[StatQuest with Josh Starmer]. (2020, February 21). Statistics Fundamentals [Video File]. Retrieved from [www.youtube.com/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9](https://www.youtube.com/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9) 

University of Michigan - Ann Arbor

The list of helpful broad references about Statistics is categorized as follows:
- Statistics books
- Statistical Software 
- Statistics online courses
- Statistics research papers

Statistics References

- Introductory Statistics through OpenStax
- Introduction to Regression Analysis by Golberg & Cho 

Helpful Statistics books

Statistical software are powerful programs that allow us to analyze and interpret data in a concise and organized manner.

Statistical Software

StatQuest with Josh Starmer

Contingency table is used to summarize the relationship between several categorical variables. If individuals in the population can be classified by two attributes, A and B, A has r levels $A_1, A_2 ... A_r$, and B has c levels $B_1, B_2 ... B_c$. Take a sample of size n from the population. Suppose there are $n_{ij}$ individuals whose attributes belong to rank $A_i$ and $B_j$, $n_{ij}$ is called **frequency**. 

Contingency Table

- Paper Describing Concept of Parametric vs. Nonparametric Tests:
  Ali, Z., & Bhaskar, S. (2016). Basic statistical tools in research and data analysis. 
  Indian Journal of Anaesthesia, 60(9), 662. doi: 10.4103/0019-5049.190623. 
  Link: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5037948/

- Paper Describing Central Limit Theorem and Its Connection to Normality:
  Kwak, S. G., &amp; Kim, J. H. (2017). Central limit theorem: The cornerstone of 
  modern statistics. Korean Journal of Anesthesiology, 70(2), 144. 
  doi:10.4097/kjae.2017.70.2.144.
  Link: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5370305/

- Paper Describing Path Analysis: 
  Streiner, D. L. (2005). Finding Our Way: An Introduction to Path Analysis. The 
  Canadian Journal of Psychiatry, 50(2), 115-122. 
  doi:10.1177/070674370505000207
  Link: https://journals.sagepub.com/doi/pdf/10.1177/070674370505000207

- Paper Describing Effectiveness vs. Efficacy: 
  Singal, A. G., Higgins, P. D., & Waljee, A. K. (2014). A primer on effectiveness 
  and efficacy trials. Clinical and translational gastroenterology, 5(1), e45. 
  https://doi.org/10.1038/ctg.2013.13
  Link: https://bit.ly/3jaAi9I

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