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STA 282 Introduction to Statistics

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1 STA 282 Introduction to Statistics
Recapping ANOVA and Regression 18-Sep-18

2 Recapping ANOVA Comparing Models
Simple: Compare a BEFORE and AFTER Model Could use t-Test or ANOVA. We used ANOVA for practice. Multiple: Compare 3 or more models ANOVA must be used. 18-Sep-18

3 Recapping ANOVA State the Null Hypothesis
There is NO significant difference between models. Interpreting ANOVA Statistics F-Value to F-Critical If F-Value > F-Critical, then REJECT Null Hypothesis If F-Value <= F-Critical, then FAIL to REJECT Null Hypothesis 18-Sep-18

4 Recapping Regression Regression Analysis
Simple: One Dependent & one Independent Variable Multiple: One Dependent & 2 or more Independent Variables 18-Sep-18

5 Recapping Regression State the Null Hypothesis
There is NO significant relationship between variables. Interpreting Regression Statistics: ANOVA’s Significance-F: If Sig-F <= 0.05, then REJECT Null Hypothesis If Sig-F > 0.05, then FAIL to REJECT Null Hypothesis ANOVA’s F-value and F-critical: If F > F-critical, then REJECT Null Hypothesis If F <= F-critical, then FAIL to REJECT Null Hypothesis 18-Sep-18

6 Say It Again, Sam Restating the Null Hypothesis t-Test and ANOVA
Generalized: “There is NO significant difference between models.” Specific: “There is NO significant difference between the BEFORE and the AFTER Models.” 18-Sep-18

7 Say It Again, Sam Restating the Null Hypothesis Regression Analysis
Generalized: “There is NO significant relationship between variables.” Specific: “There is NO significant relationship between girls’ attitudes and boys’ attitudes about shopping.” 18-Sep-18

8 How is it said? Interpreting the Statistics: t-Test and ANOVA
“Because we REJECT the Null Hypothesis, we conclude that these is a significant difference between models.” “Because we FAIL to REJECT the Null Hypothesis, we conclude that there is no significant difference between models.” 18-Sep-18

9 How is it said? Interpreting the Statistics: Regression Analysis
“Because we REJECT the Null Hypothesis, we conclude that these is a significant relationship between variables.” “Because we FAIL to REJECT the Null Hypothesis, we conclude that there is no significant relationship between variables.” 18-Sep-18

10 More About Regression A Tool For Prediction
The Regression Equation (derived from the Dependent Variable and Coefficients Table) can be used to calculate Dependent-Variable values that do not appear in the input-data table: If GPA = *SAT, then all possible SAT values would predict a corresponding GPA value. 18-Sep-18

11 More About Regression A Tool For Prediction
Regression Analysis is the basis of a Forecasting Technique to predict future values based on historical data. Forecasting is simple regression analysis where the single Independent variable is TIME and a single Dependent variable. 18-Sep-18

12 STA 282 Introduction to Statistics
Recapping ANOVA and Regression 18-Sep-18


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