•In general, how is a multiple linear regression model used to predict the response variable using predictor variables? •What is the equation for your model? •What are the results of the overall F-test? Summarize all important steps of this hypothesis test. This includes: a. Null Hypothesis (statistical notation and its description in words) b. Alternative Hypothesis (statistical notation and its description in words) C. Level of Significance d. Report the test statistic and the P-value.

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•In general, how is a multiple linear regression model used to predict the response variable using predictor variables? •What is the equation for your model? •What are the results of the overall F-test? Summarize all important steps of this hypothesis test. This includes: a. Null Hypothesis (statistical notation and its description in words) b. Alternative Hypothesis (statistical notation and its description in words) C. Level of Significance d. Report the test statistic and the P-value.
Dep. Variable:
Model:
Method:
Date:
Time:
No. Observations:
Df Residuals:
Df Model:
Covariance Type:
Intercept
avg_elo_n
avg_pts
avg_pts_differential
avg_elo_differential
Omnibus:
Prob (Omnibus):
Skew:
Kurtosis:
OLS Regression Results
R-squared:
Adj. R-squared:
Prob (F-statistic):
total_wins
OLS
Least Squares
Fri, 13 Oct 2023
09:45:02
nonrobust
coef
34.5753
-0.0134
0.2597
1.6206
0.0525
F-statistic:
Log-Likelihood:
618
AIC:
613 BIC:
4
std err
25.867
0.017
0.043
0.135
0.018
t
1.337
-0.769
6.070
12.024
2.915
193.608
0.000
-1.503 Prob (JB):
6.769
Cond. No.
Durbin-Watson:
Jarque-Bera (JB):
P>|t|
0.182
0.442
0.000
0.000
0.004
0.878
0.877
1102.
3.07e-278
-1815.5
3641.
3663.
[0.025
-16.223
-0.048
0.176
1.356
0.017
0.979
598.416
1.14e-130
2.11e+05
0.975]
85.373
0.021
0.344
1.885
0.088
Transcribed Image Text:Dep. Variable: Model: Method: Date: Time: No. Observations: Df Residuals: Df Model: Covariance Type: Intercept avg_elo_n avg_pts avg_pts_differential avg_elo_differential Omnibus: Prob (Omnibus): Skew: Kurtosis: OLS Regression Results R-squared: Adj. R-squared: Prob (F-statistic): total_wins OLS Least Squares Fri, 13 Oct 2023 09:45:02 nonrobust coef 34.5753 -0.0134 0.2597 1.6206 0.0525 F-statistic: Log-Likelihood: 618 AIC: 613 BIC: 4 std err 25.867 0.017 0.043 0.135 0.018 t 1.337 -0.769 6.070 12.024 2.915 193.608 0.000 -1.503 Prob (JB): 6.769 Cond. No. Durbin-Watson: Jarque-Bera (JB): P>|t| 0.182 0.442 0.000 0.000 0.004 0.878 0.877 1102. 3.07e-278 -1815.5 3641. 3663. [0.025 -16.223 -0.048 0.176 1.356 0.017 0.979 598.416 1.14e-130 2.11e+05 0.975] 85.373 0.021 0.344 1.885 0.088
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