Pricing Risk with Probability | The Center for Quantitative Studies | Studio Aletheia
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Pricing Risk with Probability

Lesson 20 · Application, Find the Probability of Simple Events

An actuary's entire job rests on one calculation you now know how to do: turning outcome counts into a probability. Today you'll use real probability values to make the same pricing decisions actuaries make every day.

Focus Probability in Pricing Decisions
Accountability Data Journal + Exit Ticket
Indicator Find the probability of a simple event as a fraction, decimal, or...
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Learning Targets

Learning Targets and Success Criteria

Today you'll see how a calculated probability turns directly into a pricing decision.

Targets

What I will learn

  • I can calculate the probability of a claim-style event from a small data set.
  • I can convert a probability into a decimal or percent to compare pricing risk.
  • I can rank groups by their probability of a costly event.
  • I can justify a pricing recommendation using a calculated probability.
Success Criteria

What success looks like

  • I can calculate at least three claim-style probabilities correctly.
  • I can convert each probability into a decimal and a percent for comparison.
  • I can rank at least three groups from lowest to highest probability of a claim.
  • I can write a one- to two-sentence pricing recommendation backed by a probability value.
Standard 6.DPSR.2.2

Use calculated probability to make and justify a real pricing decision.

6.DPSR.2.2 — Find the probability of a simple event (a single outcome or a small favorable set) as a fraction, decimal, or percent, expressed as favorable outcomes over total outcomes.
Vocabulary

The words we'll use in today's lesson.

These terms will carry through today's mini-lesson, Data Lab, hands-on activity, journal, and exit challenge, and they'll keep coming back all year.

01 · Calculate

Probability

A number from 0 to 1 (or 0% to 100%) that tells how likely an event is to happen, found as favorable outcomes over total outcomes.

02 · Identify

Simple Event

An event made up of a single outcome, or a small set of favorable outcomes, from all the possible outcomes in a situation.

College & Career Connections

Where this shows up in the real world.

Thinking like a mathematician is not just a school skill. It's what people get paid to do every day, in jobs you may not have heard of yet.

Actuary / Insurance Analyst

Calculating a Claim Rate

An auto actuary looks at 100 drivers in a group and counts how many filed a claim last year. If 8 of them did, the probability of a claim is 8/100, or 8%. That single percent becomes the starting point for how much every driver in that group pays.

Actuary / Insurance Analyst

Comparing Risk Pools

Insurance companies group people into risk pools and calculate a probability of a claim for each pool. A pool with a higher probability of a claim, say 15% instead of 5%, gets a higher price, because the company expects to pay out more often for that group. Comparing probabilities fairly, in the same form, is what keeps pricing honest.

Mini-Lesson

From Percent to Price

Today you'll see how a calculated probability turns directly into a pricing decision.

Every insurance price is built on a probabilityA number from 0 to 1 (or 0% to 100%) that tells how likely an event is to happen, found as favorable outcomes over total outcomes. calculation. An actuary studies a group of policyholders and identifies one simple eventAn event made up of a single outcome, or a small set of favorable outcomes, from all the possible outcomes in a situation. they care about, like filing a claim in a given year. If 10 out of 200 drivers in a group filed a claim, the probability is 10/200, which simplifies to 1/20, or 5%.

That percent doesn't stay abstract for long. A company that expects a claim 5% of the time has to collect enough money from the whole group to cover those claims and still run the business, so the price gets set using that exact number. Compare two groups: one with a 5% probability of a claim and another with a 20% probability, and the second group will always pay more, because the math says a claim is four times more likely there. Calculating probability accurately isn't just a math exercise, it's the difference between a fair price and an unfair one.

Adapted from Studio Aletheia's The Center for Quantitative Studies curriculum library, drawing on mathematical resources and the SC CCR Mathematics Standards.

Check for Understanding · CFU 1
Out of 50 policyholders, 5 filed a claim last year. What is the probability of a claim, as a fraction, decimal, and percent? Should this group's price be higher or lower than a group with an 8% claim probability?
Toolkit

Materials for the Data Lab.

  • A. Risk scenario cards with outcome counts
  • B. Fraction/decimal/percent conversion chart
  • C. A calculator
  • D. Your Data Journal
  • E. A ranking chart or sticky notes
Non-negotiable routine

Before recommending a price, calculate the probability, convert it to a percent, and compare it directly to the other group's percent.

Guided Practice

Pricing Lab

Today you'll act as a junior actuary team calculating probabilities to recommend pricing across several groups.

Data Lab
Each scenario below models a policyholder group — calculate the claim probability for each.
1 · Identify
Identify the favorable outcomes (claims) and total outcomes (policyholders) in each group.
2 · Calculate
Calculate the probability of a claim for each group as a fraction, decimal, and percent.
3 · Rank
Rank the four groups from lowest to highest probability of a claim.
4 · Recommend
Recommend which group should pay the highest price and justify it with your probability calculation.
Hands-On

Set the Rates

You'll calculate claim probabilities for all four groups and build a simple rate recommendation chart.

1
Calculate: Calculate the probability of a claim for each of the four policyholder groups.
2
Convert: Convert each probability to a percent so all four groups can be compared fairly.
3
Rank: Rank the groups from lowest to highest claim probability.
4
Recommend: Recommend a relative price (lowest, low, high, highest) for each group and justify your ranking.
Required

Data Journal Entry

Which Mathematical Process Standard did you rely on most today — Problem Solving, Connections, Representation & Communication, Analyze & Justify, or Structure & Patterns? Give one specific example from your Data Lab or hands-on work.
Checklist

Accountability Checklist

Required · Exit Challenge

Whose Price Goes Up?

Group A: 6 claims out of 200 policyholders. Group B: 6 claims out of 50 policyholders. Calculate the probability of a claim for each group and recommend which group should pay more.

Lesson 20 · Application, Find the Probability of Simple Events

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