Resources Repository
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Online LearningVideo, Teaching Resource 2023Khan Videos: Conditional Probability
These three videos, produced by Khan Academy, focus on conditional probability. Conditional probability with Bayes' …
These three videos, produced by Khan Academy, focus on conditional probability. Conditional probability with Bayes' Theorem (~5 min). Created by Brit Cruise, this video presents conditional probability visually using trees. Conditional probability and independence (~4 min). This video uses conditional probability to see if events are independent or not. Conditional probability tree diagram (~11 min). This video uses a tree diagram to work out the following conditional probability question: If someone fails a drug test, what is the…
Probability/Bayes | Health/Medicine | Science/Technology | High School | College | Graduate | Quantitative Literacy -
Lesson/ModuleWeb Portal, Teaching Resource 2016Educational Module: Models and Practice
This module is an introduction to models and to their role in regulatory decision-making, and …
This module is an introduction to models and to their role in regulatory decision-making, and is intended for non-scientists from a variety of different backgrounds including law, journalism, public policy, and business. The module covers three main themes: (1) Core lessons on using models for policy making; (2) Key questions on the art and science of modeling including how models differ from other scientific techniques; and (3) Key ideas on using models in policy-making including how…
Priority Setting/Ethics | Mathematical Models | Environmental Health | Policy/Regulation | Business/Industry | Climate/Environment | Government/Law | Health/Medicine | Science/Technology | Global | North America | College | Graduate | Doctoral | Critical Thinking/Analysis | Conceptual Mapping | Decision Making/Leadership -
Lesson/ModuleWeb Portal, Teaching Resource 2016DNA Evidence: Case Study in Probabilities
This educational module on DNA evidence presents trial testimony, exhibits, and opinions in a case …
This educational module on DNA evidence presents trial testimony, exhibits, and opinions in a case in which federal courts at every level discerned “inaccuracies” in the testimony of a leading expert about probabilities associated with the DNA evidence. By embedding these legal materials in background explanations, critical questions, and short problems, the module supports self-study and class discussions that together can elucidate key principles in scientific reasoning and quantitative analysis and that can help students…
Probability/Bayes | Test Performance | Risk Analysis | Injuries/Accidents | Government/Law | Health/Medicine | Science/Technology | Global | North America | College | Graduate | Doctoral | Critical Thinking/Analysis | Quantitative Literacy -
Lesson/ModuleWeb Portal, Teaching Resource 2016Educational Module: Shale Gas Development
This module has been developed around the topic of the extraction of natural gas from …
This module has been developed around the topic of the extraction of natural gas from shale. This practice, commonly referred to as fracking, involves several practices that have complex and uncertain consequences. In the module, three scientific concepts are explored in order to elucidate how science is applied toward addressing real-world problems. The scientific concepts are: (1) correlation is not the same as causation, (2) hazard is not the same as risk, and (3) risk…
Probability/Bayes | Risk Analysis | Environmental Health | Policy/Regulation | Business/Industry | Climate/Environment | Energy/Engineering | Government/Law | Science/Technology | Global | North America | College | Graduate | Doctoral | Critical Thinking/Analysis | Decision Making/Leadership -
Tutorial/PrimerPublication, Teaching Resource 2015White Paper: Retrospective Benefit-Cost Analysis
In this article the authors consider how benefit-cost analysis can be used retrospectively to promote …
In this article the authors consider how benefit-cost analysis can be used retrospectively to promote understanding of the impacts after a policy is implemented. Serving as a brief primer, the authors propose that analysis can be useful for identifying needed reforms as well as in improving the conduct of future prospective analyses. The major challenges relate to estimating what would have occurred in the absence of the policy and separating the effects of the policy…
Priority Setting/Ethics | Benefit-Cost Analysis | Social Determinants | Environmental Health | Policy/Regulation | Culture/Society | Economics/Finance | Government/Law | North America | College | Graduate | Doctoral | Critical Thinking/Analysis | Policy Translation -
ArticlePublication 2013Using Occupational Injury Data to Estimate VSL
This article discusses the use of occupational fatality rate data to estimate the additional pay …
This article discusses the use of occupational fatality rate data to estimate the additional pay workers receive for bearing greater risks, while controlling for other aspects of the job and characteristics of the worker. This tradeoff rate is typically referenced as the value of a statistical life (VSL). The extensive U.S. labor market literature generating VSL estimates has utilized several fatality rate measures which are typically matched to employment information on workers from large datasets.…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | College | Graduate | Critical Thinking/Analysis -
ArticlePublication 2013Valuing Health Risk Reductions
In this article, the authors discuss how to value risk reductions in the context of …
In this article, the authors discuss how to value risk reductions in the context of benefit-cost analysis. Many public policies and private actions affect the risk of injury, illness, or death, yet changes in these risks are not easily valued using market prices. The authors begin with a pragmatic focus, describing the analytic framework and the approaches currently used for valuation, including estimates of willingness to pay (WTP), cost of illness (COI), and monetized quality-adjusted…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | College | Graduate | Critical Thinking/Analysis -
ArticlePublication 2012Expert Elicitation of VSL
This article uses expert elicitation to address the monetary value of avoided premature mortality, which …
This article uses expert elicitation to address the monetary value of avoided premature mortality, which typically dominates the quantified benefits of air pollution regulations. Formal expert elicitation methods are one means of characterizing associated uncertainties. The authors undertake a pilot study that elicits quantitative probabilistic judgments of uncertainties in value per statistical life (VSL) estimates for use in an air pollution context. The two-stage elicitation addresses uncertainties in both a base case VSL for a…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | Climate/Environment | College | Graduate | Critical Thinking/Analysis -
ReportPublication 2012Mortality Risks in Environment, Health and Transport
This report presents a major meta-analysis of value of a statistical life (VSL) estimates derived …
This report presents a major meta-analysis of value of a statistical life (VSL) estimates derived from surveys around the world. The analysis seeks to explain the differences in the estimates, for example across countries. Differences in incomes and the magnitude of the risk reduction were found to be the factors having the strongest impact, but numerous other policy-relevant factors are also important. The report also presents advice on how VSL estimates can be best used…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | Climate/Environment | College | Graduate | Critical Thinking/Analysis