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Publications
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(1,399)
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- Research (1,150)
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- Faculty Publications (914)
- August 2020 (Revised September 2020)
- Technical Note
Assessing Prediction Accuracy of Machine Learning Models
The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
- 2015
- Working Paper
Discretion in Hiring
By: Mitchell Hoffman, Lisa B. Kahn and Danielle Li
Who should make hiring decisions? We propose an empirical test for assessing whether firms should rely on hard metrics such as job test scores or grant managers discretion in making hiring decisions. We implement our test in the context of the introduction of a... View Details
- Summer 2018
- Article
CSR needs CPR: Corporate Sustainability and Politics
By: Thomas Lyon, Magali A. Delmas, John W. Maxwell, Pratima Bansal, Mireille Chiroleu-Assouline, Patricia Crifo, Rodolphe Durand, Jean-Pascal Gond, Andrew King, Michael Lenox, Michael W. Toffel, David Vogel and Frank Wijen
Corporate sustainability has gone mainstream, and many companies have taken meaningful steps to improve their own environmental performance. But while corporate political actions such as lobbying can have a greater impact on environmental quality, they are ignored in... View Details
- 2022
- Working Paper
Failing Just Fine: Assessing Careers of Venture Capital-backed Entrepreneurs via a Non-wage Measure
By: Natee Amornsiripanitch, Paul Gompers, George Hu, Will Levinson and Vladimir Mukharlyamov
This paper proposes a non-pecuniary measure of career achievement, Seniority. Based on a database of over 5 million resumes, this metric exploits the variation in job titles and how long they take to attain. When non-monetary factors influence career choice, inference... View Details
- 2013
- Working Paper
Do Display Ads Influence Search?: Attribution and Dynamics in Online Advertising
By: Sunil Gupta
As firms increasingly rely on online media to acquire consumers, marketing managers feel comfortable justifying higher online marketing spend by referring to online metrics such as click-through rate (CTR) and cost per acquisition (CPA). However, these standard online... View Details
- 2019
- Chapter
The Consequences of Mandatory Corporate Sustainability Reporting
By: Ioannis Ioannou and George Serafeim
A key aspect of the governance process inside organizations and markets is the measurement and disclosure of important metrics and information. In this chapter, we examine the effect of sustainability disclosure regulations on firms’ disclosure practices and... View Details
Keywords: Mandatory Disclosure; Mandatory Reporting; Sustainability; Corporate Social Responsibility; Social Impact; Valuation; China; South Africa; Europe; Asia; Regulation; Corporate Disclosure; Integrated Corporate Reporting; Corporate Social Responsibility and Impact; Governing Rules, Regulations, and Reforms; Corporate Governance; China; Denmark; Malaysia; South Africa
- March 2022 (Revised January 2025)
- Technical Note
Prediction & Machine Learning
This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional... View Details
- September 2007
- Article
Assessing the Performance of Business Unit Managers
By: J. Bouwens and Laurence van Lent
Using a sample of 140 managers, we investigate the use of various performance metrics in determining the periodic assessment, bonus decisions, and career paths of business unit managers. We show that the weight on accounting return measures is associated with the... View Details
- August 2017 (Revised December 2018)
- Case
Tamarin App: Natural Language Processing
By: Srikant M. Datar and Caitlin N. Bowler
In this case, students explore the challenges of using sentiment analysis to monitor and understand public perception around a software application, Tamarin SEO App. Technical topics include building a filtering classifier using naive Bayes and sentiment analysis This... View Details
- April 2013
- Teaching Note
Bluefin Labs: The Acquisition by Twitter
By: John Deighton and Leora Kornfeld
What is the value of Bluefin Labs's social listening data to Twitter? Acquired by Twitter in 2013, Bluefin had built a system that gathered millions of online comments in an effort to develop new metrics for TV programs and brand advertising. With data from Twitter and... View Details
- June 2021
- Technical Note
Introduction to Linear Regression
By: Michael Parzen and Paul Hamilton
This technical note introduces (from an applied point of view) the theory and application of simple and multiple linear regression. The motivation for the model is introduced, as well as how to interpret the summary output with regard to prediction and statistical... View Details
- October 2007 (Revised December 2008)
- Case
The Royal Bank of Scotland Group: The Human Capital Strategy
By: Boris Groysberg and Eliot Sherman
Describes the development and implementation of one of the world's most advanced human resource management support systems. The Royal Bank of Scotland Group is a global banking leader that began implementing a strategy for measuring the impact of human capital on... View Details
- 13 Jul 2010
- First Look
First Look: July 13
PublicationsHow Will You Measure Your Life? Authors:Clayton M. Christensen Publication:Harvard Business Review 88, nos. 7-8 (July-August 2010) An abstract is unavailable at this time. Read the Article: http://hbr.org/2010/07/how-will-you-measure-your-life/ar/1 The... View Details
Keywords: Martha Lagace
- 2016
- Working Paper
Alternative Paths of Green Entrepreneurship: The Environmental Legacies of The North Face's Doug Tompkins and Patagonia's Yvon Chouinard
By: Geoffrey Jones and Ben Gettinger
This working paper examines the impact of two entrepreneurs who offered alternative paths to reach their shared goal of a more sustainable world. Yvon Chouinard and Doug Tompkins were respective founders of the prominent outdoor apparel brands Patagonia and The North... View Details
- June 2023
- Case
Investing in the Climate Transition at Neuberger Berman
By: George Serafeim and Benjamin Maletta
By mid-2023, Neuberger Berman (NB), an active asset manager, had grown its assets under management to about half a trillion dollars and took pride in its client centricity and innovative spirit. Responding to client demand for investment products that integrated... View Details
Keywords: Carbon Emissions; Sustainability; Decarbonization; Performance; Risk Assessment; Opportunities; Environmental Sustainability; Carbon Footprint; Business Analysis; Investing; Regulation; Asset Management; Investment Strategy; Climate Change; Transition; Analysis; Product Positioning; Strategy; Investment Portfolio; Financial Services Industry; Energy Industry
- 21 May 2007
- Research & Ideas
Fixing the Marketing-CEO Disconnect
develop a set of metrics that measure the impact of marketing activities against the goals of the corporation. Many marketing managers will tell you that marketing performance can't be measured. It's not that managers are short on... View Details
Keywords: by Sean Silverthorne
Bridging the GAAPs
Inconsistencies in accounting treatment across countries are a major obstacle for global equity investment. Founded in 1985, HOLT is an equity valuation service provider that offers its clients (e.g., global equity investors) a consistent performance metrics from... View Details
- 2023
- Book
Deeply Responsible Business.: A Global History of Values-Driven Leadership
By: Geoffrey Jones
Corporate social responsibility has entered the mainstream, but what does it take to run a successful purpose-driven business? This book examines leaders who put values alongside profits to showcase the challenges and upside of deeply responsible business. Should... View Details
Keywords: Corporate Responsibility; Business Ecuation; Socially Responsible Investing; Business Education; Ethics; Leadership; Business History; Philanthropy and Charitable Giving; Religion; Social Enterprise; Social Issues; Wealth and Poverty; Corporate Social Responsibility and Impact; Mission and Purpose; Banking Industry; Beauty and Cosmetics Industry; Computer Industry; Consumer Products Industry; Education Industry; Fashion Industry; Financial Services Industry; Food and Beverage Industry; Green Technology Industry; Manufacturing Industry; Electronics Industry; Agriculture and Agribusiness Industry; United Kingdom; Germany; United States; Japan; India; Latin America