1a. Based on the assigned videos and readings, identify and explain the key limi

1a. Based on the assigned videos and readings, identify and explain the key limitations of the correlation results reported in any research study.
1b. Based on the assigned reading, describe and explain the differences between a correlation versus a multiple linear regression
1c. Of the different statistical procedures that we discussed including correlations, one-way ANOVAs, independent t-tests, and multiple regression analyses, please explain which one you found the most interesting and why? Also please describe the most challenging analysis and why you found it to be challenging.
Required Reading:
Readings and Videos
The danger of mixing up causality and correlation: Ionica Smeets [Video File] https://www.youtube.com/watch?v=8B271L3NtAw (5:57)
Multiple Regression [Video file] Retrieved from https://www.youtube.com/watch?v=XEykw0G_wuQ (23:39)[NOTE: Please watch only until 10:22 of the video]
Epstein, M. (2020). Statistics unit 5 – Inferential statistics / correlations. AMPLab. https://www.amplaboratory.org/classes/statistics/statistics-unit-5-inferential-statistics-correlations/ (pass: teaching stats). Read Sections 5-7.
Calvello, M. (2020, January 2). Correlation vs. regression made easy: Which to use + why. Learning Hub. https://learn.g2.com/correlation-vs-regression
The video below is a step-by-step process in order to conduct a Multiple Linear Regression statistical analysis via SPSS, which is a computer program that is often used by psychology researchers to analyze their data. I highly suggest for you to bookmark this webpage below for future reference if you need to conduct a Multiple Linear Regression statistical analysis on any data that you plan to collect in the future.
How to Use SPSS: Standard Multiple Regression [Video file]. Retrieved from https://www.youtube.com/watch?v=f8n3Kt9cvSI (36:53)