Resources Repository
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ArticlePublication 2020Premature Deaths, Statistical Lives, and Years of Life
This article clarifies some misconceptions about mortality risk and economic valuation. The mortality effects of …
This article clarifies some misconceptions about mortality risk and economic valuation. The mortality effects of exposure to environmental hazards such as air pollution are often described by the estimated number of “premature deaths” and the economic value of an exposure reduction as the number of “statistical lives saved” multiplied by the “value per statistical life.” These terms can be misleading because the number of deaths advanced by exposure cannot be determined from mortality data; it…
Preferences/Values | Health Outcomes | Benefit-Cost Analysis | Environmental Health | Policy/Regulation | College | Graduate | Critical Thinking/Analysis -
BookPublication 2018Pricing Lives: Guideposts for a Safer Society
This book describes how the government came to adopt the value of a statistical life …
This book describes how the government came to adopt the value of a statistical life (VSL) approach for valuing changes in mortality risks and argues that its more widespread use would create a safer and more equitable society. The author estimates these values based on how much more money workers would demand to take on more hazardous jobs; his current estimate is $10 million. The book addresses numerous topics such as whether older people’s lives…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | Climate/Environment | College | Graduate | Critical Thinking/Analysis -
Online LearningWeb Portal, Teaching Resource 2018Fat Chance: Probability from the Ground Up
This is an introductory edX course in probability. Created specifically for those who are new …
This is an introductory edX course in probability. Created specifically for those who are new to the study of probability, or for those who are seeking an approachable review of core concepts prior to enrolling in a college-level statistics course, this course develops a mathematical mode of thought over rote memorization of terms and formulae. Through visual lessons and guided practice, this course explores the quantitative reasoning behind probability and the cumulative nature of mathematics…
Probability/Bayes | Middle School | High School | College | Quantitative Literacy -
Resource PortalWeb Portal, Teaching Resource 2024Millennium Mathematics Project (MMP)
The Millennium Mathematics Project (MMP), a collaboration between the Faculties of Mathematics and Education at the …
The Millennium Mathematics Project (MMP), a collaboration between the Faculties of Mathematics and Education at the University of Cambridge, is a maths education and outreach initiative for ages 3 to 19 and the general public. The focus is on increasing mathematical understanding, confidence and enjoyment, developing problem-solving skills, and promoting creative and imaginative approaches to maths. The project consists of a family of complementary programmes, including the NRICH website, Plus online mathematics magazine, Wild Maths, and…
Probability/Bayes | Test Performance | Mathematical Models | Decision Analysis | Risk Analysis | Infectious Diseases | Child/Nutrition | Environmental Health | Health/Medicine | Science/Technology | Europe | High School | College | Graphics/Visualization | Quantitative Literacy -
Teaching PackPublication, Teaching Resource 2022Teaching Pack: Probability Revision and Bayes
In this teaching pack on Probability Revision and Bayes, students are introduced to the implications …
In this teaching pack on Probability Revision and Bayes, students are introduced to the implications of imperfect information, acquire a conceptual understanding of Bayes theorem, and gain practical skills in performing probability revision. Materials include an instructor's note, videos, companion slides, a glossary, an annotated bibliography, sample exercises, and additional support. Learning Objectives Demonstrate a conceptual understanding of Bayes’ theorem and probability revision. Differentiate between test characteristics (e.g., probability of positive test given…
Probability/Bayes | Test Performance | Decision Analysis | Environmental Health | Health/Medicine | College | Graduate | Critical Thinking/Analysis | Graphics/Visualization | Quantitative Literacy -
Tutorial/PrimerPublication, Teaching Resource 2017Discrete Choice Experiments: A Guide to Model Specification, Estimation and Software
This is a user guide on the analysis of data (including best-worst and best-best data) …
This is a user guide on the analysis of data (including best-worst and best-best data) generated from discrete-choice experiments (DCEs), comprising a theoretical review of the main choice models followed by practical advice on estimation and post-estimation. Authors also provide a review of standard software. Authors argue that choice of modelling approach depends on the research questions, study design and constraints in terms of quality/quantity of data and that decisions made in relation to analysis of…
Preferences/Values | Health Outcomes | Decision Analysis | Economics/Finance | Health/Medicine | Graduate | Doctoral | Professional | Quantitative Literacy -
ArticlePublication 2017Valuing Non-Fatal Risks: Monetary and Health-Utility Measures
This article discusses metrics for valuing environmental, health, and safety policies, which should be consistent …
This article discusses metrics for valuing environmental, health, and safety policies, which should be consistent with both the preferences of affected individuals and social preferences for distribution of health risks in the population. Two classes of metrics are widely used: monetary measures (e.g., willingness to pay) and health-utility measures (e.g., quality-adjusted life years (QALYs), disability-adjusted life years (DALYs)). Health-utility measures impose more structure than monetary measures, with the result that individuals’ preferences often appear inconsistent…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | Climate/Environment | College | Graduate | Critical Thinking/Analysis -
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 -
Tutorial/PrimerPublication, Teaching Resource 2016Cost per DALY Thresholds and Health Opportunity Costs
This policy brief aims to explain the cost per DALY threshold and the concepts of …
This policy brief aims to explain the cost per DALY threshold and the concepts of health opportunity costs, especially aimed at low and middle-income countries. The authors state that an assessment of health opportunity costs is required if the best use is to be made of health and healthcare resources. This requires an assessment of whether the improvement in health outcomes they offer exceeds the improvement in health that would have been possible if the…
Priority Setting/Ethics | Cost-Effectiveness Analysis | Health Systems | Economics/Finance | Health/Medicine | Global | Graduate | Doctoral | Professional | Critical Thinking/Analysis | Decision Making/Leadership | Policy Translation