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2022
Article

OpenXAI: Towards a Transparent Evaluation of Model Explanations

By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju

While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and... View Details

Keywords: Measurement and Metrics; Analytics and Data Science

August 17, 2016
Article

How a Cancer Center Rapidly Developed Patient-Centered Outcome Measures

By: Kevin P. Shah, Tracy E. Spinks and Thomas W. Feeley

In 2014, The University of Texas MD Anderson Cancer Center created a streamlined process for developing measure sets for patient-centered outcomes, including provider-generated and patient-reported outcomes, at an accelerated pace. These comprehensive sets are... View Details

Keywords: Information Technology; Measurement and Metrics; Quality; Service Delivery; Health Care and Treatment; Health Industry; Texas

July 2024
Article

The Passive-Ownership Share Is Double What You Think It Is

By: Alex Chinco and Marco Sammon

Each time a stock gets added to or dropped from a benchmark index, we ask: “How much money would have to be tracking that index to explain the huge spike in rebalancing volume we observe on reconstitution day?” While index funds held 16% of the US stock market in 2021,... View Details

Keywords: Indexing; Passive Investing; Exchange-traded Funds (ETFs); Russell Reconstitution Day; Trading Volume; Information-based Asset Pricing; Investment Funds; Asset Pricing

29 Oct 2015
Other Presentation

Social Progress: The Next Development Agenda (Video)

By: Michael E. Porter and Scott Stern

How do we measure development? The Social Progress Index was launched in 2013 as a holistic approach to benchmarking countries' social performance, independent of economic measures. SPI has been widely taken up on a global basis in evaluating national performance, and... View Details

Keywords: Economic Development; Development Economics; Society; United States

July 2014
Case

Thompson Asset Management

By: William Fruhan and John Banko

Thompson Asset Management (TAM) is a small investment advisory and asset management firm in Jacksonville, Florida, with about $100 million in assets under management in two different funds. Since starting the firm in 2009, the CEO and founder Allison Thompson has had a... View Details

Keywords: Small Business; Asset Management; Expansion; Investment Portfolio; Financial Services Industry; Florida

June 1995 (Revised April 1997)
Case

Integron Incorporated: The Integrated Components Division (ICD)

A high-technology manufacturing company was recently given profit-and-loss "stand-alone" status by its parent. No longer a captive supplier, it must seek new markets for its technology and products on the outside world. Describes a benchmarking study by a group of... View Details

Keywords: Technology; Organizational Change and Adaptation; Restructuring; Manufacturing Industry

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

Article

Internal Deadlines, Drug Approvals, and Safety Problems

By: Lauren Cohen, Umit Gurun and Danielle Li

Absent explicit quotas, incentives, reporting, or fiscal year-end motives, drug approvals around the world surge in December, at month-ends, and before respective major national holidays. Drugs approved before these informal deadlines are associated with significantly... View Details

Keywords: Health; Economics; Government and Politics; Innovation and Invention; Research; Science; Biotechnology Industry; Health Industry; Pharmaceutical Industry

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January 2016
Article

Zooming In: A Practical Manual for Identifying Geographic Clusters

By: Juan Alcacer and Minyuan Zhao

This paper takes a close look at the reasons, procedures, and results of cluster identification methods. Despite being a popular research topic in strategy, economics, and sociology, geographic clusters are often studied with little consideration given to the... View Details

Keywords: Mathematical Methods

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Article

Informal Family Insurance and the Design of the Welfare State

By: Rafael Di Tella and Robert MacCulloch

We study unemployment benefit provision when the family also provides social insurance. In the benchmark case, more generous State transfers crowd out family risk-sharing one-for-one. An extension gives the State an advantage in enforcing transfers through taxes... View Details

Keywords: Insurance; Design; Welfare

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2020
Working Paper

Designing, Not Checking, for Policy Robustness: An Example with Optimal Taxation

By: Benjami Lockwood, Afras Y. Sial and Matthew C. Weinzierl

Economists typically check the robustness of their results by comparing them across plausible ranges of parameter values and model structures. A preferable approach to robustness—for the purposes of policymaking and evaluation—is to design policy that takes these... View Details

Keywords: Optimal Taxation; Robust Optimization; Taxation; Income; Policy; Design

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2020
Working Paper

Best Ideas

By: Miguel Antón, Randolph B. Cohen and Christopher Polk

We ﬁnd that the stocks in which active mutual fund or hedge fund managers display the most conviction towards ex-ante, their “Best ideas,” outperform the market, as well as the other stocks in those managers’ portfolios, by approximately 2.8 to 4.5 percent per year,... View Details

Keywords: Mutual Funds; Managerial Skill; Market Efficiency; Investment Funds; Management; Investment Portfolio; Decision Making

October 2012 (Revised February 2019)
Case

Whaling Ventures

By: Tom Nicholas and Jonas Peter Akins

Whaling was a prominent global industry in the nineteenth century and the United States was dominant. By 1850 there were about 900 whaling ships in the world and 700 of these were American. Rates of return on capital were high compared to benchmark investments, at... View Details

Keywords: Whaling; Organization Design; Entrepreneurship; Venture Capital; Finance; Organizational Design; Industry Growth; History; United States

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

2021
Article

Designing, Not Checking, for Policy Robustness: An Example with Optimal Taxation

By: Benjamin B. Lockwood, Afras Sial and Matthew C. Weinzierl

Economists typically check the robustness of their results by comparing them across plausible ranges of parameter values and model structures. A preferable approach to robustness—for the purposes of policymaking and evaluation—is to design policy that takes these... View Details

Keywords: Optimal Taxation; Income Tax; Social Welfare; Elasticity; Income; Taxation; Policy

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September 2009 (Revised May 2011)
Supplement

Acumen Fund: Measurement in Impact Investing (B)

By: Alnoor Ebrahim and V. Kasturi Rangan

As Acumen Fund, a global venture philanthropy firm, moves forward with an investment portfolio exceeding $22 million, it runs into two critical measurement problems. First, how should it track the performance of each investment when its interest is not just the bottom... View Details

Keywords: Venture Capital; Investment Portfolio; Philanthropy and Charitable Giving; Standards; Corporate Social Responsibility and Impact; Performance Evaluation; Social Enterprise; Competition; Financial Services Industry; Kenya

26 Jan 2017
Working Paper Summaries

Relative Performance Benchmarks: Do Boards Get It Right?

Keywords: by Paul Ma, Jee Eun Shin, and Charles C.Y. Wang

May 1994
Background Note

Designing Channels of Distribution

By: V. Kasturi Rangan

Presents a framework and a method for addressing the new product channel choice decision. Offers a six-step method that involves: 1) disaggregating and prioritizing a distribution channel by customers' channel function requirements; 2) obtaining and combining... View Details

Keywords: Distribution Channels; Framework; Cost; Customers; Cost vs Benefits; Management

March 1999 (Revised January 2000)
Background Note

A Note on Microeconomics for Strategists

By: Kenneth S. Corts and Jan W. Rivkin

Summarizes the core ideas about the microeconomics of markets that are most relevant to business strategy. Sections I and II develop two basic building blocks of any market, demand and supply. Section II discusses how demand and supply interact to determine the... View Details

Keywords: Microeconomics; Cost; Cost of Capital; Market Entry and Exit; Business Strategy; Competition; Corporate Strategy

28 Jun 2010
HBS Case

Cincinnati Children’s Hospital Medical Center

considered itself to be among the best hospitals in the country, even though it had scant evidence to benchmark its performance against others. But data co-collected by the Cystic Fibrosis Foundation instead showed that the outcome for... View Details

Keywords: by Julia Hanna; Health

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