Multiple linear regression Further regression Logistic regression Ordinal logistic regression a: Level of student: 1 = Beginner, 2 = Undergraduate (Non-Maths), 3 = Advanced Undergraduate (Non-Maths), 4 = Undergraduate (Maths) b: Level of detail: 1 = Overview, 2 = Introduction, 3 = Some depth, 4 = Extensive R resources: Books Title 2 2 2-3 2-4 2-4 2-4 3-4 4 Level of studenta Level 2 2 4 2-3 3 3 4 4 Level of detailb ✔ ✔ ✔ ✔ ✔ Some mathematics ✔ Associated website for ✔ ✔ Datasets students ✔ ✔ Practice questions Resources Resources for tutors ✔ ✔ ✔ ✔ ✔ R scripts ✔ ✔ ✔ ✔ ✔ ✔ ✔ Data manipulation ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ Procedures shown Software ✔ ✔ ✔ ✔ ✔ ✔ ✔ Interpretation Standard tests and modelling ✔ ✔ ✔ ✔ ✔ ✔ ✔ techniques GLM, BL, BL, ML GLM, BL GLM, BL BL GLM Advanced regressionc Po MA, SA, SA, KM, MA, SA, SA, CR KM, LR, Medical Statisticsd LR, CR KM, CR CR ✔ ✔ ✔ Multilevel modelling Topics PCA, Cl, CT, PCA, FA, MA Multivariatee MDS Cl, LDA CA, ICC Reliabilityf ✔ ✔ Sample size and/or power ✔ ✔ Study design a: Level of student: 1 = Beginner, 2 = Undergraduate (Non-Maths), 3 = Advanced Undergraduate (Non-Maths), 4 = Undergraduate (Maths) b: Level of detail: 1 = Overview, 2 = Introduction, 3 = Some depth, 4 = Extensive c: Advanced regression: GLM=Generalised Linear Models, BL=Binary Logistic, ML=Multinomial Logistic, Po=Poisson
Multiple linear regression Further regression Logistic regression Ordinal logistic regression a: Level of student: 1 = Beginner, 2 = Undergraduate (Non-Maths), 3 = Advanced Undergraduate (Non-Maths), 4 = Undergraduate (Maths) b: Level of detail: 1 = Overview, 2 = Introduction, 3 = Some depth, 4 = Extensive R resources: Books Title Level Level of studenta 2 2 2-3 2-4 2-4 2-4 3-4 4 Level of detailb 2 2 4 2-3 3 3 4 4 Some mathematics ✔ ✔ ✔ ✔ ✔ Resources for students Associated website ✔ Datasets ✔ ✔ Practice questions ✔ ✔ Resources for tutors Software R scripts ✔ ✔ ✔ ✔ ✔ Data manipulation ✔ ✔ ✔ ✔ ✔ ✔ ✔ Procedures shown ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ Interpretation ✔ ✔ ✔ ✔ ✔ ✔ ✔ Topics Standard tests and modelling techniques ✔ ✔ ✔ ✔ ✔ ✔ ✔ Advanced regressionc BL, ML GLM, BL GLM, BL BL GLM, BL, Po GLM Medical Statisticsd SA, CR MA, SA, KM, LR, CR SA, KM, LR, CR MA, SA, KM, CR Multilevel modelling ✔ ✔ ✔ Multivariatee FA, MA PCA, Cl, MDS CT, PCA, Cl, LDA Reliabilityf CA, ICC Sample size and/or power ✔ ✔ Study design ✔ ✔ a: Level of student: 1 = Beginner, 2 = Undergraduate (Non-Maths), 3 = Advanced Undergraduate (Non-Maths), 4 = Undergraduate (Maths) b: Level of detail: 1 = Overview, 2 = Introduction, 3 = Some depth, 4 = Extensive c: Advanced regression: GLM=Generalised Linear Models, BL=Binary Logistic, ML=Multinomial Logistic, Po=Poisson