pledging to “lead their companies for the benefit of all stakeholders.” In the past five years, stakeholderism has gained wider acceptance and helped many corporate leaders see the value of taking the interests... View Details

Keywords: Business and Stakeholder Relations; Business or Company Management; Mission and Purpose; Corporate Governance

July 2023 (Revised October 2024)
Case

Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup

By: Paul M. Healy and Jung Koo Kang

The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative... View Details

Keywords: Revenue Recognition; Financial Reporting; Entrepreneurial Finance; Business Startups; Growth and Development Strategy; Governance Compliance; Accrual Accounting; Financial Services Industry; United States

March 2015 (Revised February 2017)
Case

Shanghai: GDP Apostasy

By: George Serafeim

Balancing economic growth alongside environmental sustainability and social inclusion was becoming increasingly important in China. The case describes Shanghai's decision to abandon growth of Gross Domestic Product (GDP) as its primary metric of measuring success.... View Details

Keywords: China; Gdp; Measurement; Measurement Problems; Accountability; Sustainability; Sustainable Development; Strategy Execution; Strategy; Balanced Scorecard; Strategy Map; Macroeconomics; Measurement and Metrics; Corporate Accountability; Accounting; Environmental Sustainability; Development Economics; Corporate Governance; Shanghai

13 Apr 2007
Working Paper Summaries

Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting

Keywords: by Saravanan Kesavan, Vishal Gaur & Ananth Raman; Retail

July 2024
Case

Replika AI: Alleviating Loneliness (A)

By: Shikhar Ghosh and Shweta Bagai

Eugenia Kuyda launched Replika AI in 2017 as an empathetic digital companion to combat loneliness and provide emotional support. The platform surged in popularity during the COVID-19 pandemic, offering non-judgmental support to isolated users. By 2023, Replika boasted... View Details

Keywords: Entrepreneurship; Ethics; Health Pandemics; AI and Machine Learning; Well-being; Technology Industry

2010
Simulation

Finance Simulation: Capital Budgeting: Product No. 3357.

By: Timothy A. Luehrman

In this single-player simulation, students act as members of the Capital Committee of New Heritage Doll Company, tasked with selecting and allocating capital across the company's three divisions. Students evaluate a diverse set of competing investment proposals and... View Details

Keywords: Resource Allocation; Investment; Projects; Capital Budgeting; Corporate Finance

19 Apr 2011
First Look

First Look: April 19

(B):http://cb.hbsp.harvard.edu/cb/product/211045-PDF-ENG Cash Flow Productivity at PepsiCo: Communicating Value to Retailers F. Asís Martínez-Jerez and Lisa BremHarvard Business School Case 111-069 PepsiCo developed a new metric that... View Details

Keywords: Sean Silverthorne

Forthcoming
Article

Are ESG Improvements Recognized? Perspectives from the Public Sentiments

By: Shaolong Wu

While Environment, Social, and Governance (ESG) increasingly guides investment management and corporate agendas nowadays, public reactions to firms' ESG performance remain under-studied. This paper fills this gap by investigating whether the public picks up firms' ESG... View Details

Keywords: Corporate Social Responsibility and Impact; Public Opinion; Environmental Sustainability; Corporate Governance; Investment

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September 2009 (Revised May 2011)
Case

Acumen Fund: Measurement in Impact Investing (A)

By: Alnoor Ebrahim and V. Kasturi Rangan

Acumen Fund is a global venture capital firm with a dual purpose: it looks for a return on its investments, and it also seeks entrepreneurial solutions to global poverty. This case examines Acumen's new projects in Kenya. The organization's investment committee and its... View Details

Keywords: Decision Choices and Conditions; Venture Capital; Investment Return; Philanthropy and Charitable Giving; Risk Management; Corporate Social Responsibility and Impact; Business and Government Relations; Social Enterprise; Financial Services Industry; Kenya

The Business Roundtable’s Stakeholder Pledge, Five Years Later

Five years ago, the Business Roundtable issued a statement pledging to “lead their companies for the benefit of all stakeholders.” In the past five years, stakeholderism has gained wider acceptance and helped many corporate leaders see the value of taking the... View Details

2015
Working Paper

Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry

By: David A. Maber, Boris Groysberg and Paul M. Healy

This paper investigates how sell-side analysts build and sustain their client networks; the economic gains to successfully managing this challenge; and the metrics through which these incentives are delivered. In a typical semiannual period, the average analyst... View Details

Keywords: Networks; Measurement and Metrics; Operations; Customer Focus and Relationships; Jobs and Positions

2022
Book

The Role of Innovation and Entrepreneurship in Economic Growth

By: Michael J. Andrews, Aaron Chatterji, Josh Lerner and Scott Stern

We live in an era in which innovation and entrepreneurship seem ubiquitous, particularly in regions like Silicon Valley, Boston, and the Research Triangle Park. But many metrics of economic growth, such as productivity growth and business dynamism, have been at best... View Details

Keywords: Productivity Growth; Production Technologies; Innovation and Invention; Entrepreneurship; Economic Growth; Competition; Organizational Design; Economic Slowdown and Stagnation

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May 2024
Case

LinkedIn Corporation, 2024

By: David B. Yoffie, George Gonzalez and Emily Grandjean

By 2024, the LinkedIn profile was well established as the professional identity of record on the Internet. Following a multi-year effort to expand the platform’s user base, as well as a period of rapid growth during the COVID-19 pandemic, LinkedIn’s membership had... View Details

Keywords: Platform; Business Strategy; Competitive Strategy; Goals and Objectives; Social Media; Network Effects; Growth and Development Strategy; Performance Evaluation; Technology Industry; Employment Industry; Sunnyvale

January 2015
Background Note

Note on Economic Inequality (2015)

By: Clayton S. Rose and Aldo Sesia

For over half a century, most of the world's economies have enjoyed steady growth and prosperity. However, beginning in the 1980s, and continuing essentially unabated to the present, the gap between the "haves" and the "have-nots" in developed countries has widened,... View Details

Keywords: Economic Inequalty; Income Inequality; Growth and Development; Economics; Equality and Inequality; Society; Problems and Challenges; United States

Research Summary

Impact Investing

In the last decade, inspired by the success of commercial microfinance, the concept of applying the practice of equity investing to the delivery of high social impact interventions has drawn increasing attention in development circles, business academia and... View Details

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