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Arithmetic and basic number theory
Complex numbers
Co-ordinate geometry
Differentiation
Directed numbers or Integers
Functions
Geometric progress
Indices
Integration
Linear equations
Logarithms
Long division
Matrices
Permutations and combinations
Probability
Proportionality
Quadratic functions
Trigonometry
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Statistics support resources
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Basic concepts
Comparing means
Relationships
Categories
Post test
Statistics for PhD students
Normal correlations
Introduction to correlations
Correlation [video] Beginner level
Video overview of correlations (11 ins 24 secs)
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Hypothesis test for correlation [video] Beginner level
Video overview of hypothesis testing for correlation (8 mins 42 secs)
Correlation [webpage] Intermediate level
Overview of correlations and interpreting the p-value (JMP Statistical Discovery)
Common pitfalls in statistical analysis: The use of correlation techniques [article] Advanced level
Article defining correlations and examining various situations in which the use of correlation may be inappropriate. (Perspectives in Clinical Research, 2016 Oct-Dec; 7(4): 187–190)
Formulae and procedure
Correlation and regression [ebook chapter] Intermediate level
Overview of correlations and regressions, chapter 11 in 'Statistics at square one' / edited by Michael J. Campbell [12th edition]
Introduction to Correlation Analysis in Excel [video] Beginner level
YouTube video overview on correlation analysis in Excel (9 mins 52 secs)
SPSS Tutorials: Pearson Correlation [webpage] Intermediate level
Step by step guide to undertaking Pearson correlation in SPSS
Correlation Test Between Two Variables in R [webpage] Advanced level
Steps for undertaking Pearson correlation in R Studio (STHDA)
One predictor variable
Introduction
Introduction to Simple Linear Regression [video] Beginner level
YouTube video providing an introduction to regression
Regression and Correlation [downloadable PDF] Intermediate level
Overview of regression analysis in worksheet format (University of Newcastle)
Software analysis
Simple Linear Regression with R [webpage]
Steps for undertaking simple linear regression in R Studio
Linear Regression Analysis using SPSS Statistics [webpage] Intermediate level
Steps for assessing simple linear regression in SPSS (Laerd Statistics)
Non-parametric correlations
Introduction
Kendall's Tau [webpage and video] Intermediate level
Overview of Kendall's Tau (DATAtab)
The Kendall Rank Correlation Coefficient [downloadable PDF] Advanced level
Advanced level article on Kendall's Tau (University of Texas at Dallas)
Software Analysis (monotonic)
Correlation Test Between Two Variables in R: Kendall correlation formula [webpage] Advanced level
Steps for undertaking Kendall's Tau in R Studio (STHDA
Kendall's Tau-b using SPSS Statistics [webpage] Intermediate level
Step by step guide to undertaking Kendall's Tau in SPSS (Laerd Statistics)
Software Analysis (no distribution assumptions)
Spearman's Rank-Order Correlation using SPSS Statistics [webpage] Intermediate level
Steps for undertaking Spearman correlation in SPSS (Laerd Statistics)
Spearman Rank Correlation [webpage] Advanced level
Steps for undertaking Spearman correlation in R Studio (RPubs)
Multiple predictor variables
Introduction
Multiple Linear Regression [webpage] Advanced level
Overview of multiple linear regression (Yale University)
Multiple Linear Regression, The Very Basics [video] Beginner level
Video overview video of basic terms (20 mins, 25 secs)
Software analysis
Multiple linear regression made simple [webpage] Advanced level
Steps for undertaking multiple linear regression in R Studio (Stats and R)
Multiple Regression Analysis using SPSS Statistics [webpage] intermediate level
Steps for undertaking multiple linear regression in SPSS (Laerd Statistics)
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