Testing mediation using 'medsem' package in Stata

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  • Опубликовано: 21 авг 2024

Комментарии • 52

  • @minahpark2153
    @minahpark2153 2 года назад

    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 года назад

    Thank you, Dr. Mike! Love your Stata videos!!!

  • @HuzMusFinanceData
    @HuzMusFinanceData Год назад

    Thank you so much for contributing Useful Video and Notes.... Highly appreciated...

  • @benardmusekesewabukala2300
    @benardmusekesewabukala2300 Год назад

    Super illustration. Thank you very much for this clip.

  • @msmreview2221
    @msmreview2221 3 года назад +2

    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 года назад +5

      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 года назад

      @@mikecrowson2462 Thank you so much, Dr. Crowson!

  • @mdirtejaislam5930
    @mdirtejaislam5930 2 года назад

    Hi Dr Crowson, It really helped me a lot. Much appreciated :)

  • @margheritabelgioioso2283
    @margheritabelgioioso2283 3 года назад +1

    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!

  • @tutunmukherjee2
    @tutunmukherjee2 2 года назад +4

    Thank you for your nice presentation. Sir, could you please guide us on the incorporation of control variables in medsem package?

    • @ElPerreke007
      @ElPerreke007 2 года назад

      Did you solve it? I would like to know how to deal with it too :( please

    • @anjo6248
      @anjo6248 Год назад +1

      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

  • @IrfanKhan-yg8zu
    @IrfanKhan-yg8zu 3 года назад

    Thank you so much for this valuable analysis. Please, upload one video for DID? Thanks

  • @happytree23256
    @happytree23256 Год назад

    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 года назад

    Fantastic, Mike. Thanks.
    Can you please share a video/link where you demonstrate how to use graphics to plot the results.

  • @FelipeDias-wo5bw
    @FelipeDias-wo5bw Год назад

    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?

  • @mohameddjellouli2223
    @mohameddjellouli2223 3 года назад +1

    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???

  • @a.k.yarkin3666
    @a.k.yarkin3666 3 года назад

    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 года назад

      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!

  • @sidseldomazet4898
    @sidseldomazet4898 Год назад

    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.

  • @user-hg7ns4cm7u
    @user-hg7ns4cm7u Год назад

    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 ?

  • @rubenvanpampus7400
    @rubenvanpampus7400 4 месяца назад

    Great video! Is it possible to do the medsem analysis for subgroups?

    • @mikecrowson2462
      @mikecrowson2462  3 месяца назад

      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!

  • @sysysysysysysysys482
    @sysysysysysysysys482 2 года назад

    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!

  • @nima3915
    @nima3915 Год назад

    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?

  • @jacobeberharter6342
    @jacobeberharter6342 Год назад

    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?

  • @wilayatullahkhattak9603
    @wilayatullahkhattak9603 16 дней назад

    What about control variables in medsem stata?. How can we include in medsem syntax. Or it automatically bases on sem syntax being a post mediation.

  • @tranthu3450
    @tranthu3450 2 года назад

    Hello Dr Crowson. Thank you for this video! I have a question about data. Can I use Medsem to process panel data?

    • @jingnanli7325
      @jingnanli7325 Год назад

      have u found the answer. he did not show us the data. i also have panel data.

    • @davida.jimenezj.7208
      @davida.jimenezj.7208 Год назад

      I have the same question.

  • @heathersky8218
    @heathersky8218 Год назад

    Thank you for the video, may i ask whether medsem can be used with binary dependent variable?

    • @mikecrowson2462
      @mikecrowson2462  Год назад +1

      Hi there. Thanks for your question. It really isn't for use with a binary DV. Best wishes!

    • @heathersky8218
      @heathersky8218 Год назад

      @@mikecrowson2462 thank you so much for your response

  • @ahmedadel822
    @ahmedadel822 3 года назад

    Hi Dr Crowson, I am just wondering could I use this command with continuous variables not from survey data? Thanks.

  • @shaunasimon4452
    @shaunasimon4452 2 года назад

    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 года назад

    great video! Does something similar exist for gsem (i.e multilevel mediation)?

  • @alinik4737
    @alinik4737 3 года назад

    Can we test the mediation's significance using bootstraping with this command? Or is the monte carlo simulation part is same as bootstraping?

  • @jingnanli7325
    @jingnanli7325 Год назад

    thank u, how about using panel data? the same procedure? where do I include control variables?

  • @jagopenelitian
    @jagopenelitian Год назад

    How about R² or R - Square sir? what is command to show R² ? Thank you sir

  • @diary_m281
    @diary_m281 2 года назад

    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 года назад

      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 (ruclips.net/video/dShrmLlZ-Xc/видео.html), 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

  • @anwarhariyono3659
    @anwarhariyono3659 Год назад

    Thanks. Is it possible for secondary data, in the field of accounting where the data is from financial reports. Can I be helped?

  • @gerieallccaco256
    @gerieallccaco256 10 месяцев назад

    direct and indirect effects and the total effects ? how?

  • @piyumiseneviratne2465
    @piyumiseneviratne2465 Год назад

    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

  • @youlicho9275
    @youlicho9275 Год назад

    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 Год назад

      Another quesiton is... what is "delta" column for? and why is it almost always the same as sobel test?

  • @IrfanKhan-yg8zu
    @IrfanKhan-yg8zu 3 года назад

    Dear sir, How to get access to the contents on your website? because it doesn't show the materials. thanks

    • @mikecrowson2462
      @mikecrowson2462  3 года назад

      Hello. The links are provided under the video description. Best wishes

  • @safiasuleman4591
    @safiasuleman4591 3 года назад

    Can you please tell me that if we have panel data then for mediation this method can be used ?

    • @jingnanli7325
      @jingnanli7325 Год назад

      have u found the answer. he did not show us the data. i also have panel data.

    • @safiasuleman4591
      @safiasuleman4591 Год назад

      @@jingnanli7325 yes we can but i will suggest use stata software for panel data