Risk and Uncertainty in Decision Making
Estimating Probabilities and Risk
- Evidence isn't always 100% certain.
- Fast thinking relies on biases, favoring familiar, potentially safer options.
- Risk aversion biases us, leading to suboptimal decisions.
- Threats activate emotional biases, weakening critical thinking.
Weighing Wins and Losses
- More sensitive to losses than gains (risk averse).
- Evolutionarily, negative outcomes impact survival more than positive ones.
- The perception of gains and losses is influenced by our current state.
Prospect Theory
- Describes how perceived "goodness" or "badness" isn't linear.
- Loss aversion: Losing 100annoysusmorethangaining100 pleases us.
- Diminishing sensitivity: Winning $$100 is more impactful when we have less.
Influences on Probability Estimates
- Memories of past probabilities.
- Familiarity leads to overestimation.
- Confirmation bias, priming/anchoring bias, and framing effects influence choices.
Environmental Influences
- Personal factors (education, wealth, age, health) affect risk perception.
- Societal factors (peers, culture) also influence risk perception.
- Australia: Risk-averse, prioritizing mitigation over innovation.
Risk Assessment
- Clinical trials: Staged approach to determine if a medicine works and if it's safe.
- Regulatory agencies: Therapeutic Goods Administration (TGA) controls quality, supply and advertising of medicines.
- Cost vs. Benefit analysis: Assesses the 'economic risk' of a medicine.
- Risk matrices: Estimate consequences (severity and likelihood).
Calculating and Interpreting Risk
- Confirmation bias, anchoring bias, and framing effects affect estimations.
- Distinguish between population-level risk and individual risk.
- Relate risks to familiar scenarios for better comprehension.
Examples and Applications
- Immunization: Use calculators to understand personal risk reduction.
- Lung cancer: Calculate risk based on available data (deaths, population).
- Hormone replacement therapy (HRT): Complex risk/benefit profile.
- Contraceptive pill: Increased risk of some cancers, decreased risk of others; consider unintended pregnancy.