Math

Question Fertilizer boosts seed germination by 75%. Find probability that at most 4 out of 7 randomly selected seeds germinate.

Studdy Solution

STEP 1

Assumptions
1. The probability of a single seed germinating with the aid of the fertilizer is 75%75\% or 0.750.75.
2. The total number of seeds planted and randomly selected is 77.
3. "At most 4 germinate" means we are looking for the probability of 0,1,2,3,0, 1, 2, 3, or 44 seeds germinating.
4. The events are independent, and the number of successes in a fixed number of trials follows a binomial distribution.

STEP 2

The probability of exactly kk successes in nn trials in a binomial distribution is given by the formula:
P(X=k)=(nk)pk(1p)nkP(X = k) = \binom{n}{k} p^k (1-p)^{n-k}
where P(X=k)P(X = k) is the probability of kk successes, (nk)\binom{n}{k} is the binomial coefficient, pp is the probability of success on a single trial, and (1p)(1-p) is the probability of failure on a single trial.

STEP 3

First, calculate the probability of 00 seeds germinating using the binomial probability formula.
P(X=0)=(70)(0.75)0(10.75)70P(X = 0) = \binom{7}{0} (0.75)^0 (1-0.75)^{7-0}

STEP 4

Calculate the binomial coefficient and the probabilities.
P(X=0)=11(0.25)7P(X = 0) = 1 \cdot 1 \cdot (0.25)^7

STEP 5

Compute the probability of 00 seeds germinating.
P(X=0)=(0.25)7P(X = 0) = (0.25)^7

STEP 6

Calculate the probability of 11 seed germinating.
P(X=1)=(71)(0.75)1(10.75)71P(X = 1) = \binom{7}{1} (0.75)^1 (1-0.75)^{7-1}

STEP 7

Compute the binomial coefficient and the probabilities.
P(X=1)=70.75(0.25)6P(X = 1) = 7 \cdot 0.75 \cdot (0.25)^6

STEP 8

Calculate the probability of 22 seeds germinating.
P(X=2)=(72)(0.75)2(10.75)72P(X = 2) = \binom{7}{2} (0.75)^2 (1-0.75)^{7-2}

STEP 9

Compute the binomial coefficient and the probabilities.
P(X=2)=21(0.75)2(0.25)5P(X = 2) = 21 \cdot (0.75)^2 \cdot (0.25)^5

STEP 10

Calculate the probability of 33 seeds germinating.
P(X=3)=(73)(0.75)3(10.75)73P(X = 3) = \binom{7}{3} (0.75)^3 (1-0.75)^{7-3}

STEP 11

Compute the binomial coefficient and the probabilities.
P(X=3)=35(0.75)3(0.25)4P(X = 3) = 35 \cdot (0.75)^3 \cdot (0.25)^4

STEP 12

Calculate the probability of 44 seeds germinating.
P(X=4)=(74)(0.75)4(10.75)74P(X = 4) = \binom{7}{4} (0.75)^4 (1-0.75)^{7-4}

STEP 13

Compute the binomial coefficient and the probabilities.
P(X=4)=35(0.75)4(0.25)3P(X = 4) = 35 \cdot (0.75)^4 \cdot (0.25)^3

STEP 14

Now, add the probabilities of 0,1,2,3,0, 1, 2, 3, and 44 seeds germinating to find the total probability of at most 44 seeds germinating.
P(X4)=P(X=0)+P(X=1)+P(X=2)+P(X=3)+P(X=4)P(X \leq 4) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4)

STEP 15

Substitute the calculated probabilities into the equation.
P(X4)=(0.25)7+70.75(0.25)6+21(0.75)2(0.25)5+35(0.75)3(0.25)4+35(0.75)4(0.25)3P(X \leq 4) = (0.25)^7 + 7 \cdot 0.75 \cdot (0.25)^6 + 21 \cdot (0.75)^2 \cdot (0.25)^5 + 35 \cdot (0.75)^3 \cdot (0.25)^4 + 35 \cdot (0.75)^4 \cdot (0.25)^3

STEP 16

Calculate each term to at least four decimal places.
P(X4)0.0002+0.0073+0.0537+0.1780+0.2966P(X \leq 4) \approx 0.0002 + 0.0073 + 0.0537 + 0.1780 + 0.2966

STEP 17

Add the probabilities to find the total probability.
P(X4)0.0002+0.0073+0.0537+0.1780+0.2966P(X \leq 4) \approx 0.0002 + 0.0073 + 0.0537 + 0.1780 + 0.2966

STEP 18

Compute the sum.
P(X4)0.5358P(X \leq 4) \approx 0.5358

STEP 19

Round the answer to two decimal places as required by the problem.
P(X4)0.54P(X \leq 4) \approx 0.54
The probability that at most 4 of the 7 seeds germinate is approximately 0.540.54.

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