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Course Outline

Preparing a Database for Analysis

  • Managing data collection
  • Operations on variables
  • Transforming variables using selected functions (logarithmic, exponential, etc.)

Parametric and Nonparametric Statistics: Fitting Models to Data

  • Measurement scales
  • Distribution types
  • Outliers and influential observations
  • Sample size considerations
  • The central limit theorem

Examining Differences Between Statistical Characteristics

  • Tests based on means and medians

Correlation and Similarity Analysis

  • Correlations
  • Principal component analysis
  • Cluster analysis

Prediction: Single and Multivariate Regression Analysis

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

Statistical Inference

Requirements

Participants should have prior knowledge of SPSS and a foundational understanding of statistics. It is recommended that attendees complete the SPSS Statistics Predictive Analytics Software training before enrolling in this course.

 28 Hours

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Provisional Upcoming Courses (Require 5+ participants)

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