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

Understanding of SPSS and foundational statistical concepts is required. Participants in this training for government should complete the course on SPSS Statistics Predictive Analytics Software to enhance their analytical capabilities and align with public sector workflows and governance standards.

 28 Hours

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