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Mastering Categorical Data Analysis with SAS · LearnSpace
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Mastering Categorical Data Analysis with SAS

Курс от EDUCBA
Средний≈ 12 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Learners will identify categorical data types, analyze distributions and associations, apply exact tests, construct logistic regression models, and evaluate model performance using SAS. This comprehensive course builds the full skill set needed to work confidently with categorical data across real-world analytical scenarios. Through hands-on demonstrations, learners gain practical experience generating frequency tables, interpreting crosstabulations, computing Fisher’s Exact p-values, and applying ordinal association techniques. The course then advances into logistic regression, where learners explore odds ratios, probability transformations, model assumptions, effect analysis, and multivariable modeling strategies. Learners also strengthen their predictive analytics skills by using backward elimination, ODS Graphics, honest assessment principles, and data-splitting frameworks. What makes this course unique is its end-to-end coverage of categorical analytics—from foundational concepts to advanced modeling—paired with step-by-step SAS guidance using real examples and interpretable outputs. By the end of the course, learners will be able to design, execute, and validate categorical models with confidence, accuracy, and professional-level competence.

Навыки, которые вы освоите

SAS (Software)Logistic RegressionStatistical Hypothesis TestingPredictive ModelingModel EvaluationData AnalysisCorrelation AnalysisAdvanced AnalyticsStatistical ModelingProbability & StatisticsDescriptive StatisticsGraphingPredictive AnalyticsStatistical MethodsFeature EngineeringStatistical AnalysisStatistical SoftwareData TransformationExploratory Data AnalysisRegression Analysis

Программа курса

4 модулей · 64 учебных материалов

01Foundations of Categorical Data Analysis16 материалов

Getting Started with Categorical Data

Introduction to Categorical Data Analysis Using SASВидеоExamining Distribution Categorical Data Analysis Using SASВидеоFrequency Tables in Categorical Data Analysis Using SASВидеоGetting Started with Categorical DataЗадание

Crosstabs & Practical Examples

Учитесь у экспертов

EDUCBA

Преподаватель курса

Mastering Categorical Data Analysis with SAS
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Обучение на Coursera

≈ 12 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Crosstabulation in Categorical Data AnalysisВидео
Example of Categorical Data AnalysisВидео
Example of Frequency Tables in Categorical Data AnalysisВидео
Example of Frequency Tables in Categorical Data Analysis ContinuesВидео
More on Categorical Data Analysis ExamplesВидео
Crosstabs & Practical ExamplesЗадание

Understanding Associations

Test of Associations SASВидеоOutput of Test of Associations SASВидеоUnderstanding AssociationsЗаданиеInterpreting Categorical Patterns Using Frequency Tables and CrosstabsDIALOGUEFoundations of Categorical Data AnalysisЗаданиеExplaining Customer Survey Categorical Results Using SASDIALOGUE
02Mastering Exact Tests & Advanced Frequency Tools12 материалов

Fisher’s Exact Tests Demystified

Fisher's Exact p-ValuesВидеоCalculating Fisher's Exact p-ValuesВидеоExact P ValuesВидеоFisher’s Exact Tests DemystifiedЗадание

Advanced Procedures & Ordinal Measures

Freq ProcedureВидеоTest of Ordinal AssociationВидеоTest of Ordinal Association ContinuesВидеоAdvanced Procedures & Ordinal MeasuresЗадание

Preparing Data for Deeper Analysis

Custom Format for Survive VariableВидеоProduces the Spearman CorrectionВидеоPreparing Data for Deeper AnalysisЗаданиеMastering Exact Tests & Advanced Frequency ToolsЗадание
03Logistic Regression Essentials17 материалов

Core Concepts of Logistic Regression

Events in Odds RatioВидеоProbability and OutcomeВидеоIndex in Odds RatioВидеоCalculating Using ProbabilityВидеоImplementing Non Linear FunctionВидеоCore Concepts of Logistic RegressionЗадание

Model Building Foundations

Assumption in Logistics RegressionВидеоMethod of Maximum LikelihoodВидеоDemonstration on Logistics RegressionВидеоSpecifying The ValueВидеоModel Building FoundationsЗадание

Evaluating Logistic Models

Fit Statistics ModelВидеоOdds Ratio EstimatesВидеоModel Assessment Comparing PairsВидеоConcordant PairВидеоEvaluating Logistic ModelsЗаданиеLogistic Regression EssentialsЗадание
04Advanced Logistic Modelling & Assessment19 материалов

Categorical Predictors & Coding Techniques

Categorical Predictors VariablesВидеоParamitisation TechniqueВидеоReference Cell CodingВидеоRatio For Categorical PredictorВидеоCategorical Predictors & Coding TechniquesЗадание

Multivariable Logistic Regression in Practice

Multiple Logistic RegressionВидеоExecuting Logistic RegressionВидеоAnalysis of EffectВидеоODS GraphicsВидеоMultivariable Logistic Regression in PracticeЗадание

Model Validation, Assessment & Data Preparation

Backward Elimination MethodВидеоModel Fit StatisticsВидеоPrinciples of Honest AssessmentВидеоSummary of Data SplittingВидеоPurpose of Honest AssessmentВидеоCreate Missing IndicatorВидео
Model Validation, Assessment & Data PreparationЗадание
Advanced Logistic Modelling & AssessmentЗадание
Presenting a Full Categorical and Logistic Analysis to a Business StakeholderDIALOGUE