Regression assumptions explained!

See all my videos at www.zstatistics.com/
See the whole regression series here:
• Regression series (10 ...
0:00 Introduction
8:08 Linearity (correct functional form)
14:10 Constant error variance (homoskedasticity)
19:18 Independent error terms (no autocorrelation)
25:08 Normality of error terms
30:31 No multicollinearity
37:35 Exogeneity (no omitted variable bias)
Jeremy's Iron Podcast
itunes.apple.com/au/podcast/j...
In depth videos:
Heteroskedasticity - • What is Heteroskedasti...
Other videos to come!

[@GG-yk2nc]

i learned more about assumptions ( actually understand them, why we need them) in this video than my actual Graduate level stats class!!

[@ammar46]

Hey! If two variables are correlated we need to omit it, then wouldn't it cause omitted variable bias? When are we suppose to omit a variable?

[@freeandeasy9795]

I would have to say the same thing. Thanks for posting.

[@PunmasterSTP]

Hey, how have your studies been going over the past two years?

[@rajgill4432]

​@Ammar

[@rajgill4432]

​@@ammar46

[@giovannifazio8546]

Why aren't my statistics classes at Uni like this one? Such a smooth visual and intuitive explanation. Best explanation ever, I'm so happy! Thank you!

[@xXxIMMORTALxXx]

It's really absurd that I've paid so much for my undergrad degree but the amount of knowledge received there isn't quite comparable to the vast amount of knowledge received on the internet and all these only at a fraction of a cost. I'm at this intersection in life where I'm considering whether I'd pursue a master's degree or continue working. The entry barriers such as GRE, GMAT score, the time preparing for those exams and the prices of taking them really make me think that instead of spending all that much time and money just to enter a university, it's a much better use of my time and money to delve into all the different advanced topics I can learn RIGHT NOW just by accessing the internet. I'm using your videos to try to get a new job during this pandemic. I don't know if I'd get it but regardless of the result I've learned so much about statistics from your videos already. Thanks a lot Justin! Keep doing what you do, you've helped a lot of people. I already subbed to your channel. Your channel is one of the best in building up statistical intuition and you really have that edge over other channels because you have an Australian accent. I find it very pleasant listening to stuff explained with an Australian accent haha.

[@zedstatistics]

Love this. You're inspiring me to make sure I keep it up! Thanks, Immortal!

[@PunmasterSTP]

Hey I'm just curious; what direction did you end up pursuing?

[@antygona-iq8ew]

Ha ha. I am topping my course content with KZbin tutorials as well. I actually spend my more time learning from youtube than from my dedicated learning platform.

[@xXxIMMORTALxXx]

@@PunmasterSTP Founding 2 startups simultaneously! One is an analytics consulting firm, another is a Metaverse. 😁 I got an undergrad degree in CS and I had careers both in software engineering and data analytics consulting. So, I find it natural for me to build both a consulting firm and a software house for the Metaverse. The past 2 years of my life I spent learning tons of stuff online have started to pay off. So very frickin glad I didn't end up taking GRE and being ripped off by some Uni somewhere in the US. 😂 Now I'm taking a bunch of Unity 3D courses from Udemy -- each costs me like $10. The unity skills will serve me so well in pursuing a startup in an industry that is expected to reach trillions in the coming years. My time in University was good guys but it was overprice in my opinion. I'm not against university enrollment at all, in fact the downside of learning online is it gets lonely sometimes. Had the university been cheaper, it would have been so much better. Oh and for those Europeans who might stop by -- yea yea I know it's free there, but I was an international student in Canada so... 😩

[@PunmasterSTP]

@@xXxIMMORTALxXx Oh snap that’s awesome! I hope your ventures continue to go well. If and when your software business puts out products, feel free to reply to this comment and I’ll gladly check them out!

[@rohitekka2674]

Months of panic comes to and end with your videos Justin. Thank you for this wonderful explanation. You've really organised your video well. If nothing else you've been a saviour to so many folks out there.

[@harryspeaks]

Just finished the whole series! Incredible work my friend, best stats class ever! I learn more in this series than in a whole year of stats class I swear! Big thanks!

[@ryry8997]

really appreciate the effort you have gone to in constructing this series and your other vids mate, its helped digest alot of the stats material and clarified so many concepts. bloody ripper. liked and subbed. looking forward to more.

[@wexwexexort]

This is so underrated. Should've get more views. Most of the people probably didn't stay for 47 mins. Poor people. They don't know what they missed.

[@recklessanil]

asin bayraklari

[@thesource8990]

I watch your videos every time I need to check if I have understood a standard textbook material adequately. Watching this after reading Dr. Gujarati's book. You are doing an amazing job. I can't thank you enough.

[@shannawielinga8207]

This is amazing Zedstatistics, thank you so much. Also, your presentation is really properly build, with maximum learning value!

[@bahrimian]

best video series I came across in KZbin about statistics. thank you for the effort.

[@HA-vh3ti]

Unbelievable - how clear the flow of the lecture links the Topic, with examples to illustrate the solution to a Problem ! This is exactly how 'Net Global Knowledge' is increasing with such generous contribution from people like zedstatistics. Keep'em coming !

[@musclesmalone]

I cannot overstate how awesome this video is. Phenomenal! Thank you.

[@halimjun759]

It is amazing how you put assumptions in the last video of the regression series. My undergrad econometrics was just about assumptions and I just couldn't get it. Your video is so practical and I would like to show my appreciation for your video.

[@wprowadzeniedostatystyki8328]

This is a very good educational video. So simple without annoying simplifications and hand-waving. Congrats!

[@sashpatra88]

Till now , though assumptions were covered in my class , it was pretty much theoretical stuff which I was least interested in. After watching yours video, now I could relate why are these assumptions so important for regression. Can't thank you enough for this crisp and to the point real explanation ...

[@resap.9128]

I always go back to your videos once I need a review on stat. You are so good!

[@yannili3420]

I love the way you put it!!! You are right you've made these abstract things accordant to intuition

[@kalyanakrishna6524]

Greatly appreciate your effort in putting up these videos. Apt examples and extreme clarity in explaining the concepts!! Hats off..

[@philips2247540]

these series of videos were extremely helpful for my self-study. thank you

[@orthodontist777]

The video clarified all of my doubt within 1 hr. which was remain in for last 1 year. Thank you.

[@MrUndacovabrova]

I think the experiment you're talking about towards the end is Angrist (2000), where he used the conscription for the Vietnam War as a natural experiment to look at lifetime earning potential. I know this because I've gone through about 3 textbooks over the past few weeks and literally every single one of them mentions it lol. Either way this is the greatest educational series I've had the pleasure of encountering on KZbin and I'm almost certain to come back to it again and again throughout my future professional and academic career. I thoroughly enjoyed your little quips throughout, and your subtle sense of humor. Oh, and your Spotify playlist? Fuego. Thanks a lot Zed. You're a lifesaver. I hope you get Nobel consideration.

[@yulinliu850]

Excellent as always! Thank you and looking forward to your next lecture.

[@salmashaik1026]

Awesome!! Never understood all these concepts so clearly. Thank you!

[@Tweeteketje]

I love the structured approach of this video (issue, detection, remedy) and the explanation is so clear. This has helpe d me a lot!

[@RossellaDeFalcoSoleyCelticHarp]

Your videos are brilliant - I almost can't believe they're all for free!! Thank you so much, I am a Ph.D. student, and I am using your vids as a regression refresher-to sum up everything before going into more advanced courses i.e. multilevel modelling :D thanks!

[@zedstatistics]

Tell your buddies :) glad you find them so useful!

[@PunmasterSTP]

How's your research going?

[@jaliu]

this channel is one of if not the best and most thorough only problem is not enough videos/topics!!!

[@winniewu8581]

very good examples, I like the way he tells us what are the common misunderstandings, that helps a lot.

[@bornhere13]

Brilliant! And with a plethora of examples. Well done.

[@inytac]

I am a post graduate MBA student and i gotta say you’ve done a great job explaining this topic for me, Thank you

[@keffje007]

This is all profesionally edited and well explained. Kudos!

[@rodrigofreire2869]

Simply fantastic. Very weel detailed explanations. Congrats, Zed!

[@nicholaszulu7857]

This was very helpful and you explained the concepts in a simple and straight forward manner

[@thesource8990]

Amazing effort! I can't thank you enough, yet, thank you very much! I have subscribed to your channel. This is the least I can do.

[@NB19273]

Very clear and intuitive explanations! really helped me clear up understanding of regression. Thanks a lot!

[@aadarshkumarsingh3707]

Very nice video. Clear and informative. The example really hep in understanding the concepts.

[@bayarsaikhanbaasanbat9009]

Thank you so much for explaining all these concepts. I really needed to learn these as I’m about to do my graduate degree soon. You’ve covered everything I needed to know. Many thanks

[@mucheargaw6232]

hi thank you do send the procedure for merg files in spss thank you

[@nguyenbaodung1603]

10:25 That's really the best residual plot I've ever heard. I love your videos. You're really my statistic hero!!

[@ABlueberryMuffin]

Where would I be without these videos! I am almost done with college and have survived by watching videos like these for studying! There is no way I would be where I am at without resources on youtube such as this. Thank you for making my many hours of studying more beneficial to me and making a clear understanding of the material. Awesome video

[@PunmasterSTP]

I'm assuming you finished college by now. If so, what are you up to currently?

[@ABlueberryMuffin]

@@PunmasterSTP unsure if my previous reply went through - but I am working in corporate finance at a major financial institution - working with forecasting, business strategy, and working closely with economics team to stress test various economic conditions. Studying this will pay off If your still in school make sure to do those internships and if you are near graduation apply for those rotational programs! Work on sending out those applications on a weekly/daily basis. Work hard on your linkedin :) things will work out for you and I wish u luck!

[@PunmasterSTP]

​@@ABlueberryMuffin Hey it's great to hear from you, and I am glad you are doing well! I actually chose a different career field, but I like to tutor students in a lot of different subjects. So from time to time I find something interesting to read up on and try to expand my horizons there. I also like replying to old comments and checking in with people to see who's out there. Cheers!

[@SP-wj4lt]

Thank you for this video.So clear and concise explanation.

[@Artana2012]

excellent, I love all the examples, very clear, easy to understand, close to real life

[@iamtrash288]

This is a great tutorial. It's so clear and well-put. Absolutely fantastic. Also love how in the examples he makes models that kinda seem to make sense at first glance and then shows that despite them being very nice in theory, there's some underlying problem. Very cool.

[@valerieadachi9066]

Thank you for all the clear detail, care, and organization in your videos. if I pass stats it will be because of you!! ty!!

[@fame1437]

I wished I had known this channel a lot earlier. It would have been a great help for my studies.

[@ThamNguyen-ef4ez]

Thank you very much. your videos are really well-structured and help me a lot!!!

[@newgeneration8390]

I think you did a very good video. it shows you are a very perfect professor. I really enjoyed. love from Afghanistan

[@zedstatistics]

Back at you , pos-mis! Thanks for watching.

[@nithinprakash1382]

Thank you very Much. You have help me understand Linear Regression in detail.

[@potipiroon]

This is one the best explanations I have ever seen!

[@yoonkang2787]

Thank you so much! I really learned so much about regression though your videos (straightforward).

[@googledude5649]

Question - Omitted bias and the IV - In the end you talk about that you're cover that topic in more detail in another vid - can't find it and would love to hear your view on it ! - thanks a TON for your channel !

[@naufalharits8259]

i have just finished this regression playlist and now i feel like i can conquer any questions on my regression exam next week 😂

[@alexandragarcia9324]

This series saved me from finals. Cleared up 5 weeks of material from class. Thank you!

[@yannili3420]

Me too!!!! But mine is 14 weeks :X

[@PunmasterSTP]

@@yannili3420 Hey I know it's been years, but I just came across your comment and was curious. How'd your final end up going?

[@kiranmahadeshwar9864]

Very very clear explanation. Easy to remember as all the assumptions combined into 6.

[@BOHSociety]

Awesome work. Love it! Great refresher!

[@h.i.sjoevall4213]

Thanks for the great videos! The quality is just excellent!

[@MrReedMiester]

These videos are amazing! I wish I'd discovered them a long time ago

[@mirnaelmasri3821]

Thank you so much for all of your videos! They are really helpful!!

[@coolshoos]

It's hilarious how informative this video is... and all for free. Am I in grad school? Thanks a million, Justin.

[@SarveshwarInani]

It is very clear and effective. Great lesson ZEDSTATISTICS...Much Kudos.

[@avestaabdulrahman6549]

You have covered everything! Thanks a lot.

[@omerfarukakbulut3665]

Finally i ended up here thanks for your effort on those videos for regression.

[@fagueyegueye5518]

Very helpful. Just amazing. Thanks for your good work.

[@anupkumarmishra6363]

You are good. Thanks for the video, very clear explanations.

[@saurabhchoudhary4572]

Man your videos are like library on statistics, thanks for making these videos

[@Aiducateur]

thank you ! you made it all so clear to me! bravo!

[@whetstoneguy6717]

I obtained a Masters in Economics from the University of Maryland. I wish I had watched your videos while I was taking the courses. This video was truly excellent. Thank you. Steven Greenspan

[@JuliusAu-ff4ip]

super clear explanation. Thank you !

[@gowezzmania880]

Great explanation and easy to digest for laypeople like me. I automatically subscribe to your channel and switch on the notification bell.

[@fatemehentezari2705]

Thank you for such useful videos. I guess I am learning all my graduate econometrics course from your videos.

[@davosezra2143]

great explanation. so resourceful! thanks

[@PunmasterSTP]

Regression assumptions explained? More like "Really, these videos are off the chain!" Thanks for putting together and sharing so much high-quality stuff.

[@jasonli4495]

extremely clearly explained! Thanks so much

[@jlz5907]

Thank you so much! It's very helpful to me!

[@pradeep2005s]

Great video series.

[@tifuhregyn6747]

thank you so much for this. really helpful I must say.

[@SPORTSCIENCEps]

Thank you for uploading it!

[@AdamuBig21]

From my heart, I say Thank You Sir. 🙏🏽

[@thalamus157]

This is really AMAZING! Thank you I Can’t Thank You Enough

[@tylerwilson5769]

Yeah, I'd have to say you're the best teacher at my college. I'm getting my diploma from there but learned it all from KZbin.

[@sandhya_exploresfoodandlife]

great explanation! thanks!

[@Ghnoom]

Zed, I love you man, like seriously! YOU are my gurdian angel in this jeorny I'm having. I love you, and I DON"T know how I would survive without you. Again, I f love you my dude!

[@user-wq8ws8cv3x]

Thank you so much ! This vedio helps me a lot !

[@123XanderS]

Thank you this is very helpful!

[@pronounceword]

Big fan of you.thank you so much.

[@jerinjose3527]

great videos just a suggestion can you solve a problem in one of the videos without using program

[@Dearcharity7041]

Very precise and helpful

[@kunalkochar9338]

@zedstatistics I learned a lot from your video, its very interactive and fun learning. I have a request: Can you please make a video on vapnik chervonenkis dimension?

[@marcoesteves4367]

Excelent explanation.

[@brittjane4486]

This is the best channel.

[@satishnanda2996]

Thank you so much for these ! Can you share the excel data for these examples to better understand the underlying concepts?

[@mcnerneyd]

That was really good. Thanks.

[@shirok2460]

Great Tutorials!! Small comment on the autocorrelation: If I got it right, survey data for example can be correlated not only in time but mostly have spatial autocorrelation. (?)

[@repblicmedia2023]

I enjoyed it. keep on your good job.

[@naftalibendavid]

Nice work.

[@asirintisar5504]

Super helpful video

[@luckyluc1000]

Hey, Great video! It helped me quite a bit with the zero conditional mean assumption for instrument variables. However I can't find the video about instrument variables you're talking about. Does it exist?

[@claudio_rosa.consultoria5074]

Thank you so much!!

[@suhasshrinivasan]

Crisp and didactic. Wonderful! Thanks for the video. I do want to delve in a bit more detail on multi-colinearlity and interaction effects. I too thought that adding an interaction term would mitigate the issue of multi-colinearlity but it clearly won't. Any resources to better understand that? Thanks again!

[@zedstatistics]

I've got a multicollinearity video in the series and also a video on interaction terms :) Check my website.

[@95FH95]

Really good! Thanks

[@metallicajoy]

very good video thank you!

[@qinghuafeng1705]

Thank you!