How To Know Which Statistical Test To Use For Hypothesis Testing

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  • Опубликовано: 27 сен 2024

Комментарии • 317

  • @quantquill
    @quantquill Год назад +118

    We do not use a t-test for a one-sample test for proportion. We use the z distribution. I teach undergraduate and graduate statistics and have reviewed a dozen statistics textbooks and with 99% confidence, claim that we do not use the Student's t-distribution when testing a proportion. From the Stats Stackexchange: "The reason you can use a z-test with proportion data is because the standard deviation of a proportion is a function of the proportion itself. Thus, once you have estimated the proportion in your sample, you don't have an extra source of uncertainty that you have to take into account." Z distribution doesn't ask for sample size to determine the critical value, whereas t distribution does. However, as sample size gets large, z and t converge until t = z. For example, the sample size of 1000 would have no difference between z and t values.

    • @AmourLearning
      @AmourLearning  Год назад +15

      Thank you for the correction 🙂

    • @fatriantobong
      @fatriantobong 9 месяцев назад +2

      The z-test for proportions is DERIVED from the binomial distribution under the assumption of a large sample size. The key idea behind this test is based on the Central Limit Theorem, which states that the distribution of the sample mean of a large enough sample will be approximately normally distributed, regardless of the shape of the underlying population distribution. hence you use z-test with proportion data

    • @beachwave5705
      @beachwave5705 6 месяцев назад

      ok tryhard

    • @mrbenizzle4087
      @mrbenizzle4087 5 месяцев назад +16

      @@beachwave5705that’s such a bananas thing to say to a professor making a correction to a statistics video on RUclips 💀

    • @CraigThePoet
      @CraigThePoet 5 месяцев назад

      I took the data analytics course on Coursera and they also taught to use only a z-test for proportions. Rushed to the comments for confirmation so thank you lol

  • @Misterz3r0
    @Misterz3r0 2 года назад +187

    There is nothing wrong with the 1-sample z test. It produces the correct answers as long as you have the population parameters. But because we rarely have the population parameters we don't use it. Its not inherently flawed as implied by the host of the video. It's pretty easy to explain why it isn't used very often, like I just did. Otherwise, great video.

    • @Canuck1000
      @Canuck1000 Год назад +12

      I was going to say the same thing. In addition, when the sample is greater than 30, both tests are pretty much the same. For the Chi-square, he should have said that each "bin" needs to have more than five observations. Two of them were below five.

    • @sssam844
      @sssam844 Год назад +5

      @@Canuck1000 he seems to be quite incompetent

    • @claireli5044
      @claireli5044 Год назад +1

      @@Canuck1000do you know the difference of 2 sample t-test proportion vs chi squared? I feel they are quite interchangeable, like the depression example he mentioned. Can it be used for chi-squared as well?

    • @Canuck1000
      @Canuck1000 Год назад +5

      @@claireli5044 The issue that is discussed here is the z-test vs t-test (population vs sample). The z-test is valid if we know the information about the entire population, but is very difficult to obtain as Z3r0 said above. It should not be automatically rejected. In the end, if n>30, both tests will give you the same results (if it is a sample still use the t-test though).

    • @hyowonkim8168
      @hyowonkim8168 Год назад +2

      @@claireli5044 Hi, isn't the t-test for comparing the means of two or more different continuous variables and the chi-squared test for nominal and/or ordinal variables? If I am not mistaken I don't think they are interchangeable. I would appreciate it if someone can correct my understanding. Thank you.

  • @LengForChrist
    @LengForChrist 2 года назад +17

    I am from the university of Jos, Plateau State, Nigeria and l have never learned well during the masters degree statistics classes l took for one year+ but you make it look simple. You are a good communicator and l feel more confident about my statistics knowledge because of you.

    • @HenetuNoel
      @HenetuNoel 11 месяцев назад +3

      🇳🇬❤

  • @fatemehlh
    @fatemehlh 2 года назад +28

    I’m on a PhD level program with a statistics course and this is incredibly useful sir. You deserve 22 million subscribers!

    • @haidaralolaywi8557
      @haidaralolaywi8557 2 года назад

      Same as here

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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    • @prithvidhyani2002
      @prithvidhyani2002 Год назад +3

      no offense but how is any of the information in this video useful to you while doing a phd in statistics? isn't this taught in high school statistics?

    • @joed2444
      @joed2444 Год назад +2

      @@prithvidhyani2002 Maybe in your high school. Some of us are still learning the basics at the graduate level.

    • @prithvidhyani2002
      @prithvidhyani2002 Год назад

      @@joed2444 ohh I see. I should add then that this video really only tells you things to memorize about these topics. If you dive deeper into the mathematics behind every statistical test, you will not need to remember what test to apply in which situation, it will just make sense. Just my two cents if in case you are interested in studying stats.

  • @jennifervazquez5329
    @jennifervazquez5329 2 года назад +3

    saved me so much time researching the appropriate technique I should use to test my hypothesis. Glad i watched it

  • @aflowerthatbloomsinadversity
    @aflowerthatbloomsinadversity 3 года назад +481

    Spent 16 weeks in a graduate level stats class, but learned everything I needed to know in this 20 minute video. Thanks! Super clear.

    • @AssGasGottaBlast
      @AssGasGottaBlast 2 года назад +7

      Came here to say the same thing! lol

    • @konami584
      @konami584 2 года назад

      yes, agree :)

    • @biruktesfaye7472
      @biruktesfaye7472 2 года назад +39

      Those 16 weeks has laid a huge foundation for u to understand this 20' lecture easily though.

    • @Noname11364
      @Noname11364 2 года назад +4

      Right? I was thinking in class, there has to be a more concise way to explain this stuff.

    • @cjohnson3836
      @cjohnson3836 2 года назад +5

      Given its a year later, you've probably now also learned that none of these tests are relevant any longer.

  • @KatoOnTheTrack1
    @KatoOnTheTrack1 4 месяца назад +1

    I’m a mechanical engineer. Of course we took the appropriate statistics and probability class but never saw the real significance until my 5th year of being an engineer and working at GE healthcare. Now I apply the DMAIC approach as much as needed.

    • @BNT05
      @BNT05 2 месяца назад +1

      You are damn right, buddy! I had such a similar experience, and I believe to many out there!
      I found that the DMAIC thing of LSS is so interesting. So, you are practising it within the healthcare industry? Wow, that is great!.
      Maybe we can catch up for more experience sharing...😊

  • @sirmarky9991
    @sirmarky9991 3 года назад +12

    Your reaction on the thumbnail is definitely me.

  • @jamiyana4969
    @jamiyana4969 2 года назад +7

    Simply the greatest explanation. I spent hours trying to get the main gist and difference of all these confusing test. This video was the brilliant saver for me. Thank you so much !!!!!

  • @TheColorField
    @TheColorField Год назад +22

    You use the Z-test when you know something about the population standard deviation. This doesn't happen very often, so the t-test is more common. Saying you should never use it, or that it's "bad" or "dumb" or "unprofessional" is just NOT accurate. It's just more RARELY used. Throwing it out shows a lack of understanding.

  • @julianmcneil9769
    @julianmcneil9769 2 года назад +1

    I'm another doc student who just learned some new things! Thanks!

  • @BillyMathews11590
    @BillyMathews11590 10 месяцев назад

    Dude I spent $70,000 on a PhD in Boston and could have saved every penny had I seen this before. Thanks your fantastic.

  • @jermelpurse3018
    @jermelpurse3018 2 года назад +5

    I’m not statistician but I’ve been in the statistics classes at least all three or four you might take during your undergraduate year and when you learn about those particular test they also tell you when you should use them. That’s part of learning about the actual test. I think that’s where we’re having a breakdown in the education process now statistics is more college level but even on a more basic level we might learn how to do math but we don’t learn the principles behind the mathematics you should learn the principles behind the statistics tests then you know when to use them

  • @girlwithquestions
    @girlwithquestions 2 года назад +8

    This was super helpful in so many levels. Not only did you described the tests in detail without hassle but it helped me understand when to use them. Thanks!!

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      @antoniorobinson1727 Год назад

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  • @LauraGayusi
    @LauraGayusi 3 года назад +2

    Thank you very very much I have an exam tomorrow and you explained it clearly that I understand now I really appreciate your efforts you are a genius thank youuuuuuuuuuuuuuuuuuuuuu

  • @mcyap92
    @mcyap92 4 года назад +21

    Clear explanation, good example, energetic lectures! Thanks, this is so helpful!

  • @BipolarShango
    @BipolarShango Год назад

    If this video existed when I was in Uni I would definitely have made a better grade. 😭 May the good love save us from crappy lecturers

  • @ladydove5895
    @ladydove5895 2 года назад

    Where have you been all my statistics life? WOW!! Just brilliant...thank you so much.

  • @erhancinar5954
    @erhancinar5954 7 месяцев назад

    Wow. Great introduction. The context is great. But apart from the context, the teaching style is fabulous. Thank you.

  • @ifeanyi_maduka
    @ifeanyi_maduka Год назад +1

    This is by far the best approach I've watched on youtube. And I've watched many. So, straight sub and like for sure.

  • @germb747
    @germb747 5 месяцев назад

    Thank you! You explain this so much better than my professor does.

  • @hiyaguha
    @hiyaguha Год назад +13

    Kody, Thank you so much. I have spent days trying to figure out ANOVA versus Chi Square versus T tests and so on, and you made it so easy. I am really grateful --and also a little baffled that so many other sources make it so complex.

  • @BNT05
    @BNT05 2 месяца назад +1

    Thanks so much for sharing the knowledge... for FREE!
    However, one of my statistics teachers, used to say to me to use t-test for a small sample size i.e., of less than 30 with unknown standard deviation of a population with a normal distribution property. That explanation still holds?

  • @koenhouse
    @koenhouse 3 года назад +5

    You are one in a million! I finally understand when to use Regression! Thank you & subscribed!

  • @hoaralatoan845
    @hoaralatoan845 11 месяцев назад

    Thank you so much. My statistics semester packaged in your 20-minute video.

  • @daiversetech8000
    @daiversetech8000 2 года назад +2

    The energy you bring to lectures is contagious. The explanation is extremely clear. Great stuff. Please keep it coming. Thanks

  • @hennanoor6346
    @hennanoor6346 Год назад

    omg have an exam on Tuesday and this was a lifesaver!! thank you!!

  • @JamesPavlaine
    @JamesPavlaine 3 года назад +5

    there is no equivalent t-test for one sample proportion due to the binomial approximation in these cases so only z -test for one proportion samples

  • @MaryamSadatAleali
    @MaryamSadatAleali Год назад +2

    Thank you so much!
    I wish every statistics class started this way. Getting to look at the bigger picture first and then jumping into details is always a better way to learn things.

  • @LiliaceaeLilium
    @LiliaceaeLilium 3 года назад +10

    That really helped me understand the differences. I've always struggled with that before, so thank you!

  • @louiechievonmendoza9398
    @louiechievonmendoza9398 2 года назад +1

    I commend you! This is the most comprehensive comparison with explanation so far. Thanks

  • @rhasanvand1359
    @rhasanvand1359 Месяц назад

    Ery good explanation
    You made it very simple thanks

  • @laureldennis1727
    @laureldennis1727 2 года назад

    Ok, first, I love the way you present the information = terrific!!! 2nd soooo easy to understand; you speak in everyday language. thank you so much for this video, I got it!!

  • @zeynepzisan3636
    @zeynepzisan3636 Год назад

    What a clear explanation with examples. I could understand without statistic background. Thank you

  • @hit4success
    @hit4success 2 года назад +7

    Hello, This lecture has helped me to understand using T and ANOVA Test on categorical variable. Previous my thought was T and ANOVA is used only for MEAN difference.

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @synergi1107
    @synergi1107 3 года назад +3

    thank you so much for finding time to really explain this to us

  • @theTchild
    @theTchild 2 года назад

    Before i even finish this video , THANK YOU!!

  • @drj144
    @drj144 10 месяцев назад

    Bro i cannot thank you enough. You explained it very clearly for me. Tq boss

  • @sorormimm493
    @sorormimm493 Год назад

    Ugh, hated stats in grad school. Both rounds.
    Am fascinated by stats now!!

  • @chandanaanil2249
    @chandanaanil2249 2 года назад

    LOVED THIS!!! NEVER UNDERSTOOD STATS BETTER

  • @laxman90210
    @laxman90210 7 месяцев назад +1

    The anguish in thumbnail was basically me before watching this video

  • @arj123sub
    @arj123sub 4 года назад +1

    Thanks for posting this video. Clarified the difference between the tests

  • @Victoria-tc5cm
    @Victoria-tc5cm 9 месяцев назад

    Hopefully, I can gain a better understanding of this topic. My 2nd take with Probability and Statistics for my undergraduate degree in Psychology (Science) via Online.

  • @eldonnashaw-davis7613
    @eldonnashaw-davis7613 2 года назад +1

    Very helpful. Thank you.

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @VV-xf6fg
    @VV-xf6fg 10 месяцев назад

    Brilliant! You saved our time. Thank you!

  • @harrygroundwater2590
    @harrygroundwater2590 10 месяцев назад +1

    Watching this two days before an exam 💀💀💀

  • @mariasahina9657
    @mariasahina9657 2 года назад

    Thank you! I'm in graduate school now and your videos still help!

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @dibagabbary2066
    @dibagabbary2066 3 года назад +1

    The best video on this topic. Thanks a lot

  • @kevinshao9148
    @kevinshao9148 Год назад

    Great video of lecture of this young man! Thank you so much!

  • @PLuna-zb4ol
    @PLuna-zb4ol 4 месяца назад

    Great video, thanks for the clear explanations!

  • @kamogelokhumalo4792
    @kamogelokhumalo4792 Год назад

    WOW thank you very much for that easy to understand explanation

  • @tnmyk_
    @tnmyk_ Год назад

    Very well explained! THis video is super useful! THank you very much!!!

  • @originalvonster
    @originalvonster 8 месяцев назад

    That was a surprise, the way the presenter was talking and the music at the start made me think I was watching an ad haha.

  • @jumaayubumohamedi4813
    @jumaayubumohamedi4813 6 месяцев назад

    I think proportions are for categorical response or variables and not qualitative as said here, qualitative research itself its so much complicated with thematic or content analysis of codes and quotes, regarding Z and t test I think its about sample size that dictates which one to be used, I stand to be corrected if I am wrong

  • @Missyheng
    @Missyheng Год назад

    Thank you! This is so helpful for my understanding!! Wish my lecturers would watch this and summed up as such.

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @virginiasvoyage
    @virginiasvoyage Год назад

    Learned more in this video than my whole semester of research methods 😂

  • @amoe66
    @amoe66 4 месяца назад

    Z test for proportions
    T test for means
    Chi Squared Goodness of Fit for 1 sample with 1 variable to test if it is different for the population (ie test if the distribution of race is different in 1975 population to the 1980 sample)
    Chi Squared Independence for 1 sample with 2 variables to test if they are independent (ie test if chess and IQ scores are associated)
    Chi Squared Homogeneity for 2 samples with 1 variables to see if they have the same distribution (ie to test if men and women have the same distribution of living arrangements)
    T test for slope

  • @shariqanasreen4242
    @shariqanasreen4242 Год назад

    Thanks for making it so simple

  • @davidoconnor9167
    @davidoconnor9167 Год назад

    Wow.. so well explained, Thanks a bunch Kody!

  • @little___artistic
    @little___artistic 9 месяцев назад

    Thanks for this lecture! You are doing great!

  • @Kashantthev405
    @Kashantthev405 Год назад

    Hi Sir, i need your help. From below info, what you understand. Can you explain to me, pls?
    Hypothesis
    i) There is a positive relationship between salary and employee retention - BETA VALUE (-0.379), Pearson Correlation (-0.289) Result : Accepted
    ii) There is a positive relationship between communication and employee retention - BETA Value (-0.159), Pearson Correlation (0.110), Result (Accepted)
    iii) There is a positive relationship between job satisfaction and employee retention which
    impact their decision to stay : BETA Value (-0.115), Pearson Correlation (-0.136), Result (Rejected)

  • @bubblefun4564
    @bubblefun4564 Год назад

    thank u somuch, you have made this so easy for me, i was really struggling. you really simplified it. thanks alot again :)

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @jikkukurien3004
    @jikkukurien3004 Год назад

    Thanks Kody buddy!

  • @rebecagarcia1071
    @rebecagarcia1071 Год назад

    Kody, THANK U!

  • @-injection-8060
    @-injection-8060 Год назад

    Very helpful and clear video.

  • @kaylakai
    @kaylakai Год назад

    awesome, clearly defined to understand :) thank you!

  • @annalewis866
    @annalewis866 Год назад

    Thank you! Very clear and exactly what I needed!

  • @erictetteh7697
    @erictetteh7697 2 года назад

    Great, this video was very helpful to me.

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @roz9140
    @roz9140 Год назад

    Great explanation. Thank you 🙏

  • @maciejjamrozy
    @maciejjamrozy 2 года назад

    Clear & Simple - thank you for the summary!

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @jacobs8531
    @jacobs8531 Год назад

    So simplified. amazing 🤩

  • @planetarygodzilla
    @planetarygodzilla Год назад

    Straightforward.

  • @lordabby7375
    @lordabby7375 Год назад +2

    wow! thanks.

  • @escapefromthemagic7036
    @escapefromthemagic7036 3 года назад

    Talk about learning Math 10 Statistics class Online, and then a Research Methods class again online. Now I'm good with online, but not online for harder classes.

  • @hls_yeah
    @hls_yeah Год назад +1

    When he talked about the 2-independent sample test for mean, 2-independent sample test for proportion, and paired sample test, are those all t-tests just with different null and alternative hypotheses? Or are there different ways to do those tests other than the t statistic?

  • @army-cx7nk
    @army-cx7nk 3 года назад +1

    Interesting and easy to understand.

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @SiegDaniel
    @SiegDaniel 2 года назад

    I learned so much from this. Thanks!

  • @abhisheksrivastava3270
    @abhisheksrivastava3270 2 года назад

    Great video
    Please clarify what type of test one can use if studies are going on journalism and media comparisons

  • @ajaykryadav
    @ajaykryadav 11 месяцев назад

    Good explanation

  • @mini8525
    @mini8525 Год назад

    Thank you so much for this!

  • @shshsh857
    @shshsh857 2 года назад

    Thank you! Very helpful video!!!

  • @layaaskari490
    @layaaskari490 8 месяцев назад

    Thank you
    It was really helpful❤

  • @aarushisrivastava5701
    @aarushisrivastava5701 Год назад

    Amazingly explained 👏🙏🏻

  • @allaboutbiology712
    @allaboutbiology712 Год назад

    Kindly give some explanation about ONE-WAY ANOVA test ...why we use this test ? Amour Learning

  • @Mettaman_420
    @Mettaman_420 3 года назад +1

    Amazing!! Thank you!

  • @hameddadgour
    @hameddadgour 2 года назад

    Great content! Thank you for sharing.

  • @nothing21797
    @nothing21797 9 месяцев назад

    Thank you very much.

  • @sihleshabangu5169
    @sihleshabangu5169 Год назад

    Thank you so much for making it so simple and easy to understand! You’re a lifesaver🙏🏾😭

  • @KnowDAOself
    @KnowDAOself Год назад

    Great video! Well explained!

  • @gilangignasraharjo6138
    @gilangignasraharjo6138 Год назад

    Thanks man! great lecture

  • @chumbleychannel96
    @chumbleychannel96 Год назад

    He's secretly the god of statistics

  • @crishbasnet2335
    @crishbasnet2335 2 года назад

    Thankyou. It was a great help.

  • @reginanoureddine3571
    @reginanoureddine3571 2 года назад

    Very very helpful thank you!!

  • @shurllytiwari
    @shurllytiwari 3 года назад +1

    It helped ....thank u so much

  • @warmoge9531
    @warmoge9531 10 месяцев назад

    thank YOU

  • @bridgettsmith7206
    @bridgettsmith7206 Год назад

    Thank you for the video

  • @anatorri6812
    @anatorri6812 2 года назад +1

    You are a genius!! Thanks for your video!!

  • @dslavbebe
    @dslavbebe 2 года назад

    THANK YOU FOR MAKING THIS.

    • @antoniorobinson1727
      @antoniorobinson1727 Год назад

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  • @ParsaVafaei-n2g
    @ParsaVafaei-n2g 25 дней назад

    It was Perfect

  • @hpfraser86
    @hpfraser86 3 года назад

    You made statistics make sense