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SASInstitute A00-240 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Analysis of Variance (ANOVA)10%- Assess ANOVA assumptions
- Perform post-hoc tests
- Use PROC GLM for ANOVA
- Analyze factor interactions
Topic 2: Prepare Inputs for Predictive Modeling20%- Identify data preparation challenges
- Transform categorical variables
- Screen variables with CORR procedure and empirical logit plots
- Manipulate data using DATA step
Topic 3: Measure and Evaluate Model Performance25%- Validate models with training/validation data
- Create and interpret ROC, lift, and gains charts
- Determine optimal decision cut-off values
- Apply honest assessment principles
- Use confusion matrices and classification metrics
Topic 4: Logistic Regression25%- Interpret odds ratios and model coefficients
- Score new datasets with LOGISTIC and PLM
- Select and optimize input variables
- Build models using PROC LOGISTIC
Topic 5: Linear Regression20%- Fit multiple linear regression models
- Conduct residual and diagnostic analysis
- Interpret REG, GLM, and PLM procedure output
- Perform model selection with GLMSELECT

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SASInstitute SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling Credential Sample Questions (Q78-Q83):

NEW QUESTION # 78
Which statistic, calculated from a validation sample, can help decide which model to use for prediction of a binary target variable?

Answer: A


NEW QUESTION # 79
In order to perform honest assessment on a predictive model, what is an acceptable division between training, validation, and testing data?

Answer: A


NEW QUESTION # 80
After performing an ANOVA test, an analyst has determined that a significant effect exists due to income. The analyst wants to compare each Income to all others and wants to control for experimentwise error.
Which GLM procedure statement would provide the most appropriate output?

Answer: B


NEW QUESTION # 81
Given the following LOGISTIC procedure:

What is the difference between the datasets OUTFILEJ and OUTFILE_2?

Answer: C


NEW QUESTION # 82
Refer to the ROC curve:

As you move along the curve, what changes?

Answer: A


NEW QUESTION # 83
......

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