Applied Mathematics for Science
CoreStatistics: probability

Probability in Biology

Probability is the chance an event happens, written as a number from 0 to 1 (or 0% to 100%). Learn to count outcomes, multiply independent events, and predict genetic crosses.

Why this matters

Biology is full of chance. Which allele a parent passes on, whether a virus infects a given cell, whether a screening test flags a real case: none of these are certain, so scientists describe them with probability, a number from 0 (never) to 1 (always). Genetic counselors use probability to tell a family the chance a child inherits cystic fibrosis. Epidemiologists use it to estimate the chance an exposed person gets sick. Biostatisticians use it to decide whether a drug's effect is real or just luck (the p < 0.05 cutoff is a probability). Doctors reading a study use it to weigh how likely a treatment is to help. When you can turn 'how likely?' into a number, you can compare risks, plan experiments, and read results honestly instead of guessing.

Standards this builds
  • Common Core · HSS-CP.A.1Describe events as subsets of a sample space (all the possible outcomes) and find the probability of an event by comparing favorable outcomes to total outcomes.
  • Common Core · HSS-CP.B.8Apply the multiplication rule for probability: for independent events, the chance both happen is the product of their separate chances.
  • Ohio · Ohio HS S.CP.1Understand and use the language of probability, including the complement (the chance an event does not happen is 1 minus the chance it does).
  • NGSS · SEP-4Analyzing and Interpreting Data: use probability and proportional reasoning to interpret patterns in data, such as expected ratios from a genetic cross.
  • AP · AP Bio SP 6 (Statistics & Probability)Apply probability, including the product rule for independent events, to predict genotype and phenotype ratios in Mendelian genetics.
Builds on (2 levels back)inferred · high confidence
  • Read and convert fractions, decimals, and percents: Probability is written as a fraction, a decimal, or a percent, so students must move between 1/4, 0.25, and 25%.
  • Count outcomes and favorable cases: P(event) is favorable outcomes over total outcomes, so students must be able to count both correctly.
  • Read a Punnett square (alleles and genotypes): Genetics probability comes straight from counting boxes in a Punnett square, so students must know what the boxes mean.

Prerequisites are inferred: pending teacher review.

Re-learn the skill with worked practice and clear examples.

Two rules do most of the work. The multiplication rule: for independent events, the chance both happen is the product of their chances. Genetics: a heterozygous cross (Aa times Aa) gives a Punnett square with a 3:1 phenotype ratio, so a 3/4 chance of the dominant trait and a 1/4 chance of the recessive trait.

Step 1: Multiply independent events
If two events do not affect each other, multiply their chances to get the chance both happen. Two heads on two fair coin flips: (1/2) times (1/2) = 1/4.
One-half times one-half equals one-fourth: the chance of heads on two independent coin flips
Step 2: Build the heterozygous Punnett square
Cross Aa with Aa. Each parent gives A or a with equal chance. The four boxes are AA, Aa, Aa, aa. Three boxes have at least one A (dominant), one box is aa (recessive), so the phenotype ratio is 3 dominant to 1 recessive.
Aa x AaAa
AAAAa
aAaaa
A Punnett square for Aa times Aa giving AA, Aa, Aa, aa: three dominant and one recessive
Step 3: Read the ratio as a probability
A 3:1 ratio out of 4 boxes means 3/4 of offspring are expected to show the dominant trait and 1/4 the recessive trait. So P(dominant) = 3/4 = 75% and P(recessive) = 1/4 = 25%.
Practice

Two heterozygous pea plants (Aa) are crossed. Using the Punnett square shown, what is the probability that one offspring shows the recessive phenotype (aa)?

Reviewed
Aa x AaAa
AAAAa
aAaaa
Punnett square for Aa times Aa with boxes AA, Aa, Aa, aa
  1. A.0/4
  2. B.1/4
  3. C.3/4
  4. D.4/4
Show the worked solution ▾

Answer: B. 1/4

  1. Step 1: Find the recessive boxes: The recessive phenotype needs two lowercase alleles, aa. Only 1 of the 4 boxes is aa.
  2. Step 2: Divide by total boxes: P(aa) = 1 favorable box / 4 boxes = 1/4.

Why it's right: Only 1 of the 4 boxes is aa, so the probability of the recessive phenotype is 1/4.

Why the others miss:
  • A: 0/4 would mean aa never appears, but one box is aa.
  • C: 3/4 is the chance of the dominant phenotype, not the recessive one.
  • D: 4/4 would mean every offspring is recessive, but only one box is aa.

Aligned to NGSS SEP-4: read a genetic ratio as a probability · reading level ~grade 9

A fair coin is flipped twice. The two flips are independent. What is the probability of getting heads on both flips?

Reviewed
  1. A.1/1
  2. B.1/2
  3. C.1/4
  4. D.2/2
Show the worked solution ▾

Answer: C. 1/4

  1. Step 1: Chance of one head: A fair coin gives heads with probability 1/2 on each flip.
  2. Step 2: Multiply independent chances: Because the flips are independent, multiply: (1/2) times (1/2) = 1/4.

Why it's right: For independent events you multiply, so P(heads and heads) = (1/2) times (1/2) = 1/4.

Why the others miss:
  • A: 1/1 would mean two heads is certain, which it is not.
  • B: 1/2 is the chance of one head, not two heads in a row.
  • D: 2/2 equals 1, which would mean two heads always happens.

Aligned to Common Core HSS-CP.B.8: multiplication rule · reading level ~grade 9

Two carrier parents (each Aa) have a child. Using the 3:1 monohybrid pattern, what is the probability the child shows the dominant phenotype?

Reviewed
  1. A.1/4
  2. B.1/2
  3. C.2/3
  4. D.3/4
Show the worked solution ▾

Answer: D. 3/4

  1. Step 1: Count dominant boxes: In the Aa times Aa square the boxes are AA, Aa, Aa, aa. Three of the four have at least one dominant A.
  2. Step 2: Divide: P(dominant) = 3 favorable boxes / 4 boxes = 3/4.

Why it's right: Three of the four Punnett-square boxes carry a dominant allele, so P(dominant) = 3/4.

Why the others miss:
  • A: 1/4 is the chance of the recessive phenotype, not the dominant one.
  • B: 1/2 is not the ratio; three of four boxes are dominant, not two of four.
  • C: 2/3 ignores that there are 4 equally likely boxes, not 3.

Aligned to AP Bio SP 6: predict phenotype probability · reading level ~grade 9

Where you'd see this
  • A genetic counselor tells two carrier parents there is a 1/4 (25%) chance a child inherits the recessive condition and a 3/4 (75%) chance the child does not show it.
  • A student predicts a 3:1 ratio of tall to short pea plants before counting the real offspring in a lab.
  • A researcher multiplies the chance of two independent mutations to estimate how rare a double mutant should be.
Video library
Watch: outcomes over total outcomes
Example: Probability through counting outcomes | Precalculus | Khan Academy
Khan Academy · 2:09
Watch: 3:1 ratios and genetics probability
A Beginner's Guide to Punnett Squares
Bozeman Science · 12:15
Extension: independent events and the complement
Probability Part 1: Rules and Patterns: Crash Course Statistics #13
CrashCourse · 12:01
Guided notes

Fill these in as you work through the lesson.

Big idea: Probability turns 'how likely?' into a number from 0 to 1: count favorable outcomes over total outcomes, multiply chances for independent events, and use 1 minus P for the complement.
Key terms: write the meaning
  • Probability (a number from 0 to 1):  
  • Independent events (one does not change the other; multiply):  
  • Complement (1 minus the chance it happens):  
  • Monohybrid cross (Aa times Aa gives a 3:1 ratio):  
The rule

For equally likely outcomes, P(event) = favorable outcomes divided by   outcomes. For two   events, multiply their chances. The chance an event does not happen is   minus the chance it does.

Check yourself
  1. Write the probability of rolling a 3 on a die as a fraction, a decimal, and a percent. 
  2. In an Aa times Aa cross, how many of the 4 boxes are recessive, and what probability is that? 
  3. How do you turn an 'at least one' question into an easier 'none' question? 
Work one example

Two fair coins are flipped. Each has a 1/2 chance of heads, and the flips are independent, so P(both heads) = (1/2) times (1/2) = ____.

 
Illustrated glossary

The vocabulary of this topic, shown in the way you will meet it.

Probability
A number from 0 to 1 that tells how likely an event is: 0 means it never happens, 1 means it always happens, and 0.5 means it happens half the time.
A number line from 0 (never) to 1 (always), with 0.5 marked as an even chance in the middle
In context: A genetic counselor says the probability that two carrier parents have a child with the disease is 0.25, meaning about 1 in 4.
Outcome and event
An outcome is one possible result. An event is the outcome (or group of outcomes) you are asking about.
Six die faces numbered 1 to 6, with 2, 4, and 6 highlighted as the event roll an even number
In context: Rolling a die has six outcomes; the event 'roll an even number' is the group of outcomes 2, 4, and 6.
Independent events
Two events are independent when one happening does not change the chance of the other. For independent events, multiply their chances to get the chance both happen.
In context: A coin flip and a die roll are independent, so the chance of heads and then a 6 is (1/2) times (1/6).
Complement rule
The chance that an event does not happen equals 1 minus the chance that it does happen.
In context: If the chance a child has the recessive disease is 1/4, the chance the child does not is 1 minus 1/4, which is 3/4.
Monohybrid cross
A genetic cross that follows one gene with two alleles. Crossing two heterozygotes (Aa times Aa) gives a 3 to 1 ratio of dominant to recessive phenotypes.
In context: A monohybrid cross of two Aa pea plants predicts a 3:1 ratio, so a 3/4 chance any one offspring shows the dominant trait.