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Course Outline

Preparing a Database for Analysis

  • Managing data collection processes
  • Performing operations on variables
  • Transforming selected variables using functions such as logarithmic or exponential transformations

Parametric and Nonparametric Statistics: Fitting Models to Data

  • Measurement scales
  • Types of data distributions
  • Identifying outliers and influential observations
  • Determining appropriate sample sizes
  • Understanding the central limit theorem

Examining Differences Between Statistical Characteristics

  • Tests based on means and medians

Analysis of Correlations and Similarities

  • Correlation analysis
  • Principal component analysis
  • Cluster analysis

Prediction: Single Regression and Multivariate Analysis

  • The method of least squares
  • Linear models
  • Instrumental variable regression models (dummy, effect, and orthogonal coding)

Statistical Inference

Requirements

Participants should possess a foundational understanding of SPSS and basic statistics. Completion of the 'SPSS Statistics Predictive Analytics Software' training is required.

 28 Hours

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