Question

In: Statistics and Probability

Suppose that researchers study a sample of 50 people and find that 10 are left-handed. (a)...

Suppose that researchers study a sample of 50 people and find that 10 are left-handed.

(a) Find a 95% confidence interval for the population proportion that is left-handed.

(b) What would the confidence interval be if the researchers used the Wilson value ~p instead?

(c) Suppose that an investigator tests the null hypothesis that the population proportion is 18% against the alternative that it is less than that. If = 0:05 then nd the critical value ^pc. Using ^p as the sample estimate, would the investigator reject the null?

(d) Suppose that researchers are using this critical value but, unbeknownst to them, the true, population proportion is 0.16. Find the power of the test.

Solutions

Expert Solution

a)

p^ +- z* sqrt(p^q^/n)

Population PROPORTION Confidence Interval
number of success 10
sample size = 50
sample proportion = 0.2
confidence level = 95%
Number of Decimals in Results = 4
standard error = 0.0566
Critical z-value = 1.959964
Confidence Interval = 0.2 +/- 0.110872305947974
= ( 0.089127694052026, 0.310872305947974)
( 0.0891, 0.3109)
We are 95% confident the true population proportion is between 0.0891 and 0.3109.

b)

c)

Population PROPORTION Hypothesis Test
X 10
n = sample size = 50
phat = sample proportion = 0.2000
α = alpha = 0.05
Step 1: State Ho and Ha
Population parameter comparison value? 0.18
Is this a LEFT, RIGHT or TWO tailed test? LEFT-tailed
Null Hypothesis: Ho: p ≥ 0.18
Alternate Hypothesis: Ha: p < 0.18
Step 2: State Decision Criteria; Find Critical Values
Reject Ho if z < -1.645
or Reject Ho if p-value < α = 0.05
Step 3: Calculate Test Statistic
Test statistic = z = 0.368105087
p-value = 0.643602561
Step 4: Make Decision
Do not reject Ho
Do not reject Ho since p-value (0.6436) IS NOT less than α, alpha, = 0.05.
Also, Do not reject Ho since the Test statistic (0.36811) does not meet the rejection criteria in STEP 2.
Step 5: Summarize Decision
There is NOT sufficient statistical evidence to reject Ho.

d)

power = reject the null when null is false

= P(p^ < 0.18 - 1.645* sqrt(0.18*0.82/50) | p = 0.16)

= P(p^ < 0.0906 | p = 0.16)

= P(Z < (0.0906 - 0.16)/sqrt(0.16*0.84/50))

= P(Z < -1.3385 )

= 0.0904

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