Statistics Summary Notes
Study Time for UNF Students
Point Estimate for Average Study Time
- Notation: ( \bar{x} )
- Value: 9.3 hours
90% Confidence Interval Calculation
- Sample Size (n): 70
- Sample Mean (( \bar{x} )): 9.3 hours
- Standard Deviation (s): 2.7 hours
- Find the critical value (z) for 90% confidence:
- Using z-table, ( z \approx 1.645 )
- Calculate the Standard Error (SE):
- ( SE = \frac{s}{\sqrt{n}} = \frac{2.7}{\sqrt{70}} \approx 0.323 )
- Margin of Error (ME):
- ( ME = z \times SE = 1.645 \times 0.323 \approx 0.531 )
- Confidence Interval:
- Lower limit: ( \bar{x} - ME = 9.3 - 0.531 = 8.769 )
- Upper limit: ( \bar{x} + ME = 9.3 + 0.531 = 9.831 )
- Final Confidence Interval: ( (8.769, 9.831) ) hours
Plausibility of Average Study Time being 5.8 hours
- Since 5.8 hours is outside the confidence interval of (8.769, 9.831), it is not plausible that the average study time is 5.8 hours.
Proportion of American Households with Dogs
Point Estimate for Proportion of Households with Dogs
- Notation: ( \hat{p} )
- Value: ( \hat{p} = \frac{184}{400} = 0.46 )
95% Confidence Interval Calculation
- Sample Size (n): 400
- Sample Proportion (( \hat{p} )): 0.46
- Standard Error (SE):
- ( SE = \sqrt{\frac{\hat{p}(1 - \hat{p})}{n}} = \sqrt{\frac{0.46 \times (1 - 0.46)}{400}} \approx 0.025 )
- Critical value (z) for 95% confidence: ( z \approx 1.96 )
- Margin of Error (ME):
- ( ME = z \times SE = 1.96 \times 0.025 \approx 0.049 )
- Confidence Interval:
- Lower limit: ( \hat{p} - ME = 0.46 - 0.049 = 0.411 )
- Upper limit: ( \hat{p} + ME = 0.46 + 0.049 = 0.509 )
- Final Confidence Interval: ( (0.411, 0.509) )
Margin of Error Calculation
- Value: 0.049
Plausibility of Proportion being 0.45
- 0.45 falls within the confidence interval of (0.411, 0.509), so it is plausible that the proportion of all American households that have a dog is 0.45.
Tensile Strength of Thread
Point Estimate for Population Mean Tensile Strength
- Notation: ( \bar{x} )
- Calculate the mean of the sample:
- Sample data: 92.7, 91.1, 89.9, 93.3, 94.1, 91.4, 89.6, 91.8
- ( \bar{x} = \frac{92.7 + 91.1 + 89.9 + 93.3 + 94.1 + 91.4 + 89.6 + 91.8}{8} = 91.63 ) kg
99% Confidence Interval Calculation
- Sample Size (n): 8
- Sample Mean (( \bar{x} )): 91.63 kg
- Known Standard Deviation (( \sigma )): 3.12 kg
- Critical value (z) for 99% confidence: ( z \approx 2.576 )
- Standard Error (SE):
- ( SE = \frac{\sigma}{\sqrt{n}} = \frac{3.12}{\sqrt{8}} \approx 1.101 )
- Margin of Error (ME):
- ( ME = z \times SE = 2.576 \times 1.101 \approx 2.834 )
- Confidence Interval:
- Lower limit: ( \bar{x} - ME = 91.63 - 2.834 = 88.796 )
- Upper limit: ( \bar{x} + ME = 91.63 + 2.834 = 94.464 )
- Final Confidence Interval: ( (88.796, 94.464) ) kg
Plausibility of Population Mean Tensile Strength being 91.6 kg
- 91.6 kg falls within the confidence interval of (88.796, 94.464), so it is plausible that the population mean tensile strength is 91.6 kg.