Causal Effects Bounds: Sensitivity Parameters on Risk Difference Scale

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Explores causal inference, emphasizing the importance of committing to an ontology for drawing causal inferences and selecting appropriate estimands.

Covers causal analysis of observational data, pitfalls, tools for valid conclusions, and addressing confounding variables.

Explores treatment effects, confounding variables, and challenges in interpreting observational study results.

Explores statistical dependence, confounding, and causal inference methods, emphasizing the distinction between existing and new approaches.

Explores risk management concepts, including VaR, ES, and measurement methods.

Explores the front door criterion for valid adjustment sets in causal inference.

Covers risk measures used for determining risk capital and capital adequacy.

Covers the concept of Region of Convergence for signals with single poles.

Explores risk evaluation, equivalent value, and insurance premium in lotteries, as well as discount rate adjustments.

Analyzes the causal effect of higher education on successful marriage and covers criteria for causal inference.