Confidence Intervals
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Questions and Answers

What does a point estimate indicate about a population parameter?

  • It provides the exact value of the population mean.
  • It confirms that prior data is irrelevant to the population mean.
  • It serves as an approximation of the population mean. (correct)
  • It reflects the uncertainty associated with the estimate.

Why are confidence intervals considered more informative than point estimates?

  • They provide a range where the true mean is likely to fall. (correct)
  • They require weighing all population members before calculations.
  • They eliminate any uncertainty regarding the population mean.
  • They are easier to calculate than point estimates.

What is the proper interpretation of a 95% confidence interval?

  • 95% of all possible confidence intervals will contain the population mean. (correct)
  • The sample mean must be exactly equal to the population mean.
  • There is a 95% chance the population mean is within the interval.
  • Confidence intervals are fixed and do not vary across samples.

How does prior information about sample means influence confidence intervals?

<p>It can invalidate the confidence interval's relevance. (C)</p> Signup and view all the answers

What does the notation 72.85 < μ < 107.15 represent in a confidence interval?

<p>It delineates a range for the population mean with 95% confidence. (D)</p> Signup and view all the answers

What is the consequence if a confidence interval does not account for prior studies indicating higher means?

<p>The confidence interval could be misleading. (D)</p> Signup and view all the answers

Which of the following defines the purpose of a confidence interval?

<p>To indicate a range where the population mean is likely found. (D)</p> Signup and view all the answers

What percentage of confidence intervals is expected to NOT contain the population mean at a 95% confidence level?

<p>5% (C)</p> Signup and view all the answers

What is a potential limitation of relying solely on confidence intervals?

<p>They may not represent the population well if no prior data is considered. (D)</p> Signup and view all the answers

Which scenario suggests that a 95% confidence interval may not be reliable?

<p>When previous studies indicate a mean above the upper interval limit. (A)</p> Signup and view all the answers

What is one key characteristic of the standard method of computing confidence intervals?

<p>Each interval is contiguous. (B)</p> Signup and view all the answers

How is the standard error of the mean calculated if the population standard deviation is known?

<p>It is the population standard deviation divided by the square root of the sample size. (B)</p> Signup and view all the answers

What conditions warrant the use of the t distribution instead of the normal distribution?

<p>When the sample size is small and the population variance is estimated. (B)</p> Signup and view all the answers

What is the formula used to compute a 95% confidence interval for the mean?

<p>Lower limit = M - Z.95 * σM; Upper limit = M + Z.95 * σM. (D)</p> Signup and view all the answers

What value of Z is typically used to determine the limits of a 95% confidence interval in a normal distribution?

<p>1.96 (A)</p> Signup and view all the answers

What does the term 'leptokurtic' describe in relation to the t distribution?

<p>It has a shape that is more peaked than the normal distribution. (D)</p> Signup and view all the answers

When using the normal distribution with a sample size of 100 or above, what can be said about the t distribution?

<p>It becomes similar to the standard normal distribution. (D)</p> Signup and view all the answers

What must be true in order to compute a confidence interval for a population mean?

<p>Sample data must be normally distributed. (C)</p> Signup and view all the answers

If a researcher intends to calculate a 99% confidence interval, what is the corresponding value of Z used?

<p>2.58 (B)</p> Signup and view all the answers

What is the lower limit of the 95% confidence interval for the mean difference score?

<p>14.17 (C)</p> Signup and view all the answers

What is the critical value of t used in the computation for the 95% confidence interval for this data?

<p>2.013 (D)</p> Signup and view all the answers

What does the standard error of the mean represent in this context?

<p>The measure of variability in the sample mean estimate. (B)</p> Signup and view all the answers

What is the upper limit of the 95% confidence interval for the mean difference score?

<p>18.56 (A)</p> Signup and view all the answers

If the sample mean (M) is 16.362, what does the term 'sM' refer to in the 95% confidence interval formula?

<p>The estimated standard error of the mean. (B)</p> Signup and view all the answers

In the analysis of the Stroop data, how many subjects were recorded for the color-naming task?

<p>47 (B)</p> Signup and view all the answers

What is the calculated standard deviation of the mean time difference for the 47 subjects?

<p>7.470 (B)</p> Signup and view all the answers

How is the term 'interference effect' defined in the context of this analysis?

<p>The effect of naming ink colors that conflict with the written word. (A)</p> Signup and view all the answers

What is the formula used to compute the confidence interval?

<p>Lower limit = M - (tCL)(sM); Upper limit = M + (tCL)(sM) (B)</p> Signup and view all the answers

In the given example, what was the mean time difference for all subjects?

<p>16.362 seconds (C)</p> Signup and view all the answers

Study Notes

Point Estimates

  • A point estimate is a single value used to estimate a population parameter
  • It doesn't reveal the uncertainty associated with the estimate

Confidence Intervals

  • A confidence interval provides more information than a point estimate
  • They capture the uncertainty associated with the estimate
  • A 95% confidence interval means that 95% of the time, the interval will contain the true population mean.

Confidence Interval of the Mean: Population Standard Deviation Known

  • Confidence intervals can be computed for various parameters, not just the mean
  • Confidence intervals can be constructed by working backward from the population mean
  • Formula for the 95% confidence interval for the mean with a known population standard deviation:
    • Lower limit = M - Z.95σm
    • Upper limit = M + Z.95σm

Confidence Interval of the Mean: Population Standard Deviation Unknown

  • Use the t-distribution when the variance is not known
  • Use the t-distribution when the sample size is small
  • Formula for the 95% confidence interval for the mean when the standard deviation is unknown:
    • Lower limit = M - (tCL)(sM)
    • Upper limit = M + (tCL)(sM)

Stroop Effect Confidence Interval

  • The Stroop effect is the interference that occurs when naming the color of ink that words are written in, when the words are color names
  • The confidence interval of the mean for the Stroop effect difference score was computed using the t-distribution
  • Confidence interval for the difference between the interference and color-naming conditions:
    • Lower limit = 14.17
    • Upper limit = 18.56

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