Rajesh calculated 95% confidence level. What does he mean by that?
(A) He can be 95% confident that his sample will include the population parameter.
(B) He can be 95% confused that his sample will include the population parameter.
(C) He can be 5% confident that his sample will not include the population parameter.
(D) He can be 5% confident that his sample will include the population parameter.
Choose the correct answer from the options given below:
Rajesh calculated 95% confidence level. What does he mean by that?
(A) He can be 95% confident that his sample will include the population parameter.
(B) He can be 95% confused that his sample will include the population parameter.
(C) He can be 5% confident that his sample will not include the population parameter.
(D) He can be 5% confident that his sample will include the population parameter.
Choose the correct answer from the options given below:
Solution
When Rajesh says he has a 95% confidence level, this means he is 95% confident that the calculated confidence interval (the range from the sample) captures the true population parameter.
Examining option (A): "He can be 95% confident that his sample will include the population parameter."
This statement is correct. A 95% confidence level means there is a 95% probability that the confidence interval calculated from the sample contains the true population parameter.
Examining option (B): "He can be 95% confused that his sample will include the population parameter."
This statement is incorrect. The term "confused" has no mathematical meaning in statistics. The correct term is "confident."
Examining option (C): "He can be 5% confident that his sample will not include the population parameter."
This statement is correct. If there is 95% confidence that the interval will include the parameter, then there is confidence that it will not include it. This represents the complement of statement (A).
Examining option (D): "He can be 5% confident that his sample will include the population parameter."
This statement is incorrect. This contradicts the 95% confidence level stated. The confidence that the interval includes the parameter is 95%, not 5%.
Statements (A) and (C) are both correct, as they represent complementary probabilities:
Therefore, the answer is: Options (A) and (C)
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