My goal with this repository/webpage (aptly named Journal of Walkthroughs) is to provide a collection of general-use, reusable, and technical documentation which may help anyone in the odyssey of research. My focus will likely be on health data analysis (as my background is in Epidemiology and Biostatistics). Also, my program of choice is R, so most materials will be created using R/RStudio/RMarkdown (maybe even bookdown if necessitated by complexity). However, I hope to extend this foundation to a more comprehensive approach to research. For now, I will include several small-scale aspects which may come in handy for some. Perhaps not, only time will tell.
Truth to the matter, this repository will help me consolidate skills and code that I have developed. In doing that, I will be able to return to these documents whenever needed in the future and have a how-to manual written by me, for me. :)
While there are many resources for help in research and there is no true “one-size-fits-all” approach, there are similarities in approaches.
Particular attention will be given to topics of data analysis and results presentation, but I may include some other topics such as: - Project conceptualization - Project management / scheduling - Literature review - Data collection - Discussion of significance and implications
Anything that can help in any one of these aspects (or many) might be found in this collection.
I will attempt to section out the materials into three levels: 1. Beginner 2. Intermediate 3. Advanced
In general, the Beginner
documents will have a single task and/or skill associated with them, while the Intermediate
and Advanced
materials will be built in a hierarchical fashion. That is, an Intermediate
or Advanced
document will likely combine two or more code-sets / tasks / skills into one cohesive document. For example, the Intermediate
document Analyzing a Continuous Response Variable could contain skills / code covered in simpler Beginner
documents such as Visualizing a Continuous Variable, Calculating a Correlation Coefficient, or Fitting a Simple Linear Regression Model. I will try and back-reference simpler documents, but it is possible that skills / code included in higher level materials will be more unique to task and not directly pulled from simpler documents.
Furthermore, the structuring of the subfolders within each skill-level archive will be inherently different. For Beginner
materials, I will try to partition / categorize documents appropriately, e.g., Data Visualization or Data Analysis. However, as the Intermediate
and Advanced
materials will combine multiple skills / tasks / code found in the Beginner
documents, the categorization may be insufficient / inaccurate. So, higher-level materials will not likely be similarly categorized.
Fair warning, my mind is random and this will likely manifest in the structure / materials found within the repo.
I will attempt to maintain a Table of Contents
as a separate document. Consult this for a comprehensive list of included documents in the Journal of Walkthroughs.