Uploaded April 2021 | Updated September 2026, 2 weeks ago
This video demonstrates how to test for moderated mediation using Hayes' Process macro (processmacro.org/index.html) - with a focus on Model 7 (reflecting first-stage moderation).
The data and aspects of the example (although it is not a direct example) are derived from:
Zhou J., Yang, Y., Qiu, X., Yang, X., Pan H, Ban, B., et al. (2016) Relationship between anxiety and
burnout among Chinese physicians: A moderated mediation model. PLoS ONE 11(8): e0157013.
doi:10.1371/journal.pone.0157013.Downloaded from: journals.plos.org/plosone/article?id=10.1371/journal.pone.0157013
Download a copy of the dataset used in this video here: drive.google.com/file/d/18FZLV2gOinhMdkT2C2Xl64txNTW-87Gx/view?usp=sharing
Download a copy of the Powerpoint referenced in the video here: drive.google.com/file/d/1Ui3RTthVbsGveQ8VZxAo3wMLDpmjPi47/view?usp=sharing
*Warning and suggestion: This presentation assumes you already have a reasonable understanding of moderated regression and mediation. If you are unfamiliar with these procedures, you will likely find this discussion difficult to follow. My suggestion is to review those other concepts first prior to tackling moderated mediation with Process Model 7. I have several presentations on these topics, which can be found at the following links:
Mediation: youtube.com/watch?v=vFGSa0KfDYA
Moderated regression: youtube.com/watch?v=4gGJCX6rrAo , youtube.com/watch?v=JZ2fl8exNTE
SEE MY NEW BLOG ADDRESSING MEDIATION, MODERATION, AND MODERATED MEDIATION (PROCESS MODELS) USING STATA AND SPSS HERE: process-models-stata-spss.blogspot.com
MY FIRST POSTING IS ON PROCESS MODEL #7 USING PROCESS WITH SPSS CAN BE FOUND HERE:
process-models-stata-spss.blogspot.com/2021/07/process-model-7-using-spss-testing.html
SECOND BLOG POSTING ON MODEL #8:
process-models-stata-spss.blogspot.com/2021/07/process-model-8-using-hayes-process.html
For other videos and resources on using the Process macro, go here:
sites.google.com/view/statistics-for-the-real-world/contents/process-macro-mediation-and-moderation
This video demonstrates how to test for moderated mediation using Hayes' Process macro (processmacro.org/index.html) - with a focus on Model 7 (reflecting first-stage moderation).
The data and aspects of the example (although it is not a direct example) are derived from:
Zhou J., Yang, Y., Qiu, X., Yang, X., Pan H, Ban, B., et al. (2016) Relationship between anxiety and
burnout among Chinese physicians: A moderated mediation model. PLoS ONE 11(8): e0157013.
doi:10.1371/journal.pone.0157013.Downloaded from: journals.plos.org/plosone/article?id=10.1371/journal.pone.0157013
Download a copy of the dataset used in this video here: drive.google.com/file/d/18FZLV2gOinhMdkT2C2Xl64txNTW-87Gx/view?usp=sharing
Download a copy of the Powerpoint referenced in the video here: drive.google.com/file/d/1Ui3RTthVbsGveQ8VZxAo3wMLDpmjPi47/view?usp=sharing
*Warning and suggestion: This presentation assumes you already have a reasonable understanding of moderated regression and mediation. If you are unfamiliar with these procedures, you will likely find this discussion difficult to follow. My suggestion is to review those other concepts first prior to tackling moderated mediation with Process Model 7. I have several presentations on these topics, which can be found at the following links:
Mediation: youtube.com/watch?v=vFGSa0KfDYA
Moderated regression: youtube.com/watch?v=4gGJCX6rrAo , youtube.com/watch?v=JZ2fl8exNTE
SEE MY NEW BLOG ADDRESSING MEDIATION, MODERATION, AND MODERATED MEDIATION (PROCESS MODELS) USING STATA AND SPSS HERE: process-models-stata-spss.blogspot.com
MY FIRST POSTING IS ON PROCESS MODEL #7 USING PROCESS WITH SPSS CAN BE FOUND HERE:
process-models-stata-spss.blogspot.com/2021/07/process-model-7-using-spss-testing.html
SECOND BLOG POSTING ON MODEL #8:
process-models-stata-spss.blogspot.com/2021/07/process-model-8-using-hayes-process.html
For other videos and resources on using the Process macro, go here:
sites.google.com/view/statistics-for-the-real-world/contents/process-macro-mediation-and-moderation


![Part 2 of McDonalds omega as alternative to Cronbachs alpha using Hayes OMEGA macro
This video builds on the discussion from my previous video [Part 1: https://youtu.be/ySBvgNlDo7U], providing more computational details and details regarding features of the macro.
A copy of the Excel file used in this presentation can be obtained here:
https://drive.google.com/file/d/1u-2aki9jmEdJyJMHgGEB1sNr5W2GZQgg/view
Dear viewers: I was made aware (and have experienced myself) a few issues with using the menus interface with SPSS version 27 (the most recent version). Version 26 is what I used in this video. I was recently informed by Professor Hayes of an alternative approach to generating McDonalds omega that can be used with SPSS version 27 (or any for that matter), which can be an effective stop-gap, until the programming issue gets resolved on the drop-down menu approach. I just put together a video on a solution here: https://youtu.be/xscn5M5iLKQ . That video is less conceptual than the video here, so I still encourage you to watch this one for more details! Part 2 of McDonalds omega as alternative to Cronbachs alpha using Hayes OMEGA macro](https://i.ytimg.com/vi/pWrmlaXKnB8/mqdefault.jpg)







![How to estimate composite reliability/McDonalds omega for one factor CFA model using AMOS
This video demonstrates how to estimate composite reliability/McDonalds omega based on a one-factor CFA using AMOS. The article referenced in the video can be found here: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0173295
[Previous video on CFA using AMOS: https://youtu.be/bbmOMh1hDpA]
A copy of the accompanying Powerpoint can be downloaded here: https://drive.google.com/file/d/1-FFFajYLn0Xk9OPkXYNt9I2YmXoN8DP9/view
SPSS data file (no missing data): https://drive.google.com/file/d/1Oi7pvxeUYTbZTRJps9cB_2v-wg0-qgUe/view
SPSS data (with missing data):
https://drive.google.com/file/d/1-Ez7WQSEP6OABE5E7OMVzzbwa1p2zbli/view
AMOS file (one-factor CFA): https://drive.google.com/file/d/1kSBJAivBxFhR5JzDLcScHFZoAXHFS9Z2/view
AMOS file (one-factor CFA and estimation of composite reliability): https://drive.google.com/file/d/1PUkQn2K1zyH2OSsTjN0gsWfR2-Vob6As/view How to estimate composite reliability/McDonalds omega for one factor CFA model using AMOS](https://i.ytimg.com/vi/s-OMhwe8TTU/mqdefault.jpg)