Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Scientific Method, Probability & Statistics
- A Brief History of Statistics
- Understanding Confidence in Conclusions
- Probability and Decision Making for Government
Preparation for Research (Deciding "What" and "How")
- The Comprehensive View: Research as Part of a Process with Inputs and Outputs
- Data Collection
- Questionnaires and Measurement
- Determining What to Measure
- Observational Studies for Government
- Design of Experiments for Government
- Data Analysis and Graphical Methods
- Research Skills and Techniques for Government
- Research Management for Government
Describing Bivariate Data
- Introduction to Bivariate Data Analysis
- Values of the Pearson Correlation
- Guessing Correlations Simulation
- Properties of Pearson's r
- Computing Pearson's r
- Restriction of Range Demo
- Variance Sum Law II
- Exercises
Probability
- Introduction to Probability for Government
- Basic Concepts of Probability
- Conditional Probability Demonstration
- Gambler's Fallacy Simulation
- Birthday Demonstration
- Binomial Distribution for Government
- Binomial Distribution Demonstration
- Base Rates in Probability
- Bayes' Theorem Demonstration
- Monty Hall Problem Demonstration
- Exercises
Normal Distributions
- Introduction to Normal Distributions for Government
- Historical Context of Normal Distributions
- Areas of Normal Distributions
- Varieties of Normal Distribution Demonstration
- Standard Normal Distribution
- Normal Approximation to the Binomial for Government
- Normal Approximation Demonstration
- Exercises
Sampling Distributions
- Introduction to Sampling Distributions for Government
- Basic Demonstration of Sampling Distributions
- Sample Size Demonstration
- Central Limit Theorem Demonstration
- Sampling Distribution of the Mean for Government
- Sampling Distribution of Difference Between Means
- Sampling Distribution of Pearson's r
- Sampling Distribution of a Proportion
- Exercises
Estimation
- Introduction to Estimation for Government
- Degrees of Freedom in Estimation
- Characteristics of Estimators for Government
- Bias and Variability Simulation
- Confidence Intervals for Government
- Exercises
Logic of Hypothesis Testing
- Introduction to Hypothesis Testing for Government
- Significance Testing in Research
- Type I and Type II Errors in Hypothesis Testing
- One- and Two-Tailed Tests for Government
- Interpreting Significant Results for Government
- Interpreting Non-Significant Results for Government
- Steps in Hypothesis Testing for Government
- Significance Testing and Confidence Intervals for Government
- Common Misconceptions in Hypothesis Testing
- Exercises
Testing Means
- Single Mean Testing for Government
- t Distribution Demonstration
- Difference Between Two Means (Independent Groups) for Government
- Robustness Simulation
- All Pairwise Comparisons Among Means for Government
- Specific Comparisons in Mean Testing
- Difference Between Two Means (Correlated Pairs) for Government
- Correlated t Simulation
- Specific Comparisons (Correlated Observations)
- Pairwise Comparisons (Correlated Observations)
- Exercises
Power
- Introduction to Statistical Power for Government
- Example Calculations of Power
- Factors Affecting Power in Research
- Exercises
Prediction
- Introduction to Simple Linear Regression for Government
- Linear Fit Demonstration
- Partitioning Sums of Squares in Regression
- Standard Error of the Estimate in Prediction
- Prediction Line Demonstration
- Inferential Statistics for b and r in Prediction
- Exercises
ANOVA
- Introduction to ANOVA for Government
- ANOVA Designs for Research
- One-Factor ANOVA (Between-Subjects) for Government
- One-Way Demonstration of ANOVA
- Multi-Factor ANOVA (Between-Subjects) for Government
- Unequal Sample Sizes in ANOVA
- Tests Supplementing ANOVA for Government
- Within-Subjects ANOVA for Government
- Power of Within-Subjects Designs Demonstration
- Exercises
Chi Square
- Chi Square Distribution for Government
- One-Way Tables in Chi Square Analysis
- Testing Distributions Demonstration
- Contingency Tables for Government
- 2 x 2 Table Simulation
- Exercises
Case Studies
Analysis of Selected Case Studies for Government
Requirements
A solid understanding of descriptive statistics, including concepts such as mean, average, standard deviation, and variance, is essential. Additionally, a basic grasp of probability is required.
For government employees who may need additional preparation, we recommend participating in the Statistics Level 1 course available at [Statistics Level 1].
35 Hours
Testimonials (5)
The variation with exercise and showing.
Ida Sjoberg - Swedish National Debt Office
Course - Econometrics: Eviews and Risk Simulator
it was informative and useful
Brenton - Lotterywest
Course - Building Web Applications in R with Shiny
Many examples and exercises related to the topic of the training.
Tomasz - Ministerstwo Zdrowia
Course - Advanced R Programming
the trainer had patience, and was eager to make sure we all understood the topics, the classes were fun to attend
Mamonyane Taoana - Road Safety Department
Course - Statistical Analysis using SPSS
Day 1 and Day 2 were really straight forward for me and really enjoyed that experience.