Necessary Condition Analysis (NCA) using PLS-SEM in

Necessary Condition Analysis (NCA) using PLS-SEM in #smartpls4
Go beyond traditional SEM! Discover Necessary Condition Analysis (NCA) with PLS-SEM in SmartPLS4 and unlock deeper insights into your data. Learn how to identify variables essential for achieving desired outcomes, even if they're not sufficient on their own.
This video covers:
What is NCA, and how does it differ from SEM?
When to use NCA in your research
A step-by-step guide to conducting NCA in SmartPLS4
Interpreting NCA results for actionable insights
Tips and best practices for successful NCA
Correction: Apologies for the mistake. In one of the slides, loyalty is mentioned as the DV. The DV is OP not Loyalty.
Boost your research with NCA!
Reference Articles:
Richter, N. F., Hauff, S., Ringle, C. M., Sarstedt, M., Kolev, A. E., & Schubring, S. (2023). How to apply necessary condition analysis in PLS-SEM. In Partial least squares path modeling: Basic concepts, methodological issues and applications (pp. 267-297). Cham: Springer International Publishing.
Richter, N. F., Schubring, S., Hauff, S., Ringle, C. M., & Sarstedt, M. (2020). When predictors of outcomes are necessary: Guidelines for the combined use of PLS-SEM and NCA. Industrial management & data systems, 120(12), 2243-2267.
Contact (For Online Coaching Sessions/Queries)
Email: [e-mail]
LinkedIn: / khawajafawadlatif
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Web: www.researchwi...
Do you have any questions, tips, or ideas? Let me know in the comments section below!
About:
Research With Fawad is a research initiative to help young and early-career researchers learn research tools and techniques. It is an initiative to share research knowledge and help researchers learn to research the easy way.
Learn more about Research With Fawad at www.researchwi....
#NCA #PLS-SEM #SmartPLS4 #research #datanalysis #necessaryconditions #quantitativemethods #socialresearch #businessschool #marketingresearch #managementresearch #scholarlyvideo

[@abhishekmtalawar3192]

Thank you so much..I did learn a lot from this video as your explanation is easy to understand ..

[@researchwithfawad]

Glad it was helpful!

[@PhilC1]

Outstanding presentation!!

[@researchwithfawad]

Thanks. I am glad you liked it.

[@norhazurayunus6137]

thanks a lot Dr.. very clear

[@researchwithfawad]

You are welcome

[@IrfanSaleem541]

Nice lecture, prof. I want to run NCA for the moderated mediated model. Would you like me to follow the same steps? By converting moderators and mediators as IVs? Or should I run separate NCAs for IV-DV, IV to Med, Med to Dv and nothing for Mod? Can you recommend a sample study to follow the presentation for a moderated mediated model along with NCA?

[@researchwithfawad]

Thanks for watching. I havent come across such a paper yet. But you will need to have the variables analysed as predictors using regression.

[@LijuanHu-s8m]

Thanks for sharing, Dr. I want to know when there are moderators(like satisfaction) besides independent variables, when running NCA, whether the moderators will be in the model or not?

[@researchwithfawad]

Yes you can include the moderators.

[@LijuanHu-s8m]

Thank you, professor😀@@researchwithfawad

[@NgocLe-mi7ys]

Hi Professor. In my bootstrapping analysis, one independent variable has no significant influence on the dependent variable (p-value > 0.05). However, in the following NCA results, that particular independent variable has a higher ceiling line effect size compared to other independent variables. The NCA Permutation shows all independent variables have permutation p-value < 0.05. Which conclusion can I come up here? Please respond to me as I have been asking for help on this matter. Thanks a lot.

[@researchwithfawad]

Please refer to the table in the video on the comparison of results from SEM and NCA.

[@LijuanHu-s8m]

Dear Professor, when running NCA, the results show that the effect size is 0.087 and the P value is 0.709, is it a necessary condition?

[@researchwithfawad]

Thanks for watching. No, it is not a necessary condition.

[@LijuanHu-s8m]

Thank you, Prof. Got this.😊@@researchwithfawad

[@dimsosol]

Thank you. the video is outstanding. I have a query regarding chart. The article you referred is showing the chart with yellow and green color lines. I checked the properties in SmartPls 4 but there is not option to enable that. also in your video it is not visible.

[@researchwithfawad]

Thanks for watching. Is the chart not visible to you?

[@dimsosol]

@@researchwithfawad Chart is visible, but only the one generated through SmartPls. But the sample article you have mentioned, they have difference NCA plots. I was wondering how i can show the similar one. Thank You

[@IrfanSaleem541]

I have a moderated mediated model. Can you guide me? Should I use the same method to run the NCA? That is, should I convert all moderating and mediating into IVs and link them like simple regression to DV? OR take interactive effects beta values and regress them on dv and also run muli/ TWO NCAs for DV and MED?

[@researchwithfawad]

AoA. Please use all IVs, MEDV, and MODV as predictors in regression.

[@swatigarg485]

@@IrfanSaleem541 Sir.. Do you get the solution of your query? I am in the need of the same solution.

[@Jamzz7]

Can you please make another video on applyng NCA fir complex model (including moderation)

[@researchwithfawad]

NCA doesn't have moderation. The moderator is added as a predictor.

[@unstoppable_tp]

Hello Fawad, please can i get the powerpoint presentation that you used in this video ?

[@researchwithfawad]

You may please refer to the paper in the description. I plan to upload the slides soon

[@anitalow3628]

good morning sir, could you make another video in the same topic (combined use of PLS-SEM and NCA) but this time includes "negative constructs". You may have two positive constructs (e.g., rewards, responsiveness) and two negative constructs (e.g., stress, burnout). These four IVs have direct effect (positively and negatively respectively) towards organizational performance (OP). So far, no one has uploaded this kind of tutorial based on the scenario as mentioned above. thank you.

[@researchwithfawad]

Thanks for watching. Hopefully soon.

[@anitalow3628]

@@researchwithfawad thank you for accepting my suggestion. hopefully, the new tutorial is ironed out very soon.

[@AdvityaIndumahajan]

@@researchwithfawad Sir, I have a similar kind of model, where the predictor is a negative construct and reverse-coded, but the outcome is a positive construct. The relationship in the PLS-SEM is significant and negatively correlated, but in NCA, it's not. How can I interpret this?

[@farmagold2239]

Muy importante la informacíon, muchas gracias si podría compartir como reportar los resultados.. gracias

[@researchwithfawad]

Thanks for watching

[@anitalow3628]

There is no Loyalty construct in the proposed model. There are 7 Independent Variables (i.e., vision, development, reward, reliability, assurance, empathy & responsiveness) and an outcome variable (i.e., Organizational Performance, OP).

[@researchwithfawad]

Yes, that is one typo, it was also mentioned in the video. DV is OP.

[@anugrewal9790]

Greetings of the day sir How can we come to know whether nca is needed in our objective?

[@researchwithfawad]

You can conduct in all social sciences studies where you are assessing an outcome based on multiple predictors.

[@anugrewal9790]

@@researchwithfawad ok thank you sir

[@saqibshahzad4127]

Could you make a video on fsQCA software. If we have 5 point likert scale then how we calibrate it. Please if you have time then write here

[@researchwithfawad]

You can calibrate based on the percentile score. 5, 50, and 95

[@saqibshahzad4127]

@@researchwithfawad let suppose i am using 1 variable and this variable has 4 items. First we will calculate mean of the variable items and then we will calibrate with tbis values 0.95,050,0.05?

[@researchwithfawad]

Yes

[@ormanbektagmanov7524]

How is Necessary Condition Analysis (NCA) using AMOS programme?

[@researchwithfawad]

AMOS doesn't support NCA

[@mohammedalrezq4923]

Thank you for the informative video. Do you know if there is a way to get the unstandardized latent variables scores if using SEMinR package for a PLS-SEM model? I only could obtain the standardized scores, and I am not clear how the standardized score would impact NCA’s interpretation. Thanks in advance.

[@researchwithfawad]

Can you post this query in SEMinR FB page.

[@researchwithfawad]

Can you post this query in SEMinR FB page.

[@Alhamzah_F_Abbas]

Brilliant session, as usual. I learned and earned new knowledge. Thank you so much, Prof. for your Inexhaustible giving.

[@researchwithfawad]

Glad you enjoyed it!