Testing mediation using 'medsem' package in Stata

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Mike Crowson

Mike Crowson

Күн бұрын

This video provides a demonstration of the 'medsem' package which can be used when testing for mediation in Stata.
A copy of the data can be downloaded here: drive.google.com/file/d/1OlDL...
A copy of the Do-file referenced in the video can be downloaded here:
drive.google.com/file/d/1EutD...
A copy of the Powerpoint referenced in the video can be downloaded here: drive.google.com/file/d/1I3-5...
For additional videos and resources on multivariate statistics, check out: sites.google.com/view/statist...

Пікірлер: 51
@minahpark2153
@minahpark2153 2 жыл бұрын
Super helpful!! Among many stata related videos, I found this one the most well-created and explained. Thank you so much!
@Zane_Zaminsky
@Zane_Zaminsky 3 жыл бұрын
Thank you, Dr. Mike! Love your Stata videos!!!
@mdirtejaislam5930
@mdirtejaislam5930 2 жыл бұрын
Hi Dr Crowson, It really helped me a lot. Much appreciated :)
@benardmusekesewabukala2300
@benardmusekesewabukala2300 Жыл бұрын
Super illustration. Thank you very much for this clip.
@HuzMusFinanceData
@HuzMusFinanceData Жыл бұрын
Thank you so much for contributing Useful Video and Notes.... Highly appreciated...
@IrfanKhan-yg8zu
@IrfanKhan-yg8zu 3 жыл бұрын
Thank you so much for this valuable analysis. Please, upload one video for DID? Thanks
@happytree23256
@happytree23256 Жыл бұрын
Hello Dr.Crowson! thank you for this amazing video! I just have one question. For example 1, which only has 3 variables, should I report the goodness of fit(chi-square)? I did it and the dof is 0 and p>chi2 was just a dot (.). I assumed dof was because I had 3 pathways having literally all possible paths :) Thank you so much in advance!
@anilkshatriya8209
@anilkshatriya8209 2 жыл бұрын
Fantastic, Mike. Thanks. Can you please share a video/link where you demonstrate how to use graphics to plot the results.
@sidseldomazet4898
@sidseldomazet4898 Жыл бұрын
Hi Mark. Great video! How do I obtain confidence intervals (CIs) for the direct and total effects after medsem? Medsem only provides CIs for the indirect effect. However, I cannot use the estimates and CIs from the sem model, because the medsem posthic estimation provides estimates and CIs from Monte Carlo simulations.
@FelipeDias-wo5bw
@FelipeDias-wo5bw Жыл бұрын
Hi, Dr. Crowson. great video! I have a question about your medium command. If you have a moderated mediation situation, in which, say the independent variable is mastery, the moderating variable is anxiety, the mediator is interest, and the dependent variable is achieve, then would you say that the "indep" category in medsem command is the interaction term of mastery*anxiety. So, medsem, indep(mastery*anxiety) med(interest) dep(achieve) mcreps(500) rit rid Is this correct?
@margheritabelgioioso2283
@margheritabelgioioso2283 3 жыл бұрын
Thank you for this! I have a question on interpretation I hope you can help me with: How do I interpret a complete negative mediation where path a is negative and path b positive? STEP 1 - (X -> M) with B=-0.608 and p=0.000 STEP 2 - (M -> Y) with B=6.826 and p=0.004 STEP 3 - (X -> Y) with B=4.715 and p=0.443 As STEP 1, STEP 2 and the Sobel's test above are significant and STEP 3 is not significant the mediation is complete!
@msmreview2221
@msmreview2221 3 жыл бұрын
Thanks, Dr. Crowson. This is EXTREMELY helpful. I would say your video is better than a 10-week lecture in school. A follow-up question, sometimes I see researchers will control for covariates in the mediation model. For example, when examining the mediating role of interest between mastery and achieve, I want to control age, education, and income level (variable names: age, edu, income) . How should I do this? Thanks in advance!
@mikecrowson2462
@mikecrowson2462 3 жыл бұрын
Hi there. Thanks for your question. I noticed that I did not include any covariates in my example, but I would expect it to work the same by adding in the covariates when using the sem command. I just gave it a run through and it worked. Try: sem (achieve
@msmreview2221
@msmreview2221 3 жыл бұрын
@@mikecrowson2462 Thank you so much, Dr. Crowson!
@a.k.yarkin3666
@a.k.yarkin3666 3 жыл бұрын
Hello Dr Crowson, Thank you very very much for your unmatchable videos (with powerpoint and data) especially the ones on Hayes' PROCESS for SPSS. I was wondering if it is in your schedule doing videos on Montoya's MEMORE Macro for SPSS. I have been struggling using SEM for analyzing mediated models with repeated measures. Thaaanks again!!
@mikecrowson2462
@mikecrowson2462 3 жыл бұрын
Hi there! Thanks for following my work! I've run across this macro. But I'll need to do some learning on my own before attempting a video on medmore. But it is on my radar to eventually do a video on it. Maybe over summer when I can have more time for studying up on it. Best wishes!
@tutunmukherjee2
@tutunmukherjee2 2 жыл бұрын
Thank you for your nice presentation. Sir, could you please guide us on the incorporation of control variables in medsem package?
@ElPerreke007
@ElPerreke007 2 жыл бұрын
Did you solve it? I would like to know how to deal with it too :( please
@anjo6248
@anjo6248 Жыл бұрын
If your model contains control variables, i.e., covariates, you must include these in each of the sem equations. Thus, your sem model will look something like this: sem (MV
@user-hg7ns4cm7u
@user-hg7ns4cm7u Жыл бұрын
Hi Mike Thank you for the helpful videos Do you know if there is an option to calculate mediation with a logit model (binary DV) but is also multilevel ?
@mohameddjellouli2223
@mohameddjellouli2223 3 жыл бұрын
Hi dear Dr, thank you for sharing this video, I have a question about sample, so can I do path analysis on stata if I have 3 variables from 2000 to 2018???
@ahmedadel822
@ahmedadel822 3 жыл бұрын
Hi Dr Crowson, I am just wondering could I use this command with continuous variables not from survey data? Thanks.
@sysysysysysysysys482
@sysysysysysysysys482 2 жыл бұрын
Thanks for your kind explanation! Your channel helped me a lot in doing my own research. I'm wondering how can I put two different mediators in the model, which means how can I test two different mediating pathways in one model. Again, thank you so much!
@joboldenziel3632
@joboldenziel3632 Жыл бұрын
did you ever find the answer to this?
@alinik4737
@alinik4737 3 жыл бұрын
Can we test the mediation's significance using bootstraping with this command? Or is the monte carlo simulation part is same as bootstraping?
@shaunasimon4452
@shaunasimon4452 2 жыл бұрын
Hi Dr.Crowson, I found a paper that used the medsem package with a categorical IV. Do you know if this is correct? Thanks!
@will74lsn
@will74lsn 2 жыл бұрын
great video! Does something similar exist for gsem (i.e multilevel mediation)?
@nima3915
@nima3915 Жыл бұрын
In the last example, there are 2 parallel mediators (interest and anxiety) however, medsem only includes choosing "interest" as the mediator. How can we put 2 mediators there?
@tranthu3450
@tranthu3450 2 жыл бұрын
Hello Dr Crowson. Thank you for this video! I have a question about data. Can I use Medsem to process panel data?
@jingnanli7325
@jingnanli7325 Жыл бұрын
have u found the answer. he did not show us the data. i also have panel data.
@davida.jimenezj.7208
@davida.jimenezj.7208 Жыл бұрын
I have the same question.
@jingnanli7325
@jingnanli7325 Жыл бұрын
thank u, how about using panel data? the same procedure? where do I include control variables?
@jacobeberharter6342
@jacobeberharter6342 Жыл бұрын
Hallo, thanks for this very helpful video. However, I have a question: Is it possible to use this stata package with panel data? If yes do the codes change?
@diary_m281
@diary_m281 2 жыл бұрын
thank you!!!!!!!!!! :) I hava a question Is it not available in logistic regression analysis? If possible, can you tell me how to do it?
@mikecrowson2462
@mikecrowson2462 2 жыл бұрын
Hi there. Thanks for your question. There is no way to test a mediation analysis where you have a binary DV or mediator using the medsem package. I've written a do-file that would allow you to test for mediation where the mediator is continuous but the dependent variable (Y) is binary. If you go to the video here (kzbin.info/www/bejne/moTLo6CCob9gjsU), you can download the do-file and the video walks you through its use. Apart from that, I don't know of any other packages or do file (not saying they aren't out there, just that I don't know of any). Your only other option is to write your own code to accomplish this. That's kind of what I ended up doing to create my do-file. There is actually a more efficient way to do it than how I did (I was trying to mimic Hayes' Process macro through SPSS) and that is to run a generalized SEM and then use the stored regression coefficients to compute the indirect effect. You'd also bootstrap the indirect effect to generate the confidence interval. There are a couple of nice tutorials here (stats.idre.ucla.edu/stata/faq/how-can-i-do-mediation-analysis-with-the-sem-command/) and here (stats.idre.ucla.edu/stata/faq/how-can-i-do-moderated-mediation-in-stata/) that I pivoted off of when writing my code. You could probably just extend this from sem (which is what they demonstrate) to generalized sem. This is probably way more than you wanted to know. Good luck
@rubenvanpampus7400
@rubenvanpampus7400 3 ай бұрын
Great video! Is it possible to do the medsem analysis for subgroups?
@mikecrowson2462
@mikecrowson2462 3 ай бұрын
Hi there. It's been awhile since I have worked with this package, but I don't recall there being anything related to subgroups analysis. Here's some documentation on the package I found on the web: ntnuopen.ntnu.no/ntnu-xmlui/bitstream/handle/11250/2589997/offprint-medsem+a+Stata+package+for+statistical+mediation.pdf?sequence=1 If your aim is to test a model in say Group A and then in Group B, you could subset out your data for each group and then run your model on each using the medsem package. If your question is about invariance between groups, then that's another matter entirely as that is clearly not what medsem is designed to get at. I hope this helps!
@heathersky8218
@heathersky8218 Жыл бұрын
Thank you for the video, may i ask whether medsem can be used with binary dependent variable?
@mikecrowson2462
@mikecrowson2462 11 ай бұрын
Hi there. Thanks for your question. It really isn't for use with a binary DV. Best wishes!
@heathersky8218
@heathersky8218 11 ай бұрын
@@mikecrowson2462 thank you so much for your response
@anwarhariyono3659
@anwarhariyono3659 Жыл бұрын
Thanks. Is it possible for secondary data, in the field of accounting where the data is from financial reports. Can I be helped?
@safiasuleman4591
@safiasuleman4591 3 жыл бұрын
Can you please tell me that if we have panel data then for mediation this method can be used ?
@jingnanli7325
@jingnanli7325 Жыл бұрын
have u found the answer. he did not show us the data. i also have panel data.
@safiasuleman4591
@safiasuleman4591 Жыл бұрын
@@jingnanli7325 yes we can but i will suggest use stata software for panel data
@IrfanKhan-yg8zu
@IrfanKhan-yg8zu 3 жыл бұрын
Dear sir, How to get access to the contents on your website? because it doesn't show the materials. thanks
@mikecrowson2462
@mikecrowson2462 3 жыл бұрын
Hello. The links are provided under the video description. Best wishes
@piyumiseneviratne2465
@piyumiseneviratne2465 Жыл бұрын
I recently used this medsem package and when I ran the first command I got an error message as unrecognized command: sem . Can you please help me to solve this problem
@jagopenelitian
@jagopenelitian Жыл бұрын
How about R² or R - Square sir? what is command to show R² ? Thank you sir
@gerieallccaco256
@gerieallccaco256 10 ай бұрын
direct and indirect effects and the total effects ? how?
@youlicho9275
@youlicho9275 Жыл бұрын
Thank you for this great video. My understanding is that SEM typically requires a larger sample size, ideally over 200 observations, but the 'medsem' package could handle smaller sample sizes? Could anyone direct me to academic sources that support this?"
@youlicho9275
@youlicho9275 Жыл бұрын
Another quesiton is... what is "delta" column for? and why is it almost always the same as sobel test?
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