You have simply made life of doctorate scholars easier. Sincere gratitude
@researchwithfawad10 ай бұрын
Thanks. I am glad you liked it.
@ishararathnayake61592 ай бұрын
Yes, Simply amazing..
@n.yogalakshmiShasun9 ай бұрын
A CLEAR CUT EXPLANATION ABOUT FACTOR ANALYIS FROM START TO END. UNDERSTOOD WELL.
@researchwithfawad9 ай бұрын
Thank you. I am glad you liked it.
@B.Serrano-mi8xl5 ай бұрын
Fawad, I'm an undergraduate trying to propose a scale development study for my senior thesis. Thank you so much. WIth no prior teaching on this, I was able to understand very easily with an undergraduate level of statistics knowledge. You made so many of the papers I'm using for research comprehensible. You are doing great work and I am very grateful. Resources like this are so helpful. Thank you thank you thank you
@researchwithfawad5 ай бұрын
Thank you. I am glad you liked it.
@emmanuelonoja62514 ай бұрын
You have given a good lecture on this. Thank you for sharing your thoughts
@AyeshaImran-w8x4 ай бұрын
Its a wonderful explanation of EFA that made my research life easy. Thank you
@researchwithfawad4 ай бұрын
Glad it was helpful!
@JuberTheLegend3 жыл бұрын
The most helpful and concise video I found on KZbin. thanks!
@researchwithfawad3 жыл бұрын
Thanks. I am glad you liked it.
@sandradsa13402 жыл бұрын
Yes me too
@alamzubair3213 жыл бұрын
Excellent demonstration. No other video on KZbin explains EFA so well.
@researchwithfawad3 жыл бұрын
Thanks. I am glad you liked it
@priyamishra4706 Жыл бұрын
sir it's great but reporting mechanism kaha milega
@sehreensara6402 Жыл бұрын
Absolutely
@ehteshamali289310 ай бұрын
I will definitely mention your channel and your efforts in guiding me in my acknowledgements section of my thesis.
@researchwithfawad10 ай бұрын
Awesome, thank you!
@darefadare69697 ай бұрын
How do I thank you enough... So straightforward and very clear. I'm grateful
@researchwithfawad7 ай бұрын
Thanks. I am glad you liked it. Please do share in your research circle.
@sakshimalawaliya64517 ай бұрын
You simplied EFA for me! Thank you!
@researchwithfawad7 ай бұрын
Happy to help!
@ranthony15562 жыл бұрын
clear and concise from the start without unnecessary visaula or audio distraction
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@missnerd48327 ай бұрын
Thank you so much. I'm writing my dissertation and have to use EFA. you've helped me a lot 😊
@researchwithfawad7 ай бұрын
Thanks for watching.
@DFCinBE Жыл бұрын
The best video out there explaining this concept. Congratulations and thanks so much!
@researchwithfawad Жыл бұрын
Glad it was helpful! Do Share in your research circle.
@simonasusnea48362 ай бұрын
Thank you Fawad, your help is greatly appreciated.
@researchwithfawad2 ай бұрын
Glad it helped
@YEJIFOOT8 ай бұрын
Thank you very much. you are amazing instructor. I really appreciate you shared this valuable information for free. bless you so much
@researchwithfawad8 ай бұрын
You are very welcome
@polarbear2393 Жыл бұрын
Dear Fawad, thank you very much for all your videos here on KZbin. They have made a significant difference for me as I am a practitioner who has decided to embark on his journey of research without any prior background in science. Without your videos, I would have been lost. Thanks again and keep up the great work. Greetings from Switzerland!
@researchwithfawad Жыл бұрын
Pleasure. I am glad you liked the videos. I hope they are helpful in your research endeavor.
@rejoiceihenetichidi8934 Жыл бұрын
Indeed, you are the best.
@dr.vimalchandraverma4433 жыл бұрын
Amazing sir. Your way of teaching is superb
@researchwithfawad3 жыл бұрын
So nice of you
@molisha41499 ай бұрын
thank you. After watching this many videos this helps me the most.
@researchwithfawad9 ай бұрын
Thanks for watching.
@mrs.dinaelsaadi95503 күн бұрын
Thank you very much. you are amazing instructor.
@saidgaryare41043 жыл бұрын
Thank you, sir, for accepting my request and thank you for your kindness and generosity, may Allah bless you.
@researchwithfawad3 жыл бұрын
Pleasure is all mine. I hope the session helps you understand EFA.
@researchwithfawad3 жыл бұрын
You can also visit the link in description to download supporting documents
@saidgaryare41043 жыл бұрын
@@researchwithfawad Absolutely, sir, this is a big step of my data analysis. All praises are to you. Thank you
@saidgaryare41043 жыл бұрын
@@researchwithfawad yea I already downloaded sir.
@sweet-girl67243 жыл бұрын
Again all your videos are useful thank you a million 💕💕
@researchwithfawad3 жыл бұрын
Glad you like them!
@MsSaddal2 жыл бұрын
sir hats off to u...doing a great job.....all videos are worth watching as it has simple to understand material...thank you ..best wishes from punjab (amritsar)
@researchwithfawad2 жыл бұрын
Thanks and welcome
@sanfay58393 жыл бұрын
You are an awesome teacher!
@researchwithfawad3 жыл бұрын
Thanks. I am glad you liked it
@musiclalalaaa Жыл бұрын
Cant express how helpful this was thank you so much
@researchwithfawad Жыл бұрын
You're very welcome!
@jacksonelias47902 жыл бұрын
Excellent explanations and demonstration. It is really helpful. I will share the link that you provided with my students to get a better understanding.
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it. Thanks for sharing :)
@parinayamjal57682 жыл бұрын
Excellent explanation!! I understood most of it. Thank you
@researchwithfawad2 жыл бұрын
Pleasure. I am glad you liked it
@dirichiumunna9365 Жыл бұрын
This is so useful for understanding FA!
@researchwithfawad Жыл бұрын
Thanks. I am glad you liked it.
@rfc85073 жыл бұрын
It was amazing. Thank you so much. Allah bless you.
@researchwithfawad3 жыл бұрын
Thanks. I am glad you liked it. Ameen
@mdshahparan802911 ай бұрын
It helped a looooooooot, I became a fan of yours sir, respect, love and dua for you from my deep heart. Shukriya.
@mdshahparan802911 ай бұрын
can you please help me with the interpretation format please, I couldn't find it on the comment section.
Great knowledge sharing Fawad, so much learning here. Thank you!
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it
@MaryanneNduka2 жыл бұрын
You are really a great teacher..
@researchwithfawad2 жыл бұрын
Thank you! I am grateful for your appreciation.
@benazirmahar016 ай бұрын
you have explained in a very easy way, so many thanks.
@researchwithfawad6 ай бұрын
Thanks for watching.
@anitachopra95792 жыл бұрын
Sirji, FA is making sense.thank you. Great work.
@researchwithfawad2 жыл бұрын
Thanks and welcome
@nehagarg93792 жыл бұрын
Very beautifully explained. Thank you
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@lalaliza3152 жыл бұрын
Thank you so much sir... It was best video on EFA I have ever seen on EFA... 🙏🙏🙏🙏
@researchwithfawad2 жыл бұрын
Most welcome
@shimelisayele37045 ай бұрын
Thank you for your kindness
@researchwithfawad5 ай бұрын
Thanks for watching
@Julietsilviya2 ай бұрын
Clear and beautiful explanation 😊
@researchwithfawad2 ай бұрын
Thanks a lot 😊
@cecyliaadamczak43012 жыл бұрын
Very good video! I finally feel like I understand efa a bit :)
@researchwithfawad2 жыл бұрын
Glad it helped!
@ggdelata918210 ай бұрын
Goodevening sir! I am a senior high school student from Benigno S. Aquino National High School, Tarlac, Philippines. May I request to have a permission to use your tool format/ your survey instrumentation format for our research study! We won't forget to cite your name sir... It would be a great help. Thank you!
@researchwithfawad10 ай бұрын
Sure you can use the format
@AdmasuDemelash9 ай бұрын
Ultrasmart explanation
@researchwithfawad9 ай бұрын
Thank You. I am glad you liked it.
@EmmanuelMushi-l6u Жыл бұрын
the lecture is great
@researchwithfawad Жыл бұрын
Thanks
@cobbinahgloria2984 Жыл бұрын
Thank you very much Dr
@researchwithfawad Жыл бұрын
You are most welcome
@tenzindawa33382 жыл бұрын
your video is very helpful..... thank u sir
@researchwithfawad2 жыл бұрын
Glad to hear that
@abdul-ganiyufuseini29202 жыл бұрын
What a great presentation. This has been so helpful for my PhD. project. Thank you
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it
@benazirmahar016 ай бұрын
superb , i am grateful
@researchwithfawad6 ай бұрын
Thanks for watching.
@Varunbhalla9995 ай бұрын
Thank you very much sir.
@researchwithfawad5 ай бұрын
Most welcome
@abcdefghijkl534 Жыл бұрын
Out standing explanation sir....
@researchwithfawad Жыл бұрын
Thanks. I am glad you liked it.
@adnansabzi3 жыл бұрын
It ll be good to share slides of the lecture with viewer's
@researchwithfawad3 жыл бұрын
Thanks. Please visit the link in the description. Thanks.
@kwasiaduboamah7867 Жыл бұрын
Very insightful
@researchwithfawad Жыл бұрын
Thanks for watching.
@vincenarh83173 жыл бұрын
That is very helpful. Thanks!
@researchwithfawad3 жыл бұрын
Thanks. I am glad you liked it
@tvjagdishrao44862 жыл бұрын
very nice work
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@ma.erenitabahian8742 жыл бұрын
Very good, I learned a lot!
@researchwithfawad2 жыл бұрын
Glad it was helpful!
@rukhsanamehmood61382 жыл бұрын
Jazakallah khair Sir
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@ezeugwundubuisistan89042 жыл бұрын
So helpful. Thanks a lot
@researchwithfawad2 жыл бұрын
Glad it was helpful!
@digitalbuddypk2 жыл бұрын
Salute you sir. You are great
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it
@evansaddison73322 жыл бұрын
Iam well educated about the factor analysis
@researchwithfawad2 жыл бұрын
Thanks for your interest.
@subhabratamitra49102 ай бұрын
God bless you !
@researchwithfawad2 ай бұрын
Thanks for watching
@hosseinazadmanesh90892 жыл бұрын
Amazing
@researchwithfawad2 жыл бұрын
Thank you! Cheers! I am glad you liked it.
@naseermuhammad10562 жыл бұрын
MashAllah well explained.
@researchwithfawad2 жыл бұрын
الحمد للہ I am glad you liked it
@chizobamnnoje32794 күн бұрын
Thank you so much.❤
@miltontasi17143 жыл бұрын
what an excellent demonstration beyond any other explanation
@researchwithfawad3 жыл бұрын
Thanks l. I am glad you liked it.
@PreetiPreet-v9d16 күн бұрын
Nice...very well explained
@researchwithfawad14 күн бұрын
Thanks for watching.
@anasaslam97982 жыл бұрын
Thank you sir...
@researchwithfawad2 жыл бұрын
Most welcome
@JohnRBaker-gw6oy2 жыл бұрын
Very good explanation. Thank you.
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@ronaldmoirangcha6382 ай бұрын
Very clearly understood from your lectures Sir. Can you also provide the reference textbook we can use for EFA and CFA 😇
@researchwithfawad2 ай бұрын
Thanks for watching.
@rishuroy22382 жыл бұрын
Excellent
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it
@AsadKhan-lu8kx2 жыл бұрын
Great video, just need a bit more clarity on the sample size though. Given that you have 19 items/observed variables in this demo , I would presume (based on the rule of thumb described here), that you had anywhere around 19*4 or 5 sample size for this video, which is quite large for a pilot study or questionnaire validation. Would greatly appreciate if you could clarify this bit, thanks!
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it. Thats the minimum one should have, the higher the sample soze, the better.
@yaseminrao87065 ай бұрын
thank you sooooo much
@researchwithfawad5 ай бұрын
Thanks for watching
@Alhamzah_F_Abbas2 жыл бұрын
Great explanation thank you, prof. regarding CFA can we use it in PLS?
@researchwithfawad2 жыл бұрын
Thanks. For CFA use AMOS
@mayoravlogs2 жыл бұрын
Thank you 🙏
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@mayoravlogs2 жыл бұрын
It's not about liking, but it's all about concept clearance. For last three months I have gone through many KZbin channel regarding factor analysis, even I had already been through your channel before. As I got this video, I got clear idea about it. I will definitely recommend others to go through it for concept clearance.
@JercyGalindez3 жыл бұрын
This really help me. 😁😁😁
@researchwithfawad3 жыл бұрын
Thanks. I am glad you liked it
@malikasharma1390 Жыл бұрын
Hello sir. First of all i would like to appreciate ur video. This video is one of the informative one. Sir, can u plz tell me that if KMO value is 0.705, is it consider appropriate ? As u mentioned in ur report that MSA values above 0.800 are consider appropriate for factor analysis. Help me with this sir. Thanks regards.
@researchwithfawad Жыл бұрын
Thanks. I am glad you liked it. 0.70 is also fine.
@ggtharinduyg2 жыл бұрын
Thank you Dr. Fawad for the wonderful video which was very much helpful. Appreciate it if you could clarify whether it is ok to try running EFA with different fix factor numbers when no meaningful results could be obtained running EFA without specifying any predefined factor number.
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it. If you are using an existing scale, no need for EFA. Instead of fixing the factors, first try to do EFA on individual factors this will help clean the factors.
@seemiTariq Жыл бұрын
its great sir
@researchwithfawad Жыл бұрын
Thanks. I am glad you liked it.
@imanejai69537 ай бұрын
Thank you for your clear explanation, but how to calculate CR and AVE?
@researchwithfawad7 ай бұрын
Thanks for watching. That will have to be done manually. You can put in the loadings values into the calculate available on the website (Under Excel Sheet). researchwithfawad.com/index.php/download-research-resources/
@optripathi6162 жыл бұрын
Reporting is very useful
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it.
@MathiasErzo-zj6le21 күн бұрын
Interesting thanks
@researchwithfawad14 күн бұрын
Thanks for watching.
@sayanisikdar18142 жыл бұрын
sir confirmatory factor analysis explain kar dijiye. All your videos are excellent sir.
@researchwithfawad2 жыл бұрын
Here is a whole lecture series (in progress). There is a session on CFA as well.
@SorayaBintiIshak Жыл бұрын
hi dr.fawad, im doing presentation in my classroom. this video helped me a lot. However, may i know, how can i get the sample data to run in the spss?
@researchwithfawad Жыл бұрын
Thanks. I am glad you liked it. I am afraid this data is part of an ongoing research.
@greatmind384210 ай бұрын
Hello Dr. Fawad. Please can you include the article for Reporting EFA that you mentioned would be in the description? It's not there. Thanks so much
@researchwithfawad9 ай бұрын
Thanks for watching. Here is the reference Latif, K. F. (2018). The development and validation of stakeholder-based scale for measuring university social responsibility (USR). Social indicators research, 140(2), 511-547.
@greatmind38429 ай бұрын
@@researchwithfawad Thanks so much, Dr. Fawad. I really appreciate your help. But, please I have another request, a question actually: Please after EFA, must I perform a CFA before using the factors in my SPSS analysis. In this case, no theories are involved. Again. thanks for your help.
@akojiadama89602 жыл бұрын
thanks for sharing this info.....
@researchwithfawad2 жыл бұрын
Pleasure. I am glad you liked it.
@shayistamajeed98893 жыл бұрын
Sir if we are adapting a scale for a study in a non western culture like India that was originally developed in a western culture, do we need to go for CFA only ?
@researchwithfawad3 жыл бұрын
Yes, go directly for CFA and report Reliability and Validity
@myrarao41482 жыл бұрын
Amazing video! Thank you for this. I had an urgent doubt, if I have 5 factors but only 4 are significant i.e more than 1, is my data wrong?
@researchwithfawad2 жыл бұрын
Thanks. I am glad you liked it. No it is not wrong, when you say significant, do you mean eigenvalue over 1. Are there any items loading onto factors that they should not? Check and remove the items, also if you are using an already validated scale, no need for EFA.
@myrarao41482 жыл бұрын
@@researchwithfawad I am using validated scales for each construct, but do I need to check again since its all put together? and yes I meant eigenvalue
@TarannumSiddique-kd2jc2 жыл бұрын
link for the notes in description is not working ...please do something
@researchwithfawad2 жыл бұрын
Thanks for letting me know. Please check this link researchwithfawad.com/index.php/lp-courses/data-analysis-using-spss/how-to-perform-exploratory-factor-analysis-using-spss/
@army-cx7nk2 жыл бұрын
Many thanks Fawad. -1- What is your hypothesize factor in this your video, as I see some use 0.3, and 0.4(Spence et al 2001, The structure of anxiety symptoms among preschoolers, Behav Res Ther. 2001; 39(11):1293-316) -2- In this Spence et al, on Page 1298, what does this statement mean '' Of the 28 items, 26 had a loading in excess of 0.40 on their hypothesize d factor''. -3- What is the ideal hypothesis factor 0.3, or 0.4, or 0.5? -4- In this same paper, on Table 2, what is the meaning of the number in bracket of the factor loading means & how do I locate such in this your video? -4- In reporting EFA, are we allowed to write out the Initial Eigenvalue % of Variance together with each factor Eigenvalue, Example Factor 1: (Eigenvalue 5.94; 24.718%)
@researchwithfawad2 жыл бұрын
The statement "Of the 28 items, 26 had a loading in excess of 0.40 on their hypothesize d factor" means that the factor loading for the items was over the minimum 0.40 on the expected factor. Preferred minimum loading is 0.50 Just report factor and their eigenvalue after removing the items that do not load well.
@Drdahriofficial Жыл бұрын
sir, Can you share your video series how to work on AMOS, Hypothesis testing? and other EFA and CFA related videos
@researchwithfawad Жыл бұрын
Thanks for your interest. Here is the complete playlist IBM SPSS AMOS: kzbin.info/aero/PLb7vm6tsQ3Kvinj9MFF6wbQFDBdkU1ERP
@kh.abdulrehman3 ай бұрын
Why did we remove RD2 instead of including it in the first subscale? RD2 is loading well with the first subscale questions.
@researchwithfawad3 ай бұрын
The reason is that the item doesn't belong that construct.
@gayatridwivedi26423 ай бұрын
Everyone around me to know this - I didnt -now I do
@researchwithfawad3 ай бұрын
Thank you. I am glad you liked it.
@nibeditashyam561410 ай бұрын
Just wanted to ask that in EFA is it compulsory for all the variables after extraction to represent one latent factor?
@researchwithfawad10 ай бұрын
Thanks for watching. Use EFA only of the scale is self developed. If you have adapted or adopted the scale, there is no need for EFA.
@dr.kamrankundi98192 жыл бұрын
Please, explain the CFA as well. We are waiting
@researchwithfawad2 жыл бұрын
Thanks for your interest. I am glad you liked the video. Here is a complete playlist on AMOS, software primarily used for CFA
@ehteshamali289310 ай бұрын
Asalamualikum sir, I'm really grateful for your videos. You really helped me with moderation analysis using smart pls. Sir I wanted to ask regarding adapted questionnaire and the use of factor analysis. Sir, can we set the number of factors based on the adapted questionnaire? When we run factor analysis through SPSS, it gives two options: 1) Based on eigen values 2) fixed number of factors. The papers from where I have adapted my questionnaire has total of 7 items/ dimensions/ themes in total. So can I use the option number 2 - fixed number of factors = 7? I have adapted my questionnaire from 3 different papers. Should I proceed with option 1- based on eigen values or option 2 - fixed number of factors. Thank you so much sir for your help. :) I have learned a lot from you.
@researchwithfawad10 ай бұрын
Thanks for watching. No need for EFA is scale is adapted from a validated study.
@ehteshamali289310 ай бұрын
@@researchwithfawad Thank you so much sir :)
@MUSICAHOLIC9992 жыл бұрын
Dr. in the total variance explained table... what is the component referring to? is component no. 1 the same as item no. 1?
@researchwithfawad2 жыл бұрын
This refers to the factors that can be extracted. Normally we look at the Eigen Value to assess the no. of factors to be extracted.
@shwetasingh6912 Жыл бұрын
What to do if factor loading shows a negative sign? Should we remove the variables?
@researchwithfawad Жыл бұрын
The negative sign shows that the item has a negative correlation. You may need to reverse code that item.
@syedarabianaqvi53363 ай бұрын
Can you apply factor analysis on an already established scale?
@researchwithfawad3 ай бұрын
You can, but it is not required
@nursufyanaulfachemustaffa6554Ай бұрын
Greetings Dr. I have adopted questionnaire items from well-established studies and I have translated the questionnaire to Malay Language through the use of certified translators. My question is, should I conduct EFA? Or can I just proceed with the analysis in PLS-SEM?
@researchwithfawadАй бұрын
Thanks for watching. It is not required.
@nursufyanaulfachemustaffa655418 күн бұрын
@@researchwithfawad Many thanks to you, Dr.
@Vivek-np9vm Жыл бұрын
Sir, is varimax good for EFA or should we go with Promax? I was thinking principal axis and promax. Kindly let me know.
@researchwithfawad Жыл бұрын
use Varimax.
@Vivek-np9vm Жыл бұрын
@@researchwithfawad ok Sir
@aliceyalenga72673 жыл бұрын
This is so helpful but how can I contact you for further information and questions?
@researchwithfawad3 жыл бұрын
You can email me on kh.fawad83@gmail.com
@ParulManchanda Жыл бұрын
I have a question, relating to EFA; Is normality of data an essential thing to be checked before proceeding for EFA
@researchwithfawad Жыл бұрын
You can check it using Skewness and Kurtosis.
@dasminedsouza92082 жыл бұрын
This really helped. Thank u for the simple descriptive explanation. Just had one query. How did you come up with the value of 60.798 as the percentage of variance? Because when I calculated the total variance of the 3 factors from the given example, I got a value of around 56. It would be great if you could clarify.
@researchwithfawad2 жыл бұрын
Thanks for your message. Actually, i entered the final variance value after removing the items that were cross-loading, not loading at all, or low loading.
@dasminedsouza92082 жыл бұрын
@@researchwithfawad Alright. Thank you for the clarification!
@dasminedsouza92082 жыл бұрын
@@researchwithfawad Alright. Thank you for the clarification!
@rohakhan390510 ай бұрын
sir plz explain factor scores
@researchwithfawad10 ай бұрын
Please watch for the concept of loadings kzbin.info/www/bejne/hJqwn31pn9dnkK8
@rohakhan390510 ай бұрын
@@researchwithfawad thanku sir
@sohaibkhan67072 жыл бұрын
Sir, it shows this after analysis. Please help me out. There are fewer than two cases, at least one of the variables has zero variance, there is only one variable in the analysis, or correlation coefficients could not be computed for all pairs of variables. No further statistics will be computed.
@researchwithfawad2 жыл бұрын
The issue is with respect to missing values in your data. Refer to this link www.ibm.com/support/pages/factor-analysis-returns-error-there-are-fewer-2-cases-variable-0-variance-or-only-1-variable