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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
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
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
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
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
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
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
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
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
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
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
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
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
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.)