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    • All HBS Web  (173)
      • Faculty Publications  (13)

      by David I. Levine Remove by David I. Levine →

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      • February 26, 2024
      • Article

      Making Workplaces Safer Through Machine Learning

      By: Matthew S. Johnson, David I. Levine and Michael W. Toffel
      Machine learning algorithms can dramatically improve regulatory effectiveness. This short article describes the authors' scholarly work that shows how the U.S. Occupational Safety and Health Administration (OSHA) could have reduced nearly twice as many occupational... View Details
      Keywords: Government Experimentation; Auditing; Inspection; Evaluation; Process Improvement; Government Administration; AI and Machine Learning; Safety; Governing Rules, Regulations, and Reforms
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      Johnson, Matthew S., David I. Levine, and Michael W. Toffel. "Making Workplaces Safer Through Machine Learning." Regulatory Review (February 26, 2024).
      • October 2023
      • Article

      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 U.S. 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: Safety Regulations; Regulations; Regulatory Enforcement; Machine Learning Models; Safety; Operations; Service Operations; Production; Forecasting and Prediction; Decisions; 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." American Economic Journal: Applied Economics 15, no. 4 (October 2023): 30–67. (Profiled in the Regulatory Review.)
      • August 2021
      • Case

      Orchadio's First Two Split Experiments

      By: Iavor I. Bojinov, Marco Iansiti and David Lane
      Orchadio, a direct-to-consumer grocery business, needs to conduct its first two A/B tests—one to evaluate the effectiveness and functioning of its newly redesigned website, and one to market-test four versions of a new banner for the website. To do so, it will rely on... View Details
      Keywords: Information Management; Technological Innovation; Knowledge Use and Leverage; Resource Allocation; Marketing; Measurement and Metrics; Customization and Personalization; Information Technology; Internet and the Web; Digital Platforms; Information Technology Industry; Food and Beverage Industry
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      Bojinov, Iavor I., Marco Iansiti, and David Lane. "Orchadio's First Two Split Experiments." Harvard Business School Case 622-015, August 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.)
      • May 2017
      • Article

      Agent-based Modeling: A Guide for Social Psychologists

      By: Joshua Conrad Jackson, David Rand, Kevin Lewis, Michael I. Norton and Kurt Gray
      Agent-based modeling is a longstanding but underused method that allows researchers to simulate artificial worlds for hypothesis testing and theory building. Agent-based models (ABMs) offer unprecedented control and statistical power by allowing researchers to... View Details
      Keywords: Social Psychology; Marketing; Mathematical Methods
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      Jackson, Joshua Conrad, David Rand, Kevin Lewis, Michael I. Norton, and Kurt Gray. "Agent-based Modeling: A Guide for Social Psychologists." Social Psychological & Personality Science 8, no. 4 (May 2017): 387–395.
      • June 2016
      • Article

      Vaccination Rates Are Associated with Functional Proximity but Not Base Proximity of Vaccination Clinics

      By: John Beshears, James J. Choi, David Laibson, Brigitte C. Madrian and Gwendolyn I. Reynolds
      Background: Routine annual influenza vaccinations are recommended for persons 6 months of age and older, but less than half of U.S. adults get vaccinated. Many employers offer employees free influenza vaccinations at workplace clinics, but even then take-up is... View Details
      Keywords: Geographic Location; Employees; Health Care and Treatment
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      Beshears, John, James J. Choi, David Laibson, Brigitte C. Madrian, and Gwendolyn I. Reynolds. "Vaccination Rates Are Associated with Functional Proximity but Not Base Proximity of Vaccination Clinics." Medical Care 54, no. 6 (June 2016): 578–583.
      • September 2014
      • Article

      OSHA Inspections Should Be Welcome: Results from a Natural Field Experiment in California

      By: David I. Levine and Michael W. Toffel
      For companies with strong internal occupational safety and health auditing programs, OSHA inspections might seem a formality that risk uncovering, at most, nitpicky deviations from the thousands of pages of safety regulations. For those with poor safety practices, OSHA... View Details
      Keywords: Business and Government Relations; Operations; Safety; Governance Compliance; United States; California
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      Levine, David I., and Michael W. Toffel. "OSHA Inspections Should Be Welcome: Results from a Natural Field Experiment in California." The Compass (Newsletter of the American Society of Safety Engineers) 14, no. 1 (September 2014): 4.
      • May 30, 2012
      • Blog Post

      Government Regulation That Actually Works

      By: David I. Levine and Michael W. Toffel
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      Levine, David I., and Michael W. Toffel. "Government Regulation That Actually Works." Harvard Business Review Blogs (May 30, 2012). http://blogs.hbr.org/cs/2012/05/government_regulation_that_act.html.
      • August 2011
      • Supplement

      Better World Books Video

      By: Michael I. Norton, Fiona Wilson, Jill Avery and Thomas Steenburgh
      This video contains an interview with David Murphy, CEO of Better World Books. Topics discussed include: the opportunities and constraints offered by having a social mission, an update on the company, and the future of Better World Books. View Details
      Keywords: Growth and Development; Management Teams; Business Model; Social Enterprise; Publishing Industry
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      Norton, Michael I., Fiona Wilson, Jill Avery, and Thomas Steenburgh. "Better World Books Video." Harvard Business School Video Supplement 512-701, August 2011.
      • June 2010
      • Article

      Quality Management and Job Quality: How the ISO 9001 Standard for Quality Management Systems Affects Employees and Employers

      By: David I. Levine and Michael W. Toffel
      Several studies have examined how the ISO 9001 Quality Management System standard predicts changes in organizational outcomes such as profits. This is the first large-scale study to explore how employee outcomes such as employment, earnings, and health and safety... View Details
      Keywords: Quality; Management; Standards; Employees; Wages; Organizations; Profit; Safety; Health; Policy
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      Levine, David I., and Michael W. Toffel. "Quality Management and Job Quality: How the ISO 9001 Standard for Quality Management Systems Affects Employees and Employers." Management Science 56, no. 6 (June 2010): 978–996. (Appendix. Profiled by industry practitioners in Quality Digest, Quality Progress, ANSI-ASQ National Accreditation Board (ANAB).)
      • Article

      How Well Do Social Ratings Actually Measure Corporate Social Responsibility?

      By: Aaron K. Chatterji, David I. Levine and Michael W. Toffel
      Ratings of corporations' environmental activities and capabilities influence billions of dollars of "socially responsible" investments as well as some consumers, activists, and potential employees. In one of the first studies to assess these ratings, we examine how... View Details
      Keywords: Governance Compliance; Governing Rules, Regulations, and Reforms; Measurement and Metrics; Corporate Social Responsibility and Impact; Performance Effectiveness; Natural Environment; Pollutants
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      Chatterji, Aaron K., David I. Levine, and Michael W. Toffel. "How Well Do Social Ratings Actually Measure Corporate Social Responsibility?" Journal of Economics & Management Strategy 18, no. 1 (Spring 2009): 125–169.
      • July 2008 (Revised February 2009)
      • Case

      (PRODUCT) RED (A)

      By: Youngme E. Moon, Michael I. Norton and David Chen
      Describes the launch and initial results of the (PRODUCT) RED campaign, a social marketing initiative conceived by U2's Bono and Bobby Shriver to combat AIDS in sub-Saharan Africa. The company licensed the (RED) brand to partner companies, which initially included Gap,... View Details
      Keywords: Investment Funds; Philanthropy and Charitable Giving; Brands and Branding; Marketing Strategy; Social Marketing; Social Enterprise; Africa
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      Moon, Youngme E., Michael I. Norton, and David Chen. "(PRODUCT) RED (A)." Harvard Business School Case 509-013, July 2008. (Revised February 2009.)
      • April 2001 (Revised August 2001)
      • Case

      UNext: Business Education and e-Learning

      By: Michael G. Rukstad, David J. Collis and Tyrell Levine
      UNEXT has signed agreements with Columbia, Stanford, Chicago, Carnegie Mellon, and the London School of Economics to create online business courses. The company is backed by Michael Milken and Larry Ellison and has four Nobel laureates on its advisory board. Describes... View Details
      Keywords: Business Education; Curriculum and Courses; Technological Innovation; Internet and the Web; Competition; Disruptive Innovation; Performance Efficiency; Higher Education; Learning; Education Industry
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      Rukstad, Michael G., David J. Collis, and Tyrell Levine. "UNext: Business Education and e-Learning." Harvard Business School Case 701-014, April 2001. (Revised August 2001.)
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