Using probability to assess risk (Edexcel GCSE Statistics): Revision Notes
Using probability to assess risk
What is risk assessment?
Risk assessment involves using probability calculations to understand how likely accidents, problems, or unwanted events are to occur. In mathematics, we can calculate the risk of any event by analysing data from real-world situations.
The risk of an event is essentially its experimental probability - it tells us how often something actually happens based on collected data rather than theoretical calculations.
Experimental vs Theoretical Probability
Experimental probability uses real-world data from actual trials and observations, while theoretical probability is based on mathematical models and expected outcomes. Risk assessment relies on experimental probability because it reflects what actually happens in practice.
Basic risk formula
The fundamental formula for calculating risk is:
This gives us a decimal value between 0 and 1, where:
- 0 means the event never happens
- 1 means the event always happens
- Values closer to 1 indicate higher risk
Converting risk to percentages makes it easier to communicate with others. Simply multiply your decimal result by 100. For example, a risk of 0.12 becomes 12%.
Worked example: Basketball injuries
Let's examine injury data from basketball players to understand risk calculation:
| Injury type | Fingers | Feet | Knees |
|---|---|---|---|
| Number of injuries | 6 | 8 | 3 |
| Games played | 50 | 46 | 50 |
Worked Example: Calculating Basketball Injury Risk
Step-by-step calculation for finger injuries:
Risk of finger injury =
Risk of finger injury =
This means there's a 12% chance of a finger injury in any given game.
For the other injury types:
- Feet: (17% risk)
- Knees: (6% risk)
Converting to decimals makes it easier to compare different risks - we can immediately see that foot injuries are the most common, followed by finger injuries, then knee injuries.
Understanding absolute and relative risk
Absolute risk
This is simply the probability of an event happening - the straightforward calculation we've been doing. It gives us the actual likelihood of something occurring.
Absolute risk provides the baseline measurement for any risk assessment. It answers the question: "What are the chances this will happen to me?"
Relative risk
This compares the risk between different groups. It tells us how many times more likely an event is to happen in one group compared to another.
Relative risk formula:
Worked example: Medical treatments
Consider a study comparing two cancer treatments:
- New treatment: 15% probability of being ineffective
- Old treatment: 35% probability of being ineffective
Worked Example: Comparing Treatment Effectiveness
Question: What is the relative risk of the old treatment being ineffective compared to the new treatment?
Step-by-step solution:
-
First, identify the risks:
- Risk for old treatment =
- Risk for new treatment =
-
Apply the relative risk formula: Relative risk =
-
Calculate:
-
Interpret the result: The relative risk is , meaning the old treatment is 2⅓ times more likely to be ineffective than the new treatment.
Key problem-solving strategies
When calculating risk:
- Always identify what event you're measuring
- Count the number of times the event occurred
- Find the total number of opportunities for the event
- Use the basic risk formula
- Convert to decimals for easy comparison
When comparing risks:
- Calculate the absolute risk for each group first
- Decide which group you're comparing to which
- Use the relative risk formula
- Interpret your answer in context
Common exam traps to avoid:
- Don't confuse the numerator and denominator in risk calculations
- Remember that relative risk compares groups, not individual probabilities
- Always check your decimal calculations carefully
- When interpreting relative risk, specify which group has the higher risk
Real-world applications
Risk assessment is used extensively in:
- Healthcare: Comparing treatment effectiveness and side effects
- Insurance: Determining premiums based on accident likelihood
- Safety planning: Identifying which activities need better protection
- Emergency services: Allocating resources based on response time data
Understanding these calculations helps you make informed decisions about everyday risks and evaluate claims made in news reports or advertisements. When you see statistics in the media, you can now assess whether the risks are being presented fairly and accurately.
Key Points to Remember:
- Risk is calculated as the number of events divided by total trials
- Convert risks to decimals to make comparisons easier
- Relative risk tells you how many times more likely an event is in one group versus another
- Always interpret your numerical answers in the context of the real-world situation
- Risk assessment helps us make better decisions based on actual data rather than guesswork