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All HBS Web
(115,670)
- Faculty Publications (324)
- 18 May 2021
- Interview
How Georgia State University Increased Graduation Rates
Toffel, Michael W. "How Georgia State University Increased Graduation Rates." Cold Call (podcast), Harvard Business Review Group, May 18, 2021.
- 25 Jan 2022
- Interview
How Footwear Startup Allbirds Is Decarbonizing Fashion
Toffel, Michael W. "How Footwear Startup Allbirds Is Decarbonizing Fashion." Cold Call (podcast), Harvard Business Review Group, January 25, 2022.
- December 2021
- Teaching Note
Intenseye: Powering Workplace Health and Safety with AI
By: Michael W. Toffel and Youssef Abdel Aal
Teaching Note for HBS Case No. 622-037.
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- December 2021
- Supplement
Intenseye: Powering Workplace Health and Safety with AI – PowerPoint Supplement
By: Michael W. Toffel and Youssef Abdel Aal
- October 2021
- Article
Shareholder Activism and Firms' Voluntary Disclosure of Climate Change Risks
By: Caroline Flammer, Michael W. Toffel and Kala Viswanathan
This paper examines whether—in the absence of mandated disclosure requirements—shareholder activism can elicit greater disclosure of firms’ exposure to climate change risks. We find that environmental shareholder activism increases the voluntary disclosure of climate...
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Keywords:
Transparency;
Reporting;
Shareholder Engagement;
Shareholder Activism;
Climate Change;
Risk and Uncertainty;
Environmental Management;
Investment Activism;
Corporate Disclosure;
Communication Strategy;
Information Publishing;
Measurement and Metrics;
Corporate Social Responsibility and Impact;
Problems and Challenges;
United States
Flammer, Caroline, Michael W. Toffel, and Kala Viswanathan. "Shareholder Activism and Firms' Voluntary Disclosure of Climate Change Risks." Strategic Management Journal 42, no. 10 (October 2021): 1850–1879. (Featured in Harvard Business Review.)
- August 2021 (Revised December 2022)
- Case
Allbirds: Decarbonizing Fashion
By: Michael W. Toffel, Ken Pucker and Eren Kuzucu
Allbirds is a footwear startup focused on simple design, comfort, and sustainable natural materials. The case describes the company’s product development process that works with suppliers to develop natural materials including wool and sugarcane to substitute for...
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Keywords:
Decarbonization;
Climate Impact;
Environmental Strategy;
Innovation;
Product Design;
Supply Chain Management;
Innovation Strategy;
Innovation and Management;
Product Development;
Climate Change;
Environmental Management;
Environmental Sustainability;
Apparel and Accessories Industry;
Fashion Industry;
United States;
California
Toffel, Michael W., Ken Pucker, and Eren Kuzucu. "Allbirds: Decarbonizing Fashion." Harvard Business School Case 622-024, August 2021. (Revised December 2022.)
- August 2021 (Revised April 2022)
- Case
Intenseye: Powering Workplace Health and Safety with AI
By: Michael W. Toffel and Youssef Abdel Aal
Intenseye was a Turkey-based technology startup that deployed machine learning algorithms to workplace camera feeds in order to identify unsafe worker actions and unsafe working conditions, in order to help improve worker safety. The case describes how Intenseye’s...
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Keywords:
Privacy;
Product Development;
Operations;
Technological Innovation;
Value Creation;
Production;
Distribution;
Safety;
Risk and Uncertainty;
Technology Industry;
Manufacturing Industry;
Distribution Industry;
Turkey;
Middle East;
United States
Toffel, Michael W., and Youssef Abdel Aal. "Intenseye: Powering Workplace Health and Safety with AI." Harvard Business School Case 622-037, August 2021. (Revised April 2022.)
- 18 May 2021
- Panel Discussion
Lloyd's Register Supply Chain Webinar: What Trends Are Influencing the Future of Supply Chain Assurance?
Toffel, Michael W. "Lloyd's Register Supply Chain Webinar: What Trends Are Influencing the Future of Supply Chain Assurance?" Lloyd's Register Group, May 18, 2021.
- April 22, 2021
- Article
Shareholders Are Pressing for Climate Risk Disclosures. That's Good for Everyone
By: Caroline Flammer, Michael W. Toffel and Kala Viswanathan
Does shareholder activism induce firms to voluntarily disclose climate change risks? And how do markets respond to these disclosures? New research finds that the extent of climate-risk disclosure increases by approximately 4.6% for each environment-related proposal...
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Keywords:
Reporting;
Transparency;
Activism;
Shareholder Activism;
Shareholder Engagement;
Climate Change;
Corporate Disclosure;
Investment Activism;
Business and Shareholder Relations
Flammer, Caroline, Michael W. Toffel, and Kala Viswanathan. "Shareholders Are Pressing for Climate Risk Disclosures. That's Good for Everyone." Harvard Business Review Digital Articles (April 22, 2021).
- March 2021 (Revised October 2021)
- Supplement
Student Success at Georgia State University
By: Michael W. Toffel, Robin Mendelson and Julia Kelley
- March 2021 (Revised September 2021)
- Teaching Note
Student Success at Georgia State University
By: Michael W. Toffel, Robin Mendelson and Julia Kelley
- Article
Manage the Suppliers That Could Harm Your Brand: Know When to Avoid, Engage, or Drop Them
By: Jodi L Short and Michael W. Toffel
The pandemic has placed a new spotlight on working conditions in factories that supply global companies. To avert problems, firms often impose codes of conduct on their suppliers and perform audits to assess compliance. Do these measures help identify unethical...
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Keywords:
Auditing;
Agency Cost;
Quality And Safety;
Quality Management System;
Quality Management;
Unions;
Environmental Management;
Globalization;
Goods and Commodities;
Governance;
Labor;
Labor Unions;
Wages;
Working Conditions;
Operations;
Supply Chain;
Safety;
Quality;
China;
Bangladesh;
Asia;
Pakistan
Short, Jodi L., and Michael W. Toffel. "Manage the Suppliers That Could Harm Your Brand: Know When to Avoid, Engage, or Drop Them." Harvard Business Review 99, no. 2 (March–April 2021).
- February 2021
- Tutorial
Assessing Prediction Accuracy of Machine Learning Models
By: Michael Toffel and Natalie Epstein
This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and...
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- February 2021
- Tutorial
T-tests: Theory and Practice
This video provides an introduction to hypothesis testing, sampling, t-tests, and p-values. It provides examples of A/B testing and t-testing to assess whether difference between two groups are statistically significant. This video can be assigned in conjunction with...
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- 8 Jan 2021
- Interview
Talk Green, Play Dirty: Corporate America's Mixed Record
By: Michael W. Toffel and Greg Dalton
Toffel, Michael W., and Greg Dalton. "Talk Green, Play Dirty: Corporate America's Mixed Record." Climate One (podcast), January 8, 2021.
- September 2020 (Revised September 2021)
- Case
Student Success at Georgia State University (A)
By: Michael W. Toffel, Robin Mendelson and Julia Kelley
Georgia State University had developed a reputation for driving student success by nearly doubling its graduation rate for students of all racial, ethnic, and socioeconomic backgrounds. It did so while growing its student body and the proportion of Black/African...
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Keywords:
Education;
Higher Education;
Learning;
Curriculum and Courses;
Demographics;
Diversity;
Ethnicity;
Income;
Race;
Leadership;
Goals and Objectives;
Measurement and Metrics;
Operations;
Organizations;
Mission and Purpose;
Organizational Culture;
Outcome or Result;
Performance;
Performance Effectiveness;
Performance Evaluation;
Service Operations;
Performance Improvement;
Planning;
Strategic Planning;
Social Enterprise;
Nonprofit Organizations;
Social Issues;
Wealth and Poverty;
Equality and Inequality;
Information Technology;
Digital Platforms;
Education Industry;
Atlanta
Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (A)." Harvard Business School Case 621-006, September 2020. (Revised September 2021.)
- September 2020 (Revised September 2021)
- Supplement
Student Success at Georgia State University (B)
By: Michael W. Toffel, Robin Mendelson and Julia Kelley
This is a supplement to the Student Success at Georgia State University (A) case. The (B) case includes the results of a randomized control trial that Georgia State conducted to test education technology start-up AdmitHub’s chatbot solution as a strategy for improving...
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Keywords:
Education;
Higher Education;
Learning;
Curriculum and Courses;
Demographics;
Diversity;
Ethnicity;
Income;
Race;
Values and Beliefs;
Leadership;
Goals and Objectives;
Measurement and Metrics;
Operations;
Organizations;
Mission and Purpose;
Organizational Culture;
Outcome or Result;
Performance;
Performance Effectiveness;
Performance Evaluation;
Performance Improvement;
Planning;
Strategic Planning;
Social Enterprise;
Nonprofit Organizations;
Social Issues;
Wealth and Poverty;
Equality and Inequality;
Information Technology;
Digital Platforms;
Education Industry;
Atlanta
Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (B)." Harvard Business School Supplement 621-039, September 2020. (Revised September 2021.)
- 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...
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Keywords:
Machine Learning;
Statistics;
Econometric Analyses;
Experimental Methods;
Data Analysis;
Data Analytics;
Forecasting and Prediction;
Analytics and Data Science;
Analysis;
Mathematical Methods
Toffel, Michael W., Natalie Epstein, Kris Ferreira, and Yael Grushka-Cockayne. "Assessing Prediction Accuracy of Machine Learning Models." Harvard Business School Technical Note 621-045, August 2020. (Revised September 2020.)
- August 2020
- Technical Note
Comparing Two Groups: Sampling and t-Testing
This note describes sampling and t-tests, two fundamental statistical concepts.
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Keywords:
Statistics;
Econometric Analyses;
Experimental Methods;
Data Analysis;
Data Analytics;
Analytics and Data Science;
Analysis;
Surveys;
Mathematical Methods
Bojinov, Iavor I., Chiara Farronato, Yael Grushka-Cockayne, Willy C. Shih, and Michael W. Toffel. "Comparing Two Groups: Sampling and t-Testing." Harvard Business School Technical Note 621-044, August 2020.
- August 2020
- Article
Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design
By: Jodi L. Short, Michael W. Toffel and Andrea R. Hugill
Activism seeking to improve labor conditions in global supply chains has led many transnational corporations to adopt codes of conduct and monitor suppliers for compliance. Drawing on thousands of audits conducted by a major social auditor, we identify structural...
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Keywords:
Monitoring;
Supplier Relationship;
Sustainability;
Sustainability Management;
Sustainable Operations;
Sustainable Supply Chains;
NGO;
Operations;
Supply Chain Management;
Governance Compliance;
Corporate Social Responsibility and Impact;
Global Range;
Working Conditions
Short, Jodi L., Michael W. Toffel, and Andrea R. Hugill. "Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design." ILR Review 73, no. 4 (August 2020): 873–912.