Hypothesis Testing - Difference of Two Means - Student's -Distribution & Normal Distribution

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This statistics video explains how to perform hypothesis testing with two sample means using the t-test with the student's t-distribution and the z-test with the normal distribution table.

Find The Z-Score Given Confidence Interval:

Student's T-Distribution:

Hypothesis Testing - Null & Alternative:

Type I and Type II Errors:

One Tailed and Two Tailed Tests:

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Test Static For Means & Pop Proportions:

Hypothesis Testing Problems:

P-Value Method - Hypothesis Testing:

Hypothesis Testing - Proportions:

Difference of 2 Means - H Testing:

Cohen's D - Pooled Standard Deviation:

Hypothesis Testing - 2 Proportions:

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Matched or Paired Samples t-Test:

Chi Square Test:

Chi Square Distribution Test:

Test of Independence - Chi Square Dist:

Final Exams and Video Playlists:

Full-Length Videos and Worksheets:
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Nyatsimba_Mutota
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sinaabedini
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arnmandleg
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Yet another banger from the greatest tutor on the internet. Thank you so much.
To those learning - I highly recommend you pause the video before he begins solving the question, and try and answer it yourself. Then, unpause, compare your methods with his, and correct yourself. You learn best that way.
I'm so glad I found this channel and this awesome community. Makes me fall in love with learning all over again.

prithviprakash
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Super great video, thank you so much. It helps a lot :D!

I just wanted to add something not mentioned in the video but probably very important: when computing the t-statistic, in the denominator we compute the standard error (SE). In the video, it is assumed that the variances of both groups ARE NOT THE SAME, and hence finds the estimated SE -> sqrt(s1^2/n1 + s2ˆ2/n2)
Sometimes, depending on the case or if it is given in the problem statement, one can assume that the variances of both control groups are the same. Then the formula changes and we need to find the POOLED SE.

octaviobiols-sales
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dude!!! I've tried for hours to figure this out! I watched 7 minutes of your easy, calm and totally logical teaching method and got it!! thank you thank you.

nafeyhammoud
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Degrees of freedom can also be calcuated by DF= (N1 + N2) -2

upinmyTARDIS
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If only you posted this a day earlier, I just had a test over this😂😂

nitrofox
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i can´t express how much it helps me. You are such a gift of god.

danymathew
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Sir, you need to make a Q&A video I am sure so many people want to know you.

mohammadaqib
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better explanation than my prof. Thanks king

evafidanabdullayeva
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I love your clear examples and computations. Great video!

marshalljordan
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I just wanted to say thank you. I just done doing my Performance task in math. This really helps me a lot! as in a lot! You are a hero for me to be honest. This video helps me to understand step by step, you are amazing! Thank you so much!

oshinsalvador
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Man does this bring back memories from organic chem

gbhfavd
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Thanks. You saved my life for my analytical chem test tomorrow😭

hellosydney
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Just a tip. When calculating dF you should round the result down and not up. So in this case 24 and not 25.

jamesnuss
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literally just saved 10% of my grade ty

seanmulholland
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I don't really like math and I am having trouble resting because of too much overthinking. Thank you so much for saving our time❤️❤️❤️

dreamslive
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really appreciate the effort you put into this video, it helps me a lot

annali
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Thank you so much!! I needed a refresher on the df formula, I kept getting the wrong answers as I wasn't calculating each part properly. Finally done with an assignment in which we were told to come up with a research question, a hypothesis, analysis etc. Thanks to this video I just got done with that assignment!! Allahumdulillah :)

ShawnFX