Math Problem Statement

if a sample has 20 observations and a 95% confidence est for a pop is needed. tell me the t- multiple

Solution

To find the t-multiple for a 95% confidence interval when the sample has 20 observations, you need to use the Student's t-distribution.

Here's the breakdown:

  1. Degrees of freedom (df): For a sample of 20 observations, the degrees of freedom are:

    df=n1=201=19df = n - 1 = 20 - 1 = 19

  2. Confidence level: 95% confidence means that the remaining 5% is split between both tails of the distribution (2.5% in each tail). Hence, you are looking for the critical value that corresponds to the 97.5th percentile of the t-distribution (to cover 95% in the center).

  3. t-multiple: Looking up the t-distribution table or using a calculator for df=19df = 19 and a 95% confidence level gives a t-multiple of approximately:

    t0.025,192.093t_{0.025, 19} \approx 2.093

Thus, the t-multiple is approximately 2.093.

Would you like further details on the computation, or how to use this value?

Related Questions

  1. How do you construct a confidence interval using the t-multiple?
  2. What if the sample size was larger—how does it affect the t-multiple?
  3. How does a 99% confidence interval change the t-multiple?
  4. Why do we use the t-distribution instead of the normal distribution for small samples?
  5. What is the difference between a one-tailed and two-tailed confidence interval?

Tip:

For samples larger than 30, the t-distribution begins to approximate the normal distribution, and the t-multiple converges to the z-score (like 1.96 for 95% confidence).

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Math Problem Analysis

Mathematical Concepts

Statistics
Confidence Interval
Student's t-distribution

Formulas

Degrees of freedom: df = n - 1
Critical value from the t-distribution table: t_{α/2, df}
t-multiple for confidence interval

Theorems

Student's t-distribution

Suitable Grade Level

College-Level Statistics