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You are given data from a Student Self-efficacy Survey which includes composite variables of Math Self-efficacy and Student Class Effort. Using this dataset: Conduct a
You are given data from a Student Self-efficacy Survey which includes composite variables of Math Self-efficacy and Student Class Effort. Using this dataset:
- Conduct a regression analysis to predict Math Self-efficacy (Y) from Student Class Effort (X) and show the regression output table. (2 points)
- Interpret the results, address the multiple correlation coefficient (R), coefficient of determination (R-squared), and the significance level (p-value). (3 points)
GENDER | SES | MATH SELF-EFFICACY | CLASS EFFORT |
Male | -0.66 | -0.90 | -1.27 |
Male | -0.53 | -1.08 | -1.34 |
Male | 1.16 | 0.36 | -0.46 |
Female | -0.50 | -0.63 | -0.92 |
Male | -0.97 | 1.77 | 1.70 |
Female | -0.84 | 1.29 | 0.69 |
Female | -0.82 | -0.87 | 0.33 |
Female | -0.09 | -0.13 | 1.45 |
Female | 0.21 | 0.76 | 0.33 |
Female | 0.65 | 1.77 | 0.24 |
Male | -0.19 | 0.82 | -1.34 |
Male | 0.18 | 0.25 | -0.59 |
Female | -0.70 | -0.63 | -1.05 |
Female | -0.60 | 0.10 | 0.03 |
Female | -0.54 | -1.57 | -1.05 |
Male | -0.33 | 1.77 | -2.20 |
Male | 0.41 | -0.63 | -1.05 |
Female | -0.24 | -1.57 | -0.83 |
Male | -1.19 | -0.93 | -2.42 |
Male | -1.01 | 1.77 | 0.33 |
Male | -0.54 | 1.77 | 1.18 |
Male | -0.40 | 0.36 | -0.35 |
Male | -0.31 | -0.63 | -1.05 |
Male | -0.23 | -0.63 | 0.33 |
Male | -0.19 | -0.12 | -0.19 |
Male | -0.08 | 1.02 | 0.62 |
Male | -0.06 | -0.61 | -0.50 |
Male | -0.03 | -1.36 | -0.52 |
Male | 0.08 | -0.63 | -1.05 |
Male | 0.18 | 1.52 | 1.41 |
Male | 0.64 | 0.85 | 0.89 |
Male | 0.72 | -0.37 | -0.76 |
Male | 0.81 | -0.17 | -0.50 |
Male | 0.99 | -1.83 | -2.42 |
Male | 1.38 | 0.13 | 1.11 |
Male | 1.40 | 1.02 | -0.29 |
Male | 1.64 | 0.57 | 0.33 |
Female | -0.64 | -0.63 | 0.80 |
Female | -0.54 | 1.53 | -1.34 |
Female | -0.52 | -0.43 | 0.55 |
Female | -0.36 | 0.13 | 0.33 |
Female | -0.33 | -0.63 | -0.26 |
Female | -0.22 | 1.05 | -0.95 |
Female | -0.14 | 1.77 | 0.85 |
Female | 0.04 | 0.13 | -0.54 |
Female | 0.10 | 1.30 | 1.41 |
Female | 0.78 | 0.12 | 1.70 |
Female | 1.16 | 0.82 | 1.16 |
Female | 1.22 | -0.63 | 0.03 |
Male | 1.38 | 0.13 | 1.11 |
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