Math  /  Data & Statistics

Question2. (Section 6.3) [Testing Binomial Data]
You may want to begin this problem by writing down the definition of α]\alpha]. Suppose the null-hypothesis H0:p=0.7H_{0}: p=0.7 is tested against the alternative-hypothesis H1:p<0.7H_{1}: p<0.7 using a small sample size of n=7n=7. If the decision rule is to "Reject H0H_{0} if k3k \leq 3 ", then what is the test's level of significance α\alpha ?

Studdy Solution
Calculate the probability of observing k3 k \leq 3 under the null hypothesis H0:p=0.7 H_0: p = 0.7 .
The random variable X X follows a binomial distribution XBinomial(n=7,p=0.7) X \sim \text{Binomial}(n=7, p=0.7) .
Calculate:
α=P(X3)=P(X=0)+P(X=1)+P(X=2)+P(X=3) \alpha = P(X \leq 3) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3)
Use the binomial probability formula:
P(X=k)=(nk)pk(1p)nk P(X = k) = \binom{n}{k} p^k (1-p)^{n-k}
Calculate each probability:
P(X=0)=(70)(0.7)0(0.3)7=1×1×0.0002187=0.0002187 P(X = 0) = \binom{7}{0} (0.7)^0 (0.3)^7 = 1 \times 1 \times 0.0002187 = 0.0002187
P(X=1)=(71)(0.7)1(0.3)6=7×0.7×0.000729=0.0035745 P(X = 1) = \binom{7}{1} (0.7)^1 (0.3)^6 = 7 \times 0.7 \times 0.000729 = 0.0035745
P(X=2)=(72)(0.7)2(0.3)5=21×0.49×0.00243=0.0245027 P(X = 2) = \binom{7}{2} (0.7)^2 (0.3)^5 = 21 \times 0.49 \times 0.00243 = 0.0245027
P(X=3)=(73)(0.7)3(0.3)4=35×0.343×0.0081=0.0972405 P(X = 3) = \binom{7}{3} (0.7)^3 (0.3)^4 = 35 \times 0.343 \times 0.0081 = 0.0972405
Sum these probabilities:
α=0.0002187+0.0035745+0.0245027+0.0972405=0.1255364 \alpha = 0.0002187 + 0.0035745 + 0.0245027 + 0.0972405 = 0.1255364
The test's level of significance α\alpha is:
0.1255 \boxed{0.1255}

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