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Advanced Statistical Analysis using SPSS Training Course


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Length: 2 day(s) | Delivery Methods: Online Instructor-led or On-Site
Vendor: SPSS | Course Category: SPSS172 advanced-statistical-analysis-spss

 172

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Course Description:


In this two-day seminar you will consider in depth some of the more advanced statistical procedures that are available in SPSS. You'll take a look at several advanced statistical techniques and discuss situations when each may be used, the assumptions made by each method, how to set up the analysis using SPSS and how to interpret the results.

Course Lessons:


1Who Should AttendAnyone who has worked with SPSS for Windows and wants to become better versed in the more advanced statistical capabilities of SPSS for Windows. Anyone who has a solid understanding of statistics and wants to expand their knowledge of appropriate statistical procedures and how to set them up using SPSS.
2Pre-RequisitesOn the job statistical experience or completion of the Statistical Analysis using SPSS and/or Intermediate courses. Advanced statistical knowledge or at least two college level courses in Statistics. SPSS for Windows Base System, SPSS Advanced Statistics, SPSS Professional Statistics.
3Course OutlineIntroduction and Overview
•Goals of the Course
•Taxonomy of Methods
•General Approach
•Summary

Discriminant Analysis
•How Does Discriminant Analysis Work?
•The Elements of Discriminant Analysis
•The Discriminant Model
•How Cases are Classified
•Assumptions of Discriminant Analysis
•A Two-Group Discriminant Example
•Checking Variance Assumptions
•Running a Discriminant Analysis
•The Discriminant Coefficients
•Classification Statistics 2- 18 Prediction
•The Assumption of Equal Covariance
•Modifying the List of Predictors
•Casewise Statistics and Outliers
•Adjusting Prior Probabilities
•Validating the Discriminant Model
•Stepwise Model Selection
•Three-Group Discriminant Analysis
•Summary

Binary Logistic Regression
•How Does Logistic Regression Work?
•The Logistic Equation
•The Elements of Logistic Regression
•Assumptions of Logistic Regression
•A First Example of Logistic Regression
•Interpreting Logistic Regression Coefficients
•Making Predictions
•The Accuracy of Prediction
•Estimated Probabilities
•Checking Classifications
•Residual Analysis
•Stepwise Logistic Regression
•Summary
•Appendix: Comparison to Discriminant Analysis

Multinomial Logistic Regression
•Multinomial Logistic Model
•Assumptions of Multinomial Logistic Regression
•A Multinomial Logistic Analysis: Predicting Credit Risk
•Interpreting Coefficients
•Classification Table
•Making Predictions
•Appendix: Multinomial Logistic with a Two-Category Outcome

Survival Analysis (Kaplan-Meier)
•What is Survival Analysis
•Concepts
•Censoring
•What to Look for in Survival Analysis
•Survival Procedures in SPSS
•An Example: Kaplan-Meier
•Results
•Extensions
•Summary

Cluster Analysis
•How Does Cluster Analysis Work?
•Types of Data Used for Clustering
•What to Look at When Clustering
•Methods
•Distance and Standardization
•Overall Recommendations
•Example I: Hierarchical Cluster Analysis
•Cluster Results
•Obtaining Mean Profiles of Clusters
•Relating Clusters to Other Variables
•Summary of First Cluster Example
•Example II: K-Means Clustering
•Running K-Means Clustering
•Summary

Factor Analysis
•Uses of Factor Analysis
•What to Look for When Running Factor Analysis
•Principles
•The Idea of a Principal Component
•Factor Analysis Versus Principal Components
•Number of Factors
•Rotation
•Factor Scores & Sample Size
•Methods
•An Example: 1988 Olympic Decathlon Scores
•Looking at Correlations
•Principal Components Analysis with an Orthogonal Rotation
•Principal Axis Factoring with an Oblique Rotation
•Summary

Loglinear Analysis
•What are Loglinear Models
•Relations Among Loglinear, Logit Models and Logistic Regression
•What to Look for in Loglinear and Logit Analysis
•Assumptions
•Procedures in SPSS that Run Loglinear or Logit Analysis
•Example: Analysis of Location Preference (Model Selection)
•Running the Analysis
•Significance Tests
•Coefficient Interpretation
•Summary
•Appendix: Logit Analysis with Specific Model (Genlog)
•Results

Multivariate Analysis of Variance
•Why Perform MANOVA
•Assumptions of MANOVA
•What to Look for in MANOVA
•SPSS Version 7 Differences
•An Example: Memory Influences
•Examining the Output
•Post Hoc Tests
•Summary
•Appendix: Post Hoc Testing of Means

Repeated measures Analysis of Variance
•Why do a Repeated Measures Study
•The Logic of Repeated Measures
•Assumptions
•Example: One Factor Drug Study
•Examining Results
•Further Analysis
•Planned Comparisons
•Summary
•Appendix: Ad Viewing with Pre-Post Brand Ratings
•Examining Results
•Tests of Assumptions
•Profile Plots
•Extensions

Related Key Phrases


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• FL - Tallahassee SPSS training • LA - Lake Charles SPSS training • NE - North Platte SPSS training • PA - State College SPSS training • WI - Racine SPSS training
• FL - Tampa SPSS training • LA - Louisiana SPSS training • NE - Omaha SPSS training • PA - Sunbury SPSS training • WI - Sheboygan SPSS training
• FL - The Villages SPSS training • LA - Minden SPSS training • NE - Scottsbluff SPSS training • PA - Warren SPSS training • WI - Stevens Point SPSS training
• FL - Vero Beach SPSS training • LA - Monroe SPSS training • NH - Berlin SPSS training • PA - Williamsport SPSS training • WI - Watertown-Fort Atkinson SPSS training
• FL - Wauchula SPSS training • LA - Morgan City SPSS training • NH - Concord SPSS training • PA - York SPSS training • WI - Wausu SPSS training
• FL - West Palm Beach SPSS training • LA - Natchitoches SPSS training • NH - Keene SPSS training • PR - San Juan SPSS training • WI - Whitewater SPSS training
• GA - Albany SPSS training • LA - New Iberia SPSS training • NH - Laconia SPSS training • QC - Montreal SPSS training • WI - Wisconsin Rapids-Marshfield SPSS training
• GA - Americus SPSS training • LA - New Orleans SPSS training • NH - Lebanon SPSS training • QC - Quebec City SPSS training • WI - Wisconsin SPSS training
• GA - Athens SPSS training • LA - Opelousas-Eunice SPSS training • NH - Manchester SPSS training • QC - Quebec SPSS training • WV - Beckley SPSS training
• GA - Atlanta SPSS training • LA - Pierre Part SPSS training • NH - New Hampshire SPSS training • QC - Sherbrooke SPSS training • WV - Bluefield SPSS training
• GA - Augusta SPSS training • LA - Ruston SPSS training • NJ - Atlantic City SPSS training • RI - Providence SPSS training • WV - Charleston SPSS training
• GA - Bainbridge SPSS training • LA - Shreveport SPSS training • NJ - Iselin SPSS training • RI - Rhode Island SPSS training • WV - Clarksburg SPSS training
• GA - Brunswick SPSS training • LA - Tallulah SPSS training • NJ - New Jersey SPSS training • SC - Anderson SPSS training • WV - Fairmont SPSS training
• GA - Calhoun SPSS training • MA - Barnstable SPSS training • NJ - Ocean City SPSS training • SC - Bennettsville SPSS training • WV - Huntington SPSS training
• GA - Cedartown SPSS training • MA - Boston SPSS training • NJ - Princeton SPSS training • SC - Charleston SPSS training • WV - Morgantown SPSS training
• GA - Columbus SPSS training • MA - Massachusetts SPSS training • NJ - Trenton SPSS training • SC - Chester SPSS training • WV - Oak Hill SPSS training
• GA - Cordele SPSS training • MA - Pittsfield SPSS training • NJ - Vineland SPSS training • SC - Columbia SPSS training • WV - Parkersburg SPSS training
• GA - Cornelia SPSS training • MA - Springfield SPSS training • NL - Newfoundland Labrador SPSS training • SC - Dillon SPSS training • WV - Point Pleasant SPSS training
• GA - Dalton SPSS training • MA - Worcester SPSS training • NL - St. John's SPSS training • SC - Florence SPSS training • WV - Weirton SPSS training
• GA - Douglas SPSS training • MB - Manitoba SPSS training • NM - Alamogordo SPSS training • SC - Gaffney SPSS training • WV - West Virginia SPSS training
• GA - Dublin SPSS training • MB - Winnipeg SPSS training • NM - Albuquerque SPSS training • SC - Georgetown SPSS training • WV - Wheeling SPSS training
• GA - Fitzgerald SPSS training • MD - Baltimore SPSS training • NM - Carlsbad-Artesia SPSS training • SC - Greenville SPSS training • WY - Casper SPSS training
• GA - Fort Valley SPSS training • MD - Cambridge SPSS training • NM - Clovis SPSS training • SC - Greenwood SPSS training • WY - Cheyenne SPSS training
• GA - Georgia SPSS training • MD - Cumberland SPSS training • NM - Deming SPSS training • SC - Hilton Head Island-Beaufort SPSS training • WY - Evanston SPSS training
• GA - Hinesville SPSS training • MD - Easton SPSS training • NM - Espanola SPSS training • SC - Lancaster SPSS training • WY - Gillette SPSS training
• GA - Jesup SPSS training • MD - Hagerstown SPSS training • NM - Farmington SPSS training • SC - Myrtle Beach SPSS training • WY - Jackson SPSS training
• GA - LaGrange SPSS training • MD - Lexington Park SPSS training • NM - Gallup SPSS training • SC - Newberry SPSS training • WY - Laramie SPSS training
• GA - Macon SPSS training • MD - Maryland SPSS training • NM - Grants SPSS training • SC - Orangeburg SPSS training • WY - Riverton SPSS training
• GA - Milledgeville SPSS training • MD - Ocean Pines SPSS training • NM - Hobbs SPSS training • SC - Seneca SPSS training • WY - Rock Springs SPSS training
• GA - Moultrie SPSS training • MD - Salisbury SPSS training • NM - Las Cruces SPSS training • SC - South Carolina SPSS training • WY - Sheridan SPSS training
• GA - Rome SPSS training • ME - Augusta-Waterville SPSS training • NM - Los Alamos SPSS training • SC - Spartanburg SPSS training • WY - Wyoming SPSS training
• GA - Savannah SPSS training • ME - Bangor SPSS training • NM - New Mexico SPSS training • SC - Sumter SPSS training

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Attend Class Right From Your Home or Office

  • Live instructor teaches you and gives you hands-on exercises
  • Classes delivered from 10:00AM to 5:00PM Eastern
  • You get a break every 2 hours
  • Students hear and ask questions instantly to the instructor
  • Students see the instructor's live presentation on their own computers
  • The instructor can view and assist students on their local computers
  • All class materials are sent by mail

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Private Training for a Group at Your Office

  • A Certified Instructor will come to your office and personally train the students
  • Course can be fully customized to your training needs
  • Each student receives a Course Manual with Practice Files (Materials provided before the class date)
  • Course is scheduled based on dates you provide (Subject to instructor availability)
  • We usually require about 3-4 weeks lead time to arrange a training session
  • Training is completed in a convenient session(s) of your choosing
  • Two 15 minute breaks and one hour long break for lunch daily

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