Understanding
Probability
Learn to describe probability as a number from \(0\) to \(1\) and connect it to long-run relative frequency.
What Is Probability?
Probability measures how likely an event is to happen. It is always a number from \(0\) to \(1\), where \(0\) means impossible and \(1\) means certain.
You can also express probability as a fraction or a percentage: \(\frac{1}{2}\) or \(50\%\). All three forms describe the same likelihood.
The Probability Scale
Why Does Probability Matter?
Probability appears everywhere: science, sports, business, and daily life. It gives us a common language to talk about uncertainty.
The Probability Formula
Experimental Probability: Relative Frequency
Relative frequency is the fraction of times an event actually occurs during an experiment:
The Long-Run Connection
As you repeat an experiment more and more times, the relative frequency gets closer and closer to the true probability. This idea is called the Law of Large Numbers.
Theoretical vs. Experimental
| Theoretical | Experimental | |
|---|---|---|
| Based on | Mathematical reasoning | Actual data from trials |
| Formula | \(\frac{\text{favorable}}{\text{total}}\) | \(\frac{\text{times occurred}}{\text{trials}}\) |
| Example | \(P(\text{heads})=0.5\) | \(\frac{47}{100}=0.47\) |
| Precision | Exact | Approximate (improves with more trials) |
How to Calculate Probability
Example 1: Rolling a Die
A fair six-sided die has faces \(\{1, 2, 3, 4, 5, 6\}\). What is the probability of rolling an even number?
Example 2: Spinner
A spinner is divided into 8 equal sections numbered \(1\) through \(8\). Three sections are colored red. What is the probability of landing on red?
Example 3: Drawing a Card
A standard deck has 52 cards: 4 suits with 13 cards each. What is the probability of drawing a heart?
The Complement Rule
The complement of event \(A\), written \(A'\), is "everything that is NOT \(A\)." Their probabilities always add to \(1\):
Impossible, Certain, and Between
Common Mistakes
Summary at a Glance
| Concept | Key Idea | Formula / Value |
|---|---|---|
| Probability range | Always between 0 and 1 | \(0 \le P(A) \le 1\) |
| Theoretical probability | Based on reasoning | \(\frac{\text{favorable}}{\text{total}}\) |
| Experimental probability | Based on data | \(\frac{\text{occurred}}{\text{trials}}\) |
| Long-run connection | More trials = closer match | Law of Large Numbers |
| Complement | What doesn't happen | \(P(A') = 1 - P(A)\) |
Question 1 of 5
A bag contains 3 red, 5 blue, and 2 green marbles. What is the probability of drawing a blue marble?
Question 2 of 5
A coin is flipped 200 times and lands on heads 112 times. What is the experimental probability of heads?
Question 3 of 5
If the probability of snow tomorrow is \(0.15\), what is the probability that it will not snow?
Question 4 of 5
You roll a fair die 6000 times. About how many times would you expect to roll a \(5\)?
Question 5 of 5
Which statement best describes the Law of Large Numbers?