Advanced Quantitative Research Skills

Learning Outcomes

Subject Specific Intellectual and Research Skills

Having successfully completed this module you will be able to:

• Be able to conduct analyses in SPSS and PROCESS corresponding to B8
• Be able to conduct analyses in SPSS corresponding to B7
• Data visualisation - learning how to create high-quality figures, especially associated with more complex analyses (e.g. three dimensional scatter plots, Trellis displays, etc.).
• Understand linear association conceptually, across categorical and continuous variables
• Understand the conceptual basis of trivariate regression, and partial and semipartial correlation, and some interpretational issues
• Be able to conduct analyses in SPSS corresponding to B5
• Understand the basic mathematical mechanics of bivariate correlation and regression, and some interpretational issues
• Understand the conceptual basis of trivariate moderation, with categorical and continuous variables, and some interpretational issues
• Scripting - programming an analysis in such a way that the script can be used with minimal effort for similar datasets and analyses and for especially large datasets
• Implementation of statistical procedures within the R environment and SPSS
• Understand the conceptual basis of trivariate mediation, and some interpretational issues
• Be able to conduct analyses in SPSS corresponding to B6
• Data manipulation - acquiring skills in flexible matrix manipulation
• Be able to conduct analyses in SPSS and PROCESS corresponding to B9

This module is divided into two main components. The first component is Introduction into the R. language, implementing Basic Statistical Methods and the General Linear Model (t-tests, ANOVA’s, correlation, and regressions) in R. A specific focus will be on scripting, data manipulation and advanced data visualisation. No prior knowledge concerning computer programming is required.

The Trivariate Linear Association part will consist of four self-contained lectures with bespoke slides, all available online, and each accompanied by practical sessions of equivalent length, on the following topics: Bivariate Association; Trivariate Competition; Trivariate Mediation; Trivariate Moderation.

Summative

This is how we’ll formally assess what you have learned in this module.

Referral

This is how we’ll assess you if you don’t meet the criteria to pass this module.