In: Statistics and Probability
In what follows use any of the following tests/procedures: Regression, confidence intervals, one-sided t-test, or two-sided t-test. All the procedures should be done with 5% P-value or 95% confidence interval.
Open Brain data. SETUP: It is believed that the person whose brain has larger surface area (i.e. TOTSA: Total Surface Area) that the person will have the larger brain volume as well. Given the data your job is to confirm or disprove this assertion.
1. What test/procedure did you perform?
2. What is the P-value/margin of error?
3. Statistical interpretation
4. Conclusion
paste content below in a text document and then open the text document with excel
CCMIDSA: Corpus Collasum Surface Area (cm2) FIQ: Full-Scale IQ HC: Head Circumference (cm) ORDER: Birth Order PAIR: Pair ID (Genotype) SEX: Sex (1=Male 2=Female) TOTSA: Total Surface Area (cm2) TOTVOL: Total Brain Volume (cm3) WEIGHT: Body Weight (kg) 8.42 96 57.2 1 6 1 1806.31 1079 61.236 7.44 88 57.2 1 7 1 2018.92 1104 79.38 6.84 85 57.2 1 8 1 2154.67 1439 99.792 6.48 97 57.2 1 9 1 1767.56 1029 81.648 6.43 124 58.5 1 10 1 1971.63 1160 72.576 7.62 101 57.2 2 6 1 1689.6 1173 61.236 6.03 93 57.2 2 7 1 2136.37 1067 83.916 6.59 94 55.8 2 8 1 1966.81 1347 97.524 7.52 114 56.5 2 9 1 1827.92 1100 88.452 7.67 113 59.2 2 10 1 1773.83 1204 79.38 6.08 96 54.7 1 1 2 1913.88 1005 57.607 5.73 87 53 1 2 2 1902.36 1035 64.184 6.22 101 57.8 1 3 2 2264.25 1281 63.958 5.8 103 56.6 1 4 2 1866.99 1051 133.358 7.99 127 53.1 1 5 2 1743.04 1034 62.143 7.99 89 54.2 2 1 2 1684.89 963 58.968 8.76 87 52.9 2 2 2 1860.24 1027 58.514 6.32 103 56.9 2 3 2 2216.4 1272 61.69 6.32 96 55.3 2 4 2 1850.64 1079 107.503 7.6 126 54.8 2 5 2 1709.3 1070 83.009
1)
Answer: C. Regression
Explanation: Since we want test whether the larger brain surface are is positively correlated with the larger brain volume such that person whose brain has larger surface area will have the larger brain volume as well, the regression analysis will be used.
2)
Answer: b. 0.005070081
Explanation:
The regression analysis is done in excel by following steps
Step 1: Write the data values in excel. The screenshot is shown below,
Step 2: DATA > Data Analysis > Regression > OK. The screenshot is shown below,
Step 3: Select Input Y Range: 'TOTVOL' column, Input X Range: 'TOTSA' column then OK. The screenshot is shown below,
The result is obtained. The screenshot is shown below,
The hypothesis is tested by calculating t-value and corresponding p-value for the estimated slope in regression model as shown below,
Null Hypothesis:
Alternate Hypothesis:
The P-value is obtained in regression analysis
P-value | |
TOTSA: Total Surface Area (cm2) | 0.00507 |
3)
Answer: c. Since P-value is very small we are confident that the slope of regression line is not zero.
Explanation:
Since the P-value = 0.00507 < 0.05 at 5% significant level, the null hypothesis is not rejected hence there is sufficient evidence that slope slope of regression line is not zero.
4)
Conclusion: a. Yes, I am confident that the above assertion is correct.