Including:
For those who will work with secondary survey data, or any survey data in SPSS:
For those working with other software, especially with secondary data:
U Amsterdam has multiple Video Playlists with short and useful tutorials on relevant concepts. See the tab for all their videos; you can pick and choose which topics you need.
"A multidisciplinary, projectbased curriculum that supports students in conducting original research, asking original questions, and communicating methods and results using the language of statistics." See the website for an EBook with videos, code, and assignment
The following videos linked here (to YouTube, or see the website) do not demonstrate any software (used for SPSS). See videos for SAS, Python, R, and Stata (video lengths vary). Uses Base R for data management.
Note: Explanatory Variable = Independent Variable (IV), Response Variable = Dependent Variable (DV)
1  Introduction  ~ 6 min 
2  Data Sets and Codebooks  ~ 25 min 
3  Literature review  ~ 8 min 
4  Working with Data  ~ 7 min 
5  Data Management  ~ 7 min 
6  Univariate Graphing  ~ 17 min 
7  Bivariate Graphing  ~ 6 min 
8  Inferential Statistics  ~ 31 min 
9  Analysis of Variance  ~ 10 min 
10  Chi Square Test of Independence  ~ 12 min 
11  Pearson Correlation  ~ 8 min 
12  Moderation  ~ 2 min 
13  Causation  n/a 
14  Multivariate Modeling and Confounding includes Simple Regression t=19 
~ 22 min 
15  Writing for Poster Presentations  ~ 15 min 
Interactive text and video tutorials
These suggest completing the surveys module first.
These include the videos from the above DataSkills modules.
University of Amsterdam / Research Methods & StatisticsSelected playlists are expanded to highlight important topics. Videos are typically 58 minutes. Playlists 
Basic Statistics

Inferential Statistics 
Quantitative Methods

In management
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