Statistical Tests: Choosing which statistical test to use

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  • Опубликовано: 1 июл 2024
  • Seven different statistical tests and a process by which you can decide which to use.
    See creativemaths.net/videos/ for all of Dr Nic's videos organised by topic.
    The tests are:
    Test for a mean,
    test for a proportion,
    difference of proportions,
    difference of two means - independent samples,
    difference of two means - paired,
    chi-squared test for independence and
    regression.
    This video draws together videos about Helen, her brother, Luke and the choconutties.
    There is a sequel to give more practice choosing and illustrations of the different types of test with hypotheses. • Choosing which statist...
    See creativemaths.net/videos/ for all of Dr Nic's videos organised by topic.
    Here are links to the videos mentioned.
    Test for a mean: • Hypothesis test (t-tes...
    Difference of two means, independent samples: • Hypothesis testing: st...
    Difference of two means, paired samples: Coming soon
    Chi Sq test: • Chi-squared test: (2) ...
    Regression: • Scatterplots in Excel,...
    #DrNicStats #Statistics

Комментарии • 1,1 тыс.

  • @Andrei-ld3gw
    @Andrei-ld3gw 4 года назад +7

    Out of all the statistics channels and videos, this by far is the most helpful; very simple and concise, didnt use any convoluted words to impress audience but precisely to help understand

  • @Kikitheremixed
    @Kikitheremixed 2 года назад +21

    Dr nic, in 2022, your videos are still extremely helpful. So clear and concise. Thank you for this gift.

    • @DrNic
      @DrNic  2 года назад +1

      Glad you like them! Who'd have thought they would still be going strong after ten years!

  • @DrNic
    @DrNic  11 лет назад +206

    Thank you. I did put a lot of thought into devising that diagram.

    • @winvictorywin5612
      @winvictorywin5612 3 года назад

      Very interesting presentation👏👏
      I am having airborne dust concentrations data for >1 micron size, >3 micron, >5 micron and >10 micron size.
      (> means greater than)
      These data was taken before and during dust producing work in field study.
      N=5
      How can i compare these before and during operations data ?
      It seems that there is relative percent variation in dust concentrations in atmosphere between before and during operation data. (Taking >1micron as 100 %)
      Before operation:
      The relative percent variation of concentration with different particle size is as below. For example
      Concentration of >1 micron size particle is 100%.
      >3 micron: 80%
      >5 micron : 60%
      >10 micron: 40%.
      During operation:
      Concentration of >1 micron size particle is 100%.
      >3 micron: 90%
      >5 micron : 80%
      >10 micron: 70%.
      It seems that >10 micron particle share is increased due to that machine operation...?
      Which test is suitable for analysing these type similar data for discussion ?
      How to use statistics?
      Any comparison among these concentrations of different particle sizes ?
      thank u.

    • @irsyadfirdaus2636
      @irsyadfirdaus2636 3 года назад +1

      Thank dr, you help a lot

    • @bhiks1377
      @bhiks1377 2 года назад

      Helpful Diagram 👏

    • @anikanashatmatin6860
      @anikanashatmatin6860 2 года назад

      Do u have any email id where u personally assist for PhD scholar? Kindly share if so

    • @DrNic
      @DrNic  2 года назад

      @@anikanashatmatin6860 Sorry - I don't have time for individual tuition/consultation at present.

  • @briansmith1775
    @briansmith1775 4 года назад +3

    Thank you so much. This is a real life saver. Believe me. Among thousands of videos yours are straight to the point.

  • @DrNic
    @DrNic  11 лет назад +14

    As you can see from other questions, it is quite usual for the question to be vague. Only with experience do you work out what details are needed. It looks as if I need to do a video on non-parametric tests, which is what most of those are.

  • @Tetracarbon
    @Tetracarbon 7 лет назад +5

    I love love love your Venn diagram approach!!! Thank you so much. I have read quite a few econometric textbooks and they still don't make it anywhere quite as clear as this. Thank you!

  • @steeltalon2011
    @steeltalon2011 10 лет назад +66

    Impressive. Your lock step approach makes it possible to analyze and conclude which test to use. I've been looking for this for a looooooong time. Thanks.

  • @susanhaas5681
    @susanhaas5681 7 лет назад +113

    This is not only EXTREMELY helpful but hilarious! So fun to watch!

  • @tiffam2938
    @tiffam2938 11 лет назад +3

    Your videos, in my opinion, have some of the best explanations of basic statistics. Thank you.

  • @christianprofessional
    @christianprofessional 7 лет назад +13

    Thank you so much. This would have helped me not be so far behind in my introduction to Statistics course. I am going to pass this video to my former professor.

  • @SamA-vc4uy
    @SamA-vc4uy 5 лет назад +4

    Good, informational video and thank you for including closed captions!

  • @kiranmehr4118
    @kiranmehr4118 7 лет назад +8

    THANK YOU, MY GOD you saved me! Love Helen and her attitude haha! Thank you again :).

  • @DrNic
    @DrNic  11 лет назад +4

    It is good to draw two boxplots and/or histograms as well, as that gives an indication of the spread of the two samples as well. Graphs are an essential part of any statistical analysis, and will have to be the subject of another video!

  • @MianndaYou
    @MianndaYou 5 лет назад +24

    Wow, you channel is amazing! Thank you for making something that I thought I will never understand so easy! Three hours of lecture from my professor vs 9 minute video from you.

    • @DrNic
      @DrNic  5 лет назад +11

      Hi Anna
      Thanks for your endorsement. It may be that the three hour lecture gave you useful stuff, and the video helped organise it. Teaching statistics is very difficult, which makes learning it harder than it might need to be. Keep watching!

  • @HarpreetSingh-ke2zk
    @HarpreetSingh-ke2zk 7 лет назад

    We used to learn through animations. Excellent summarized presentation.
    Helen bringing statistical queries as an example.

  • @DrNic
    @DrNic  11 лет назад +3

    A bit depends on your sample size. You could use Spearman correlation or Kendall's tau.

  • @DrMichaelMoroney
    @DrMichaelMoroney 9 лет назад +50

    This is a useful video for students that are still at a point where they are unsure which of many statistical tests they should use.

    • @DrNic
      @DrNic  9 лет назад +3

      Dr Michael Moroney Thanks. I think it is also helpful in that it shows some of the relationships between the different types of tests in a way that a flow diagram doesn't.

  • @sohailasghar8471
    @sohailasghar8471 4 года назад +2

    Various topics are now very easy to understand after listening ur lectures. Keep it up. You are spreading the wisdom

  • @nachiketjangam4343
    @nachiketjangam4343 4 года назад +1

    just 2 mins in the video and It has so much clarity!, it means a lot of efforts were put by you to summarize this. Thank you for making our lives easier.!

    • @DrNic
      @DrNic  4 года назад

      Thanks - I really have put a lot of thought in, so it is nice to be appreciated.

  • @titatita3896
    @titatita3896 6 лет назад +7

    I'm studying for my comprehensive exam..and found this very useful..thanks. I don't mind the accent at all...

  • @philboy794
    @philboy794 5 лет назад +15

    Most useful diagram i have found and its so simple. If i found this earlier I wouldn't have had such are hard time following along in class!!!!

    • @DrNic
      @DrNic  5 лет назад +3

      That is great to hear. Usually textbooks use a flow chart approach, but I wanted to make one that held everything together so you can get an overview. It is my own invention, so I'm happy you find it helpful.

  • @DrNic
    @DrNic  11 лет назад +1

    Happy to hear it.

  • @draughtlab6837
    @draughtlab6837 2 года назад

    This is hands down the most useful graphic I've seen. Thank you, Dr. Nic

    • @DrNic
      @DrNic  2 года назад

      Wow, thanks! It took quite a bit of thinking to come up with it.

  • @aaronschrock8579
    @aaronschrock8579 5 лет назад +4

    i cant believe how helpful this was

    • @DrNic
      @DrNic  5 лет назад

      Thanks - I thought really hard about how to present this in a more holistic way than the usual flowchart approach, so I am happy it is helpful.

  •  5 лет назад +12

    thank you soon much :) it was very clear and systematic, helped a lot!

  • @marcoglara2012
    @marcoglara2012 3 года назад

    I love how easy to understand and logical this was.
    The visual displays helped my understanding immensely.
    I wish all statistics teachers were this good at conveying information

    • @DrNic
      @DrNic  3 года назад

      Thanks - I thought really hard about this to make it clear.

  • @paularunslondon
    @paularunslondon 6 лет назад +2

    I've not finished the video yet, but it's been really helpful so far! Breaking it down into those questions has helped me figure out what I'm looking for.

    • @DrNic
      @DrNic  6 лет назад +1

      So glad to hear it! Most text books etc use a flow diagram method, but I made up this way of displaying it as it shows the relationships between the methods as well.

  • @julietoffojua4229
    @julietoffojua4229 5 лет назад +3

    Nice one. Technology in action. I will continue to practice. Thanks.

  • @hend1243
    @hend1243 5 лет назад +6

    One of the most useful vidios.. Thanks a lot

  • @saiyan7010
    @saiyan7010 8 лет назад +1

    my bio stat teacher just read thro the power point in mono tone voice and didn't give introduction on any new hypothesis test we learned. i was struggling when reading text book (i am not good at learning from reading text book). ur video is very helpful and concise. it really helped me to understand the purpose of each test a lot better and make statistic more enjoyable. Thank you very much Dr Nic.

  • @sarawerkneh2817
    @sarawerkneh2817 4 года назад +1

    Amazing summary and perfect example!

  • @DrNic
    @DrNic  11 лет назад +7

    Seeing there were two independent samples, I would recommend difference of two means, independent samples. If the same people were measured before and after, then it would be paired difference of two means.

    • @thesolvit7407
      @thesolvit7407 4 года назад

      I don't know which one is correct in analyzing the difference between the pretest and posttest if the number of participants in my control group is 15 and control group is also 15, defying the criteria of using parametric test. What should I do? Please help♥️😭

    • @tasnimkeddo5548
      @tasnimkeddo5548 2 года назад

      Now we are in coronavirus year

  • @rubibojorquez3216
    @rubibojorquez3216 6 лет назад +3

    Well explained and fun. Thanks

  • @tahirshah6979
    @tahirshah6979 4 года назад +1

    The very precise and meaningful. This is excellent Dr.

  • @DrNic
    @DrNic  11 лет назад +1

    Thanks. The thing is, if you use a computer package, it uses the applicable statistic and converts the answer to a p-value. I'll put that in my list of videos to make! Working on time series analysis and reporting at present.

  • @ciarademp
    @ciarademp 10 лет назад +15

    wow - i just understood my statistics module that happened in 2009 for the first time - thank you!

  • @iyer5
    @iyer5 12 лет назад +4

    the way u have editted ur videos is simply appreciable!!!!
    loved dat statement, " If you have any kind of self esteem!! Pause!! " hahahaha nyc 1 truly admirable

  • @abiyotlemagamtessa2572
    @abiyotlemagamtessa2572 6 лет назад +2

    I found it really help full, I am attending my MPH but can really Understand my instructor in the class but after getting this video wow, I understand it thank you so much.

  • @sonyamunoz33
    @sonyamunoz33 4 года назад +1

    Thank you very much, you have done a great job with simplifying what test to choose.

    • @DrNic
      @DrNic  4 года назад

      Thanks. I did a lot of thinking for this.

  • @lakshitdagar
    @lakshitdagar 5 лет назад +4

    Gem of a video!!

  • @mfgranja
    @mfgranja 10 лет назад +3


    From Bogotá-Colombia Thank you :-), this is a really good work, you inspire us as teachers-- :-)

  • @shishirmahmood1766
    @shishirmahmood1766 7 месяцев назад

    This is an excellent video to understand TYPES of test. Hats off!!

    • @DrNic
      @DrNic  7 месяцев назад

      Thank you very much!

  • @christophersneed5586
    @christophersneed5586 4 года назад

    Best explanation yet! Thank you for posting this. Wow! I chose the correct one almost every time!

    • @DrNic
      @DrNic  4 года назад

      Thanks and well done. There is another practice video as well.

  • @nush4u
    @nush4u 10 лет назад +3

    Thank you.. very helpful :)

  • @CrazyBeautifulLife58
    @CrazyBeautifulLife58 9 лет назад +4

    Partially helpful, but a bit confused about what the names of tests translate as - I think they're the same concepts as I've learnt in my lectures, but they don't have exactly the same names

  • @naithal2901
    @naithal2901 Год назад

    Thank you for such a great video! Really benefited from the content but also the methodical structure and system that you taught the concept through.

    • @DrNic
      @DrNic  Год назад

      Glad you enjoyed it! I put a lot of work into the structure so it is good to be appreciated

  • @jbrowsingj
    @jbrowsingj 11 лет назад

    Excellent video! Very powerful explanation and unexpectedly hilarious visuals. Thank you!

  • @firebirdies
    @firebirdies 4 года назад +10

    all humans should watch this at some point in their lives

  • @millybee5499
    @millybee5499 5 лет назад +5

    Wow that Eureka moment!!!! I finally get it 😂😂😂😂 thank you so much!!! I can finish my dissertation in peace now! This is so simple and straightforward 👍

    • @DrNic
      @DrNic  5 лет назад

      That is great news.

  • @krishnadesai79
    @krishnadesai79 3 года назад +2

    A nice and innovative way to explain... Thank you so much.

  • @dramaadictisback4986
    @dramaadictisback4986 Год назад

    Thank you so much for this! You didn’t just teach the content but also how to navigate and use what we learnt. Your videos have been exceptionally helpful. God bless you ❤

    • @DrNic
      @DrNic  Год назад

      So happy to hear that.

  • @nurul1495
    @nurul1495 5 лет назад +3

    Pause if you care your education😂😂anyway good video. Thanks sm😆

  • @abigailyeboah2853
    @abigailyeboah2853 6 лет назад +3

    Very helpful video. Helen's got an attitude though. Hilarious.

    • @DrNic
      @DrNic  6 лет назад

      Thanks Abigail. She makes me laugh. My son, who was the editor for many of these videos, has a quirky sense of humour.

  • @soldirix2666
    @soldirix2666 10 лет назад +2

    I Love the art used in these videos. Very nice work!

    • @DrNic
      @DrNic  10 лет назад

      Thanks - the artist is an anime fan, as I'm sure you have guessed.

  • @deepsirathore4339
    @deepsirathore4339 Год назад

    Thank you for explaining with clarity about the various statistical tests.

    • @DrNic
      @DrNic  Год назад

      You are welcome!

  • @caldeh
    @caldeh 7 лет назад +3

    I want some choconutties!!!!

    • @DrNic
      @DrNic  7 лет назад +1

      Me too.

  • @KamalAsasi
    @KamalAsasi 7 лет назад +63

    Helen is always angry when she asks people to answer her questions. She should change her attitude otherwise she can not find the real answers from the respondents and therefore, the results are not valid.

    • @xrc7445
      @xrc7445 6 лет назад +16

      You wouldn't think she has an attidute if she was a man. Anything to bash a woman entrepreneur even if she's a cartoon. For a man, this behaviour would go un-noticed and, mostly, un-commented..

    • @MNSTRMDVNCS
      @MNSTRMDVNCS 3 года назад +2

      Such a funny remark to teach about response bias.

    • @KamalAsasi
      @KamalAsasi 3 года назад +1

      Guys, plz take it easy and don't consider my comment as sexist. I just try to explain that we should not force someone to answer our questions as it can effect they response. I apology if I offended someone. All the best.

    • @mobinansarivlog9126
      @mobinansarivlog9126 Год назад

      @@xrc7445 it's her choice

    • @baul6843
      @baul6843 7 месяцев назад +1

      @@xrc7445 Sure, make everything about gender again. No, the situation would not be judged differently if she was a man and no one is bashing female entrepreneurs. It's a cartoon made for education. Leave your stupid world views out of here.

  • @radhikasrinivasa3068
    @radhikasrinivasa3068 4 года назад

    I have developed a lot of respect and love for statistics! thanks to you !!

    • @DrNic
      @DrNic  4 года назад +1

      That is lovely to hear, Radhika. Understanding statistics is such an important skill for being fully informed. Glad I could be of help.

    • @radhikasrinivasa3068
      @radhikasrinivasa3068 4 года назад +1

      @@DrNic thrilled to get a reply from you ma'am

  • @ravigadani
    @ravigadani 11 месяцев назад

    This is an insanely helpful video. The topic has been clearly explained and the examples are on spot. Thank you so much.

    • @DrNic
      @DrNic  11 месяцев назад

      You're very welcome!

  • @dieutran9066
    @dieutran9066 7 лет назад +13

    You save my life, save my time. Loads of kisses to you :* :* :*

  • @TheLadiesman217137
    @TheLadiesman217137 8 лет назад +10

    Lol, didnt even pause... haha.. *confused

  • @padiahiral
    @padiahiral 3 года назад

    Thank you for enlightening us about various statistical tests.

    • @DrNic
      @DrNic  3 года назад

      Glad it was helpful

  • @rpkumawat4585
    @rpkumawat4585 20 дней назад

    Excellent summarised presentation.

  • @Adrian-ly7by
    @Adrian-ly7by 6 лет назад +5

    is that brienne from game of thrones?

  • @PuneetMehra
    @PuneetMehra 8 лет назад +14

    Your accent is totally non comprehensible. pickets? choco latte? tist?

    • @veggiepants2707
      @veggiepants2707 6 лет назад +1

      ^ spoken like a true aussie

    • @globexbeautysolutions7125
      @globexbeautysolutions7125 6 лет назад

      New Zealand accent.

    • @whoeverwhateverany1
      @whoeverwhateverany1 6 лет назад +1

      I beg to differ. it is comprehensible, it's just probably an accent you are not used to. oh and it's choco nutties by the way. There are many different accents so it wouldn't harm to learn to get used to some new one once in a while. Wouldn't it be boring if everyone spoke in the exact same way?

    • @WorldoftheNebulous
      @WorldoftheNebulous 5 лет назад +2

      yo I blew on my screen because I thought your profile pic was a piece of hair hah got me

  • @geervanim.2902
    @geervanim.2902 4 года назад

    Thank you so much for this video. It made some of my concepts clear.

  • @DrNic
    @DrNic  12 лет назад

    Thanks. I put a lot of thought into that video. We are just about ready with a web version now too, in case they don't have an iPad or iPhone.

  • @parambuch4679
    @parambuch4679 Год назад

    Thank you for explaining such complex concepts of choosing statistical test in easiest manner. Really helpful.

    • @DrNic
      @DrNic  Год назад

      Glad it was useful. It took quite a lot of thinking to come up with that format

  • @migishaboyd
    @migishaboyd Год назад

    I guess that means i'm doing regression analysis. Tons of help, here, Dr. Nic! God bless you!

    • @DrNic
      @DrNic  Год назад

      Thank you for that. Good luck! I have a series about multiple regression that is also helpful for linear regression.

  • @desaipriyanshi1997
    @desaipriyanshi1997 2 месяца назад

    some of the best explanation among others. it's very helpful. thank you.

  • @ansariyasmin7474
    @ansariyasmin7474 Месяц назад

    Thank you for clarification on the tools

  • @TheJazzzilla
    @TheJazzzilla Год назад

    Brilliant video. Loved the sarcastic comments... it got me to pause. Great stuff Dr Nic

    • @DrNic
      @DrNic  Год назад

      Glad you enjoyed it. The comments from my editor who is also my son. He's pretty funny

  • @veerendrasinghnagoria6362
    @veerendrasinghnagoria6362 8 месяцев назад

    Your video was both simple and effective. It nicely presented the data, samples, and the purpose of analysis, helping in the selection of the appropriate statistical test. Thank you!

    • @DrNic
      @DrNic  6 месяцев назад

      Glad you enjoyed it!

  • @wfhdick
    @wfhdick Год назад

    These vids would have been so great when I did stats and epi many years ago. What a great resource.

  • @nehalchavda1407
    @nehalchavda1407 2 года назад

    Thank you for the detailed explanation and making the topic clear to us!

    • @DrNic
      @DrNic  2 года назад

      You're very welcome!

  • @ozashweta2037
    @ozashweta2037 3 года назад +1

    Thank you. Very nice explanation with example.

  • @shwetathakar1369
    @shwetathakar1369 3 года назад

    Wonderful idea for brainstorming... that she let us think first and then give answer.

    • @DrNic
      @DrNic  3 года назад

      I'm glad you like it. There is a follow-on video that gives you some more examples too. ruclips.net/video/PLTZrQt01S4/видео.html

  • @bhartiprajapat8885
    @bhartiprajapat8885 2 года назад

    Thank you for guiding related to Statistical tests

    • @DrNic
      @DrNic  2 года назад

      Most welcome

  • @aakanshashukla1414
    @aakanshashukla1414 4 месяца назад

    Hello there!! I watched the video "Statistical Tests: Choosing which statistical test to use". It very well explained all types of statistical tests and how to use by giving examples and elimination of tests based on Data, Samples and purpose. THANK you!!

  • @dishatrivedi3947
    @dishatrivedi3947 3 года назад +1

    Thank you for giving this useful information

  • @surekhaadki8423
    @surekhaadki8423 7 лет назад +1

    Excellent Job.
    It really helped me a lot. Thank you for the most informative video.

  • @seapeajones
    @seapeajones 4 года назад

    Two master's courses in & your video clearly explains what my text did not. Thank you!

    • @DrNic
      @DrNic  4 года назад

      Glad it helped!

  • @NasimaEbrahimi
    @NasimaEbrahimi Год назад

    Thank you so much for wonderful video about choosing statistical test for analysing data.

    • @DrNic
      @DrNic  Год назад

      You are welcome

  • @user-ol2op4ml1l
    @user-ol2op4ml1l Год назад

    Very well explained. Too easy to understood. Thank you.

    • @DrNic
      @DrNic  Год назад

      Glad it was helpful!

  • @duggi1810
    @duggi1810 11 лет назад

    Very well done and kept simple to understand !!

  • @xrc7445
    @xrc7445 6 лет назад +2

    Very helpful video, thank you!

  • @ugyennorbu7246
    @ugyennorbu7246 2 года назад

    Thank you for succinct and clear explanation. Such material are hard to come by.

    • @DrNic
      @DrNic  2 года назад

      I work hard to make it clear. So thanks!

  • @mahbubhasan8194
    @mahbubhasan8194 4 года назад +1

    Very useful for beginner like me, which allows me to do thinking further time for research.

    • @DrNic
      @DrNic  4 года назад +1

      Happy to hear that.

  • @1307sammiemc
    @1307sammiemc 12 лет назад

    How good is this: Doing an online degree - without this type of resource would be totally lost. Thank you :)

  • @av11105
    @av11105 3 года назад +1

    Thank you for explaination regarding various tests

  • @nehaliya4588
    @nehaliya4588 3 года назад

    Thank you for the wonderful explanation and making it so easy.

    • @DrNic
      @DrNic  3 года назад

      You're very welcome!

  • @raghuveerjadeja1026
    @raghuveerjadeja1026 3 года назад +1

    impressive, superb session

  • @wingbliss
    @wingbliss 12 лет назад

    Thank you, your help me realised the importance of creativity and art students.
    A maths student think: DF = (s12/n1+s22/n2)2/{[(s12/n1)2/(n1-1)]+[(s22/n2)2/(n2-1)]}
    An Art student makes things fun and easy! Thank you. With gratitude.

  • @DrNic
    @DrNic  11 лет назад

    Interval/ratio data is sometimes called numerical or measurement. You can see more about that in our video about types of data.
    There are several t-tests but they are for interval/ratio data. Test for difference two means and test for a mean are both t-tests. Spearmans Rho is used when you would normally do a correlation or regression, but your data is ordinal.
    I'm afraid you haven't given me enough information for me to be able to answer your question clearly.

  • @drbhavin8387
    @drbhavin8387 3 года назад

    explicit explanation, Thanks a lot !!!

  • @DrNic
    @DrNic  11 лет назад

    Yes, unless the two groups are paired in some way. If it there is no way that the first group is matched to the second group, then it is independent samples.
    For example if you had identical twins and had one twin in the experimental group then it is not independent samples. But generally the scenario you describe is two samples.

  • @DavidMbale
    @DavidMbale 5 лет назад +2

    Thank you this has helped with my assignment

  • @chuminfeng5205
    @chuminfeng5205 4 года назад

    the best summary of the most frequently used statistic test, saving my time to reference my textbook!

    • @DrNic
      @DrNic  4 года назад

      Glad to hear it. I was pleased with how it turned out.

    • @chuminfeng5205
      @chuminfeng5205 4 года назад

      @@DrNic Can I ask, I have a group of receivers that more than 300 observations, send them two types of email, to see whether the open rate is significantly different between two types of emails? which statistic test to use? open or not is a nominal data, but I have only one sample, I can not use the difference of two proportions, no?

    • @chuminfeng5205
      @chuminfeng5205 4 года назад

      @@DrNic or should I use chi-sq test?

    • @DrNic
      @DrNic  4 года назад

      @@chuminfeng5205 You do have two samples - the two types of email. So you can do difference of two proportions - or you can do the chi-sq test as you suggest. I have a video on the chi-sq test. ruclips.net/video/jhz0ubW0EWk/видео.html and then ruclips.net/video/qfxzG6FgVlM/видео.html

    • @chuminfeng5205
      @chuminfeng5205 4 года назад

      @@DrNic Definitely, it inspires me for the idea. I join your channel, and can I ask you to create more videos about A/B testing, or what is the difference between traditional statistical modeling and machine learning?

  • @Felicia-126
    @Felicia-126 2 года назад

    Wonderful video Dr Nic!

    • @DrNic
      @DrNic  2 года назад

      thanks

  • @terrencefishtan
    @terrencefishtan 4 года назад

    Very useful and easy to understand! thank you for making the video