Likert Scale Data Analysis and Interpretation of Results 

This is the outstanding one that educated me to finish my analyzing data. Special thanks to the professor. 🎉❤

Sir your lecture on analyzing Likert Scale data was truly outstanding and immensely beneficial. I had been searching for the right resource for quite some time, but today I came across your lecture, which provided me with a clear and comprehensive understanding of how to analyze my data. Thanks

Thank you Dr. Ugo, this is actually a great relief.

I certainly need this tutorial, THANK YOU SO MUCH DR!

Thank you, Sir. for the best explanation of the Likert scale analysis and interpretation

THANK YOU SO MUCH FOR THIS VIDEO! I've been so lost as to how to process and run my analysis for my Likert scale questions for my undergraduate thesis (my survey has tons of them). Your video really makes it simple and easy to understand. Thank you!

thank you dr Okolie...I never saw this easy method of calculation before. I will try this method.

Bless you for being the only video I could understand without any issue. Your teaching is impeccable.

You are truly a teacher. Thank you Sir

Thank you so much for sharing these tutorials! They've saved me! I am not a quantitative person, but you've made this really understandable and doable.

Thank this is very clear and helpful lecture for better understanding to analysis and interpret the Likert scale data

It was really helpful for me as an aspiring data analyst. Thank you Professor for such a detailed description of Likert Scale data analysis. I am following you on LinkedIn

This is an outstanding lecture. Thank you so much Dr.

Excellent video Dr Okolie! Many thanks from an Australian PhD candidate, based in Poland, based at KIng's College London....!

so powerful. I salute you sir. You are a great lecturer.

This video was so helpful. I am grateful to you Dr. Okolie!

Thank you Dr. It has given me great insight on how to deal with my likert scale- research

very insightful, thank you so much , I can now conclude my research

Wow, thank you for this. It was very insightful and I am happy that I ran across how to display my analysis is a succinct and conscious way. Thank you!

really simplified data analysis for me! Thank you!

thank you very much for taking your time to educate us. Blessings

thanks for a very interesting presentation. have learnt a lot from you.

I have learned a lot. Your clear explanation and illustration have helped the analysis stage of my research. Much gratitude to you sir.

This is outstanding Thank you sir just what I needed at the moment

You have made Likert analysis so easy Prof

Thank you Dr for this tutorial, it is so helpful and clear.

Thank you ever so much, this is extremely helpful and really assisted me in my appraoch. Really amazing and thank you once again

Dr God bless u, Ur teaching is quite simple as am new with spss I have a strong passion to know more

Thank you so much, I really appreciate your hard work for helping us 🎉

Literally no match, just wonderful and meaningful

Thank you Dr. Ugo, appreciated this simple tutorial and useful... Love from India.

Thank you for the videos, very informative and helpful

Thanks, Dr for your very interesting and helpful presentation!

thank you very much, sir, This is very informative for the researcher

This is very elaborate and easy to understand. Thank you

This is phenomenal.Thank you very much

This was so helpful! It was very understandable and described the best way to share and interpret the data for my survey.

You're the best really, I watched many videos but your lecture was very helpful. Thank you!!

By the way I enjoyed learning from your tutorials. Thank you so much for the video.

This quite helpful as you have managed to illustrate every step, it really helped me in my presentation of results.

Thank you sir, this helped me with my interpretation.

Thanks alot Dr, it has been very informative

Thank you so much Dr. may Almighty God bless you abundantly. I was in between on how to analyze data on my Thesis.

Thank you, Dr Ugochukwu Sir. Really it is an excellent video on Likert Scale. Actually, I am pursuing PhD programme. This video helps me a lot in my research work. Sir, expecting more videos in future. D K Mudoi, Assam, India.

well explained. thank you so much Prof.

thanks Dr, i'am grateful of your explanations

Thank you so much Dr. You've helped me a ton!! Best of luck to you!

This has helped me in my analysis.

This is so helpful for me as well as my group ❤❤❤

Thank you very much for your time and patience to impart this knowledge to us Dr Ugochukwu. It has been a conundrum to me to understand and appreciate likert scale data, but in one lecture that you provided I feel much love for likert scale data and I cant wait to start working with it.

Well presented, thank you

Thank you, very amazing lecture

Thank you so much for this content. Please do you have literature that back up your decision on the weighted average in this video? Kindly share if there is any..... thanks.

Really appreciate it Dr

Very interesting Sir

helped me in the scenario, I was tackling about. hope you will share the knowledge you gained with others

Thanks sir. Excellent data analysis and interpretation of the 5-point Likert scale. It will be much better if you explain more deeply "what MEAN and Standard Deviation stand for; and how they are applied in research both academic and non-academic (project)? This is good for the learners to understand it well. Sir you also need to show on SPPS how to produce the data set into Ms Word

Thanks Dr Okolie @Dr.Okolie for this insightful breakdown of data. Can the decision column outcome be used to develop an hypothesis, pls expatiate on it. Also, do you have a video on hypothesis development and 'analysis'? Kindly share the video link in response to my question. Thank you.

Thank you so much for the tutorial!

Excellent ! Thanks

Hi Dr... Can you please show us how to perform correlation calculation between 2 sets of ordinal data. For instance I wish to see if scores for items in perception correlated with scores in items for knowledge.

Wow, thank you Dr. I learnt so much

You make it look so easy! Thank you

Amazing Approach.

Very helpful. Thank you.

Thank you, Dr Ugochukwu. This is really insightful and very helpful. I was looking for a way to measure the results. This is the only useful video a have come across on. ps. I was looking for 3 days. 😅

Great stuff

Thank you for sharing your knowledge

Thanks for this video!!!

Impressive from Ethiopia 😮

Thank you Dr. for the reply. It is you understand my concern. Yes this is good for descriptive analysis what you displayed. My concern is I have Likert scale data collected from the sample. I want to infer the population using this data with a significance test. That is why I asked you. If you have any reference in regard to this or any support, please do Dr. . Thank you for everything.

Dear sir I am confused about one thing. what is the meaning of High perceived or Low Perceived? What it indicates? please make me understand clearly. even my data shows Neutral high numbers then if High perceived comes then what is meaning of it?

Thanks a lot Professor! And please how could we decide about an average perception (in case we want to interpret the answers using three perceptions: high- average- and low)? Many thanks

thank you so much, I am struggle with interpreting the results.

be blessed there🎉

Where have you been all life sir. Thank you for this

thank you so much Dr Okolie for this great video. plz I have some questions : your decision to classify the item to low or high perception based on the mean scores of the item itself without taking in consideration the distribution of reponses on the 5-categories (SA,A,UN,D,SD). the third item classified "low perception" and you wrote in the conclusion that "majority of participants had low perception " whereas 68.2% of them answered (SA+A) and 23.8% answered D+SD. how can interpret this contradiction? . Thank you in advanced Dr Okolie

THANK YOU SIR, THIS IS HELPING ME RIGHT NOW AS I WAS ALMOST STUCK IN ANALYSING MY RESPONSES. HOW DO I RAISE HYPOTHESIS AND REGRESSION ANALYSIS TOO? REMAIN BLESSED

Great work Thank you Dr. Ugochukwu

Well done! Thank you, Dr. Please give a reference for calculating the decision, weighted average, and disagreeing decision. I searched for other sources but could not find the appropriate one.

This tutorial is very much useful and I will advise that next time you try to ensure you give more details especially in the area of transitioning from the data into a full report...Once more thank your time

That's is great but I strongly recommend you quantify the "majority" and "minority" since this is quantitative study. We need to know how many or percentage form the majority or minority in reporting the findings. Thanks

Thank you so much sir. I have one query. Can you please explain when the questionnaire contains: List of options (7 preferred practices) and ask the respondent to choose their preferences by ranking the options. Then what should we put in values section of variables view in SPSS. And how the ranking preference can be interpreted

Good evening sir. I really like how you took time to explain this likert scale data. Sir, can you send me the data to use for practice. Thank you.

Hi, I think it is misunderstanding, you cannot just assign number to the categorical data and using Mean & SD. , please check, Dr.

A nice video indeed. Kudos sir. Please sir do you have explanatory videos on inferential statistics like t-test, anova, PPMC and the likes sir. I'm 100% sure its going to be superb sir if there any and if not can you please help to come up with it sir. Thanks in anticipation sir

This is very helpful! Can you please share with me a good reference book elaborating on this? Thank you!

Thanks for the presentation. Please it is a good practice to repeat the percentages during the interpretation of the results?.

Thank you so much, Dr. I really appreciate the way how to use Likert scale data analysis and interpretation of results. I have a question Dr. Can we use any significant test for the decisions you made? If so what test and how, please.

Dr this is really insightful. As usual you're top notch❤

Great presentation sir. i however need to find a video that teaches how to code the responses.

@Dr. Okolie, sir how can i calculate the mean and standard deviation manually in the above sample.

Dr, can you talk about standard deviation? I couldn't come across it in the video

hi dear Dr. your lecture is very important. how to develop an attitude measurement questionnaire patient on radiotherapy treatment

well done boss

Great Dr.

Thank you for the video, it is really informative and I learnt a new thing. How do I form table of high, low and neutral perception for the respondents, do I make use of equal interval

very interested, but I am statistician, by provisional, how can I practices this to become research expert, give me some assignments

Thank you very much sir

Thanks for the video. What happens when the mean is equal to the weighted mean