Standard multiple linear regression on SPSS with assumption checks and write up (APA style)

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Learn how to complete a standard multiple linear regression on SPSS with assumption checks and how to report the results in APA style.

0:00 What is multiple linear regression analysis?
0:46 Setting up the file
2:01 Running the analysis
2:59 Checking assumptions
7:25 Interpreting the regression results
9:07 Reporting the assumptions
12:14 Reporting the regression

Regression equation:

The B values can be used to predict the value of the dependent (outcome) variable. In this example, the B values were 0.616 (distance from campus) and 0.375 (distance from nearest train station). As well as the B values, we need to know the constant value, which is 0.070 in this case (see Coefficients table). If someone lived 5 miles from campus and 5 miles from their nearest train station, the model would predict that this person would be late to lectures about five times: (5 x 0.616) + (5 x 0.375) + 0.070 = 5.025.
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Regression and many other analyses are covered in my book, SPSS Made Easy:

DavidRobinsonPhD
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Thank you so much! So many things that I have been studying for ages, suddenly make so much sense. I am very appreciative.

PhilippavanDantzig
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Thankyou very much for this video David, was a huge help in my Stats psychology assignment! Also really like how you incorporated your written report at the end, big help. A lot of other videos i've seen only describe the SPSS procedures, having the written side explained helps heaps in assignment settings. Cheers

christianvelkovski
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Dr. Robinson, your step by step handling of assumptions was extremely helpful and concise. Thank you for such a clear cut video on MRs.

teachertalk
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Thank you so much for this clear tutorial. I am just writing up my assumption checks for a MLR for an assessment (BSc Psychology), and this helped enormously.

janemontgomery
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Thank you Dr. David Robinson. So great to see such a detailed video. The way you smoothly teach and narrate your analysis is amazing.

knowledge_triumphant
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This video saved my life. Thank you so much

simonnmorgan
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Great video, very well put together and explained. Huge ++

kfcwarrior
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Awesome, thank you. I cannot express how much this video, and your breakdown of each of the steps, is appreciated! #Subscribed

michaels
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It is super helpful. Thank you so much!

minacho
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Your video has been so helpful. Thank you!

konstantinoskarting
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This was extremely helpful. Thank you!!!

MegaPinkBug
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Thank you so much! You explained everything so clearly and I actually understand it now! :)

emmarhoden
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btw i'm undergrad cambridge and you help more than my supervisors

HyperAllTheTimeMia
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Hi Dr. Robinson, great video. Just wondering what do you do if your r value is closer to zero? Does this mean that regression isn't a suitable test? Thanks!

maryjolley
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Tahnk you so much. That was very helpful. He deserves "subscribe" (:

abdulazizalmarwani
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Thank you so much for this insightful video! What about how to write the hypothesis final result itself after reporting the Multiple regression results. Like should i do it after or at the same time as I report say one of the predictors. If so, how in APA format?

wtc
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HI, thank you! a very clear presentation! I have one question: do I need to check assumptions with two IV's only (if I have two IV's only) before introducing an interaction term (before running process macro) or do I have to check assumptions with an interaction term as a third IV? Thank you!

karlygashnuketayeva
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Hi David! Love your videos. Can you also do a video on SIMPLE LINEAR REGRESSION with assumptions checks and APA write-up?

risausa
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How would you proceed if you have an r value of exactly 7 but acceptable VIF and tolerance values? It seems that the assumption has been met despite the high r value given the other data.

ggggg