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SAS Statistical Business Analysis SAS9: Regression and Model
SAS Statistical Business Analysis Using SAS 9-Regression and Modeling.">A00-240.v5-2.2016-02-06.1e.65q.exam 3.49 Mb Feb 09, 2016 SAS Statistical Business Analysis Using SAS 9-Regression and Modeling.">A00-240.v5-2.2015-11-17.1e.65q.exam 3.41 Mb Nov 20, 2015Article by ArticleForge
A. 2 b. 0 c. 6 d. 4 answer: a question no: 132 the
Unformatted text preview: A. 2 B. 0 C. 6 D. 4 Answer: A QUESTION NO: 132 The SAS data set EMPLOYEE_INFO is listed below: SAS Institute A00-201: Practice Exam "Pass Any Exam. Any Time." - .actualtestsm 76 A c t u a l T e s t s . c o m The following SAS program is submitted: proc sort data = employee_info; <insert BY statement here> run; Which one of the following BY statements completes the program and sorts the data sequentially by ascending expense values within each ascending IDNUMBER value? A. by IDNumber Expenses; B. by Expenses IDNumber; C. by ascending IDNumber ascending Expenses; D. by ascending (IDNumber Expenses); Answer: A QUESTION NO: 133 The following SAS program is submitted and reads 100 records from a raw data file: data work.total; infile 'file-specification' end = eof; input name $ salary; totsal + salary; <insert IF statement here> run; Which one of the following IF statements writes the last observation to the output data set? A. if end = 1; B. if eof = 1; C. if end = 0; D. if eof = 0; Answer: B SAS Institute A00-201: Practice Exam "Pass Any Exam. Any Time." - .actualtestsm 77 A c t u a l T e s t s . c o m QUESTION NO: 134 The following SAS program is submitted: <insert ODS statement here> proc means data = sasuser.shoes; where product in ('Sandal' , 'Slipper' , 'Boot'); run; Which one of the following ODS statements completes the program and sends the report to an HTML file? A. ods html = 'sales.html'; B. ods file html = 'sales.html'; C. ods file = 'sales.html'; D. ods html file = 'sales.html'; Answer: D QUESTION NO: 135 The following SAS program is submitted: data _null_; set old (keep = prod sales1 sales2); file 'file-specification'; put sales1 sales2; run; Which one of the following default delimiters separates the fields in the raw data file created? A. (space) B. : (colon) C. , (comma) D. ; (semicolon) Answer: A QUESTION NO: 136 The following SAS program is submitted: SAS Institute A00-201: Practice Exam "Pass Any Exam. Any Time." - .actualtestsm 78 A c t u a l T e s t s . c o m proc means data = sasuser.houses std mean max; var sqfeet; run; Which one of the following is needed to display the standard deviation with only two decimal places? A. Add the option FORMAT = 7.2 option to the MEANS procedure statement. B. Add the option MAXDEC = 2 to the MEANS procedure statement. C. Add the statement MAXDEC = 7.2; in the MEANS procedure step. D. Add the statement FORMAT STD 7.2; in the MEANS procedure step. Answer: B QUESTION NO: 137 The SAS data set EMPLOYEE_INFO is listed below: The following SAS program is submitted: proc sort data = employee_info; <insert BY statement here> run; Which one of the following BY statements completes the program and sorts the data sequentially by descending expense values within each descending IDNUMBER value? A. by IDNumber descending Expenses descending; B. by descending IDNumber descending Expenses; C. by (IDNumber Expenses) descending; D. by descending IDNumber Expenses; Answer: B QUESTION NO: 138 SAS Institute A00-201: Practice Exam "Pass Any Exam. Any Time." - .actualtestsm 79 A c t u a l T e s t s . c o m The SAS data set SASUSER.HOUSES contains a variable PRICE which has been assigned a permanent label of "Asking Price"....View Full Document
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SAS Global Certification program
Candidates who earn this credential will have earned a passing score on the SAS Statistical Business Analysis Using SAS 9: Regression and Modeling exam. This exam is administered by SAS and Pearson VUE.
60 scored multiple-choice and short-answer questions (must achieve score of 68% correct to pass)
In addition to the 60 scored items, there may be up to 5 unscored items.
2 hours to complete exam
Use exam ID ">A00-240; required when registering with Pearson VUE.
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Exam topics include:
ANOVA - 10%
Verify the assumptions of ANOVA
Explain the central limit theorem and when it must be applied
Examine the distribution of continuous variables (histogram, box-whisker, Q-Q plots)
Describe the effect of skewness on the normal distribution
Define H0, H1, Type III error, statistical power, p-value
Describe the effect of sample size on p-value and power
Interpret the results of hypothesis testing
Interpret histograms and normal probability charts
Draw conclusions about your data from histogram, box-whisker, and Q-Q plots
Identify the kinds of problems may be present in the data: (biased sample, outliers, extreme values)
For a given experiment, verify that the observations are independent
For a given experiment, verify the errors are normally distributed
Use the UNIVARIATE procedure to examine residuals
For a given experiment, verify all groups have equal response variance
Use the HOVTEST option of MEANS statement in PROC GLM to asses response variance
Analyze differences between population means using the GLM and TTEST procedures
Use the GLM Procedure to perform ANOVA
Evaluate the null hypothesis using the output of the GLM procedure
Interpret the statistical output of the GLM procedure (variance derived from MSE, F value, p-value R**2, Levene's test)
Interpret the graphical output of the GLM procedure
Use the TTEST Procedure to compare means
Perform ANOVA post hoc test to evaluate treatment effect
Use the LSMEANS statement in the GLM or PLM procedure to perform pairwise comparisons
Use PDIFF option of LSMEANS statement
Use ADJUST option of the LSMEANS statement (TUKEY and DUNNETT)
Interpret diffograms to evaluate pairwise comparisons
Interpret control plots to evaluate pairwise comparisons
CompareContrast use of pairwise T-Tests, Tukey and Dunnett comparison methods
Detect and analyze interactions between factors
Use the GLM procedure to produce reports that will help determine the significance of the interaction between factors. MODEL statement
LSMEANS with SLICE=option (Also using PROC PLM)
Interpret the output of the GLM procedure to identify interaction between factors: p-value
TYPE I SS
TYPE III SS
Linear Regression - 20%
Fit a multiple linear regression model using the REG and GLM procedures
Use the REG procedure to fit a multiple linear regression model
Use the GLM procedure to fit a multiple linear regression model
Analyze the output of the REG, PLM, and GLM procedures for multiple linear regression models
Interpret REG or GLM procedure output for a multiple linear regression model: convert models to algebraic expressions
Convert models to algebraic expressions
Identify missing degrees of freedom
Identify variance due to modelerror, and total variance
Calculate a missing F value
Identify variable with largest impact to model
For output from two models, identify which model is better
Identify how much of the variation in the dependent variable is explained by the model
Conclusions that can be drawn from REG, GLM, or PLM output: (about H0, model quality, graphics)
Use the REG or GLMSELECT procedure to perform model selection
Use the SELECTION option of the model statement in the GLMSELECT procedure
Compare the different model selection methods (STEPWISE, FORWARD, BACKWARD)
Enable ODS graphics to display graphs from the REG or GLMSELECT procedure
Identify best models by examining the graphical output (fit criterion from the REG or GLMSELECT procedure)
Assign names to models in the REG procedure (multiple model statements)
Assess the validity of a given regression model through the use of diagnostic and residual analysis
Explain the assumptions for linear regression
From a set of residuals plots, asses which assumption about the error terms has been violated
Use REG procedure MODEL statement options to identify influential observations (Student Residuals, Cook's D, DFFITS, DFBETAS)
Explain options for handling influential observations
Identify collinearity problems by examining REG procedure output
Use MODEL statement options to diagnose collinearity problems (VIF, COLLIN, COLLINOINT)
Logistic Regression - 25%
Perform logistic regression with the LOGISTIC procedure
Identify experiments that require analysis via logistic regression
Identify logistic regression assumptions
logistic regression concepts (log odds, logit transformation, sigmoidal relationship between p and X)
Use the LOGISTIC procedure to fit a binary logistic regression model (MODEL and CLASS statements)
Optimize model performance through input selection
Use the LOGISTIC procedure to fit a multiple logistic regression model
LOGISTIC procedure SELECTION=SCORE option
Perform Model Selection (STEPWISE, FORWARD, BACKWARD) within the LOGISTIC procedure
Interpret the output of the LOGISTIC procedure
Interpret the output from the LOGISTIC procedure for binary logistic regression models: Model Convergence section
Testing Global Null Hypothesis table
Type 3 Analysis of Effects table
Analysis of Maximum Likelihood Estimates table
Association of Predicted Probabilities and Observed Responses
Score new data sets using the LOGISTIC and PLM procedures
Use the SCORE statement in the PLM procedure to score new cases
Use the CODE statement in PROC LOGISTIC to score new data
Describe when you would use the SCORE statement vs the CODE statement in PROC LOGISTIC
Use the INMODELOUTMODEL options in PROC LOGISTIC
Explain how to score new data when you have developed a model from a biased sample
Prepare Inputs for Predictive Model Performance - 20%
Identify the potential challenges when preparing input data for a model
Identify problems that missing values can cause in creating predictive models and scoring new data sets
Identify limitations of Complete Case Analysis
Explain problems caused by categorical variables with numerous levels
Discuss the problem of redundant variables
Discuss the problem of irrelevant and redundant variables
Discuss the non-linearities and the problems they create in predictive models
Discuss outliers and the problems they create in predictive models
Describe quasi-complete separation
Discuss the effect of interactions
Determine when it is necessary to oversample data
Use the DATA step to manipulate data with loops, arrays, conditional statements and functions
Use ARRAYs to create missing indicators
Use ARRAYS, LOOP, IF, and explicit OUTPUT statements
Improve the predictive power of categorical inputs
Reduce the number of levels of a categorical variable
Explain Greenacre's method
Cluster the levels of a categorical variable via Greenacre's method using the CLUSTER procedure
FREQ, VAR, ID statement
Use of ODS output to create an output data set
Convert categorical variables to continuous using smooth weight of evidence
Screen variables for irrelevance and non-linear association using the CORR procedure
Explain how Hoeffding's D and Spearman statistics can be used to find irrelevant variables and non-linear associations
Produce Spearman and Hoeffding's D statistic using the CORR procedure (VAR, WITH statement)
Interpret a scatter plot of Hoeffding's D and Spearman statistic to identify irrelevant variables and non-linear associations
Screen variables for non-linearity using empirical logit plots
Use the RANK procedure to bin continuous input variables (GROUPS=, OUT= option; VAR, RANK statements)
Interpret RANK procedure output
Use the MEANS procedure to calculate the sum and means for the target cases and total events (NWAY option; CLASS, VAR, OUTPUT statements)
Create empirical logit plots with the GPLOT procedure
Interpret empirical logit plots
Measure Model Performance - 25%
Apply the principles of honest assessment to model performance measurement
Explain techniques to honestly assess classifier performance
Explain differences between validation and test data
Identify the impact of performing data preparation before data is split
Assess classifier performance using the confusion matrix
Explain the confusion matrix
Define: Accuracy, Error Rate, Sensitivity, Specificity, PV+, PV-
Explain the effect of oversampling on the confusion matrix
Adjust the confusion matrix for oversampling
Model selection and validation using training and validation data
Divide data into training and validation data sets using the SURVEYSELECT procedure
Discuss the subset selection methods available in PROC LOGISTIC
Discuss methods to determine interactions (forward selection, with bar and notation)
Create interaction plot with the results from PROC LOGISTIC
Select the model with fit statistics (BIC, AIC, KS, Brier score)
Create and interpret graphs (ROC, lift, and gains charts) for model comparison and selection
Explain and interpret charts (ROC, Lift, Gains)
Create a ROC curve (OUTROC option of the SCORE statement in the LOGISTIC procedure)
Use the ROC and ROCCONTRAST statements to create an overlay plot of ROC curves for two or more models
Explain the concept of depth as it relates to the gains chart
Establish effective decision cut-off values for scoring
Illustrate a decision rule that maximizes the expected profit
Explain the profit matrix and how to use it to estimate the profit per scored customer
Calculate decision cutoffs using Bayes rule, given a profit matrix
Determine optimum cutoff values from profit plots
Given a profit matrix, and model results, determine the model with the highest average profit
Note: All 22 main objectives will be tested on every exam. The 126 expanded objectives are provided for additional explanation and define the entire domain that could be tested.
Experience is a critical component to becoming a SAS Certified Professional. These resources are designed to help you prepare.
Get training from SAS experts. To view training options in your country, choose your location above.
the SAS Global Certification Program at certificationsasm or 800-727-0025.
Pearson VUE to register online. Candidates may not register directly at a Pearson VUE testing facility. A minimum of 24 hours is required for registration for returning candidates. First-time candidates require additional time.
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Attention first-time users:You must "create" a new Web account within Pearson VUE before you can schedule a SAS exam. This can take up to two business days based on information provided to produce your username and password needed for exam registration. You will not have a SAS Candidate ID until after you have scheduled a SAS exam. It will be automatically assigned to you and sent .
Returning users:If you have previously taken a SAS exam with Pearson VUE and created a Web account, you can use the "Sign In" to register for an exam. If you do not remember your sign-in information, there are links within Pearson VUE to help obtain this information.
If you need assistance with registration, look for "Need Help? customer service" located within the Pearson VUE registration page that will provide a listing of local numbers where support is available.
Locations for testing can be found at .pearsonvuemsas under "Find a test location." During registration, you will chose a location to take your exam.
SAS offers monthly exam sessions in Cary, NC and at some US conferences. For a SAS-sponsored US exam session, visit SAS-sponsored Testing Events in the US. For SAS-sponsored testing outside the US, please contact your local SAS office.
Within North America and India, the fees associated with an exam offered through Pearson VUE is $180 USD.
Certification exam prices are subject to change. In some countries, different pricing and additional taxes may apply. Please visit .pearsonvuemsas for exam pricing in your country.
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Customers who do not appear for a scheduled exam forfeit the full exam fee. If the exam fee was paid with a voucher, the voucher number will be invalidated and unavailable for future use.
Candidates may attempt each certification exam up to five times in a 12-month period, waiting a minimum of 14 days between attempts. Exam charges are incurred for each exam attempt. Exams that do not comply with this retake policy will be considered invalid and will not be eligible for refund andor a certification credential. Once a passing score is achieved on a specific exam, no further attempts are allowed on that exam.
Candidates are encouraged to review the SAS Institute . Global Certification Program Candidate Agreement prior to their exam day.
What to bring: Certification candidates are required to provide two forms of identification to the testing center, including one photo identification such as a driver's license or a valid passport. Both forms must display the candidate's signature. If you have questions regarding acceptable forms of id, please contact .pearsonvuemcontact.
Arriving at the test center: Candidates should plan to arrive 15 minutes before their scheduled exam time. Candidates arriving more than 15 minutes late are not guaranteed exam availability or a refund.
Reference materials: To maintain the security of the test environment, candidates are not permitted to bring reference materials of any kind into the testing center.
Personal items: The only items allowed in the testing area are your identification. Please leave any backpacks, laptops, briefcases and other personal items at home. If you have personal items that cannot be left behind (such as purses), the testing center may have lockers available for use. No cameras, cell phones, audio players, or other electronic devices are allowed during exam sessions. Please refer to Pearson VUE Candidate Rules Agreement for more information.
All notes will be collected at the end of testing and no material may be removed from the testing event.
You will receive an immediate passfail score upon completion of your exam attempt at your testing facility. The score report will display the percentage of items in each section that you answered correctly for your exam. Please note: These section scores are calculated on a per section basis and cannot be used in determining your total score. They are provided to you for descriptive purposes only.
Welcome E-mail and Certificate
If you pass your exam and meet all requirements for this credential, you will receive an e-mail from SAS with instructions providing access to your certificate and logo through the Certification Records Management System. This e-mail will be sent to the e-mail address you provided to Pearson VUE at exam registration. Some individual firewalls may send this e-mail to your junk folder. Please allow at least one week from your exam date to receive your e-mail.
Within Certification Records Management system, your certificate can be accessed on the left navigation bar under "Printable Documents." To print your certificate, your pop-up blocker should be disabled before clicking the "Print Now" button. Click on "Print Now" and your certificate will open in a new window where you can download andor print.
Certain credentials require more than one exam to earn the credential. We encourage you to visit credentials and exams for more information.
Public Registry of Certified Professionals
A Public Registry of SAS Certified Professionals is maintained within the SAS Certification Records Management system. If you do not wish for your name to appear in the Public Registry of SAS Certified Professionals, you can choose to be excluded by updating your personal information in the SAS Certification Records Management system.
Once you earn your credential, you'll enjoy these perks: