Course Outline

Preparation of a Database for Analysis for Government

  • Management of Data Collection
  • Operations on Variables
  • Transformation of Selected Variables Using Functions (Logarithmic, Exponential, etc.)

Parametric and Nonparametric Statistics, or How to Fit a Model to the Data

  • Measuring Scale
  • Distribution Type
  • Outliers and Influential Observations (Outliers)
  • Sample Size
  • Central Limit Theorem

Study the Differences Between Statistical Characteristics

  • Tests Based on Mean and Median

Analysis of Correlation and Similarities

  • Correlations
  • Principal Component Analysis
  • Cluster Analysis

Prediction - Single Regression Analysis and Multivariate

  • Method of Least Squares
  • Linear Model
  • Instrumental Variable Regression Models (Dummy, Effect, Orthogonal Coding)

Statistical Inference

Requirements

Course participants should possess knowledge of SPSS and a foundational understanding of statistics. Completion of the training for government use of SPSS Statistics Predictive Analytics Software is required.
 28 Hours

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