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    • All HBS Web  (1,006)
      • Faculty Publications  (339)

      by Michael W. ToffelRemove by Michael W. Toffel →

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      • 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... View Details
      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
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      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).
      • 8 Jan 2021
      • Interview

      Talk Green, Play Dirty: Corporate America's Mixed Record

      By: Michael W. Toffel and Greg Dalton
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      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... View Details
      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
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      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.)
      • August 2020 (Revised September 2020)
      • Technical Note

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael W. Toffel, Natalie Epstein, Kris Ferreira and Yael Grushka-Cockayne
      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
      Keywords: Machine Learning; Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Forecasting and Prediction; Analytics and Data Science; Analysis; Mathematical Methods
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      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

      By: Iavor I Bojinov, Chiara Farronato, Yael Grushka-Cockayne, Willy C. Shih and Michael W. Toffel
      This note describes sampling and t-tests, two fundamental statistical concepts. View Details
      Keywords: Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Analytics and Data Science; Analysis; Surveys; Mathematical Methods
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      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... View Details
      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
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      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.
      • July 2020
      • Technical Note

      Digital Platforms: An Introduction

      By: Chiara Farronato, Michael W. Toffel and Feng Zhu
      Keywords: Technology Industry
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      Farronato, Chiara, Michael W. Toffel, and Feng Zhu. "Digital Platforms: An Introduction." Harvard Business School Technical Note 621-016, July 2020.
      • June 18, 2020
      • Article

      What CEOs Still Haven't Said about Race and Policing

      By: Aaron K. Chatterji and Michael W. Toffel
      While many CEOs have spoken out to share their thoughts on race and police misconduct in America, they have yet to advocate for policy solutions for police reform, focusing instead on their own corporate and personal values. But lasting change must also involve ... View Details
      Keywords: Activism; CEO; Political Issues; Political Leadership; Racial Tensions; Racism; Leadership; Race; Communication; Government and Politics; Law; Organizational Culture; United States
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      Chatterji, Aaron K., and Michael W. Toffel. "What CEOs Still Haven't Said about Race and Policing." Harvard Business Review (website) (June 18, 2020).
      • June 2020
      • Teaching Note

      Fossil Fuel Divestment

      By: Michael W. Toffel and Sarah Gulick
      Teaching note to accompany HBS case 620-093, Fossil Fuel Divestment, by Michael W. Toffel and Sarah Gulick. View Details
      Keywords: Higher Education; Corporate Social Responsibility and Impact; Environmental Sustainability; Public Opinion; Education Industry; Cambridge
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      Toffel, Michael W., and Sarah Gulick. "Fossil Fuel Divestment." Harvard Business School Teaching Note 620-125, June 2020.
      • June 2020
      • Article

      How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections

      By: Maria Ibanez and Michael W. Toffel
      Accuracy and consistency are critical for inspections to be an effective, fair, and useful tool for assessing risks, quality, and suppliers—and for making decisions based on those assessments. We examine how inspector schedules could introduce bias that erodes... View Details
      Keywords: Assessment; Bias; Inspection; Scheduling; Econometric Analysis; Empirical Research; Regulation; Health; Food; Safety; Quality; Performance Consistency; Governing Rules, Regulations, and Reforms
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      Ibanez, Maria, and Michael W. Toffel. "How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections." Management Science 66, no. 6 (June 2020): 2396–2416. (Revised February 2019. Featured in Harvard Business Review, Forbes, Food Safety Magazine, Food Safety News, and KelloggInsight. (2020 MSOM Responsible Research Finalist.))
      • April 2020
      • Teaching Note

      Indigo Agriculture: Harnessing Nature

      By: Michael W. Toffel and James Barnett
      Teaching Note for HBS No. 620-024. Indigo Agriculture used a digital-enabled research and development (R&D) process to launch its initial product, microbial coatings for agricultural seeds, which increase crop yields while reducing the need for fertilizers. In doing... View Details
      Keywords: Operations; Supply Chain; Social Enterprise; Product Development; Distribution Channels; Business Strategy; Digital Platforms; Science-Based Business; Agriculture and Agribusiness Industry; Green Technology Industry; United States; Massachusetts
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      Toffel, Michael W., and James Barnett. "Indigo Agriculture: Harnessing Nature." Harvard Business School Teaching Note 620-075, April 2020.
      • February 2020
      • Supplement

      Indigo Agriculture: Harnessing Nature

      By: Michael W. Toffel and James Barnett
      Indigo Agriculture used a digital-enabled research and development (R&D) process to launch its initial product, microbial coatings for agricultural seeds, which increase crop yields while reducing the need for fertilizers. In doing so, the company developed direct... View Details
      Keywords: Operations; Supply Chain; Social Enterprise; Product Development; Distribution Channels; Business Strategy; Digital Platforms; Environmental Sustainability; Science-Based Business; Climate Change; Agriculture and Agribusiness Industry; Green Technology Industry; United States; Massachusetts
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      Toffel, Michael W., and James Barnett. "Indigo Agriculture: Harnessing Nature." Harvard Business School PowerPoint Supplement 620-110, February 2020.
      • January 2020 (Revised April 2020)
      • Case

      Fossil Fuel Divestment

      By: Michael W. Toffel and Sarah Gulick
      The president of Harvard University is facing growing pressure from students, alumni, and other climate change activists that are urging the university to divest its multi-billion dollar endowment from fossil fuel companies. The case summarizes the arguments for and... View Details
      Keywords: Divestment; Harvard University; Higher Education; Corporate Social Responsibility and Impact; Environmental Sustainability; Climate Change; Public Opinion; Ethics; Education Industry
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      Toffel, Michael W., and Sarah Gulick. "Fossil Fuel Divestment." Harvard Business School Case 620-093, January 2020. (Revised April 2020.)
      • November 2019 (Revised June 2020)
      • Case

      Indigo Agriculture: Harnessing Nature

      By: Marco Iansiti, Michael W. Toffel and James Barnett
      Indigo Agriculture used a digital-enabled research and development (R&D) process to launch its initial product, microbial coatings for agricultural seeds, which increase crop yields while reducing the need for fertilizers. In doing so, the company developed direct... View Details
      Keywords: Carbon Sequestration; Operations; Supply Chain; Social Enterprise; Product Development; Distribution Channels; Business Strategy; Digital Platforms; Environmental Sustainability; Science-Based Business; Climate Change; Agriculture and Agribusiness Industry; Green Technology Industry; United States; Massachusetts
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      Iansiti, Marco, Michael W. Toffel, and James Barnett. "Indigo Agriculture: Harnessing Nature." Harvard Business School Case 620-024, November 2019. (Revised June 2020.)
      • November 2019 (Revised December 2019)
      • Case

      Martini Klinik: Prostate Cancer Care 2019

      By: Michael E. Porter, Jens Deerberg-Wittram and Thomas W. Feeley
      Since its establishment in 2005, Hamburg’s Martini Klinik had single mindedly focused on prostate cancer care with a commitment to measure long-term health outcomes for every patient. A wholly owned subsidiary of the University Hospital Hamburg, Martini Klinik was a... View Details
      Keywords: Health Care; Michael Porter; Jens Deerberg-Wittram; Clifford Marks; Prostate Cancer; Health Care Policy; Value Agenda; Integrated Practice Units; Outcomes Measurement; Health Care and Treatment; Value; Health Disorders; Insurance; Medical Specialties; Outcome or Result; Measurement and Metrics; Business Processes; Insurance Industry; Health Industry; Germany
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      Porter, Michael E., Jens Deerberg-Wittram, and Thomas W. Feeley. "Martini Klinik: Prostate Cancer Care 2019." Harvard Business School Case 720-359, November 2019. (Revised December 2019.)
      • 2021
      • Working Paper

      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... View Details
      Keywords: Shareholder Activism; Climate Risk; Corporate Accountability; Climate Change; Corporate Disclosure; Corporate Governance; Corporate Social Responsibility and Impact; Business and Shareholder Relations; Risk and Uncertainty; Natural Environment; Environmental Sustainability; Financial Services Industry; United States
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      Flammer, Caroline, Michael W. Toffel, and Kala Viswanathan. "Shareholder Activism and Firms' Voluntary Disclosure of Climate Change Risks." Harvard Business School Working Paper, No. 20-049, October 2019. (Revised March 2021.)
      • 2020
      • Working Paper

      Improving Regulatory Effectiveness Through Better Targeting: Evidence from OSHA

      By: Matthew S. Johnson, David I. Levine and Michael W. Toffel
      We study how a regulator can best target inspections. Our case study is a US Occupational Safety and Health Administration (OSHA) program that randomly allocated some inspections. On average, each inspection averted 2.4 serious injuries (9%) over the next five years.... View Details
      Keywords: Government Administration; Working Conditions; Safety; Quality; Production; Analysis; Resource Allocation; Manufacturing Industry; United States
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      Johnson, Matthew S., David I. Levine, and Michael W. Toffel. "Improving Regulatory Effectiveness Through Better Targeting: Evidence from OSHA." Harvard Business School Working Paper, No. 20-019, August 2019. (Revised February 2020.)
      • 11 Aug 2019
      • Conference Presentation

      Sustainability Research at the Strategy‐Supply Chain Interface

      By: Michael W. Toffel
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      Toffel, Michael W. "Sustainability Research at the Strategy‐Supply Chain Interface." Paper presented at the Academy of Management Annual Meeting, Boston, MA, August 11, 2019.
      • 11 Aug 2019
      • Conference Presentation

      Tips for Developing a Strong Research Pipeline and Clear Research Identity

      By: Michael W. Toffel
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      Toffel, Michael W. "Tips for Developing a Strong Research Pipeline and Clear Research Identity." In SIM-ONE-PNP Junior Faculty Consortium. Paper presented at the Academy of Management Annual Meeting, Boston, MA, August 11, 2019.
      • 16 Jul 2019
      • Interview

      JUUL: Leading the Vaping Revolution

      By: Michael W. Toffel
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      Toffel, Michael W. "JUUL: Leading the Vaping Revolution." Cold Call (podcast), Harvard Business Review Group, July 16, 2019.
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