Module 4 Quick Reference Sheet
Discrete Probability Distributions • Print this for easy reference!
Random Variables
Random Variable: Numerical outcome of a random experiment
Discrete: Countable values (from counting)
Continuous: Any value in an interval (from measuring)
Notation: X = random variable, x = specific value
Valid Probability Distribution
Two conditions must be met:
Expected Value (Mean)
Interpretation: Long-run average value
Variance and Standard Deviation
Interpretation: Measures spread/variability
Binomial Distribution
Four Conditions (FTIC):
- Fixed number of trials (n)
- Two outcomes (success/failure)
- Independent trials
- Constant probability (p)
Probability Formula:
where C(n,k) = n! / (k!(n-k)!)
Mean:
Standard Deviation:
Normal Approximation to Binomial
Use when:
Then: X ~ N(μ = np, σ = √(np(1-p)))
Common Binomial Scenarios
| Scenario | n | p | Example Question |
|---|---|---|---|
| Coin flips | # of flips | 0.5 (fair coin) | "10 flips, find P(exactly 6 heads)" |
| Multiple choice guessing | # of questions | 1/(# choices) | "20 questions, 4 choices each, find P(≥12 correct)" |
| Quality control | Sample size | Defect rate | "100 items, 3% defect rate, find P(≤2 defective)" |
| Medical treatment | # of patients | Success rate | "50 patients, 80% success rate, find μ and σ" |
Technology Commands
| Tool | P(X = k) | P(X ≤ k) |
|---|---|---|
| TI-84 | binompdf(n, p, k) | binomcdf(n, p, k) |
| Excel | =BINOM.DIST(k, n, p, FALSE) | =BINOM.DIST(k, n, p, TRUE) |
| R | dbinom(k, n, p) | pbinom(k, n, p) |
Note: For P(X ≥ k), use: 1 - P(X ≤ k-1)
Quick Examples
Example 1: Expected Value
X: 1, 2, 3 with P(X=x): 0.2, 0.5, 0.3
E(X) = 1(0.2) + 2(0.5) + 3(0.3) = 2.1
Example 2: Binomial
Flip coin 5 times, find P(X=3 heads)
P(X=3) = C(5,3) × (0.5)³ × (0.5)² = 10 × 0.03125 = 0.3125
Common Mistakes to Avoid
- Using binomial when sampling without replacement (use hypergeometric)
- Forgetting to check if Σ P(X=x) = 1 for valid distribution
- Confusing P(X = k) with P(X ≤ k)
- Using normal approximation when np < 10 or n(1-p) < 10
- Forgetting C(n,k) in binomial formula
- Always verify four binomial conditions before applying formula