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flash74686's avatar

How to complete a Scheffe's test by hand?

Asked by flash74686 (478points) November 25th, 2013

I have ANOVA output for statistics, and the necessary formulas (I think?) but I can’t figure out all of the variables (what gets plugged in where), and what I need to compare to do a Scheffe’s test. I’ve gone through my class notes, my lab notes, my textbook, and have been googling like a fiend, but I’m still utterly confused.

I know to find my F value, I need to divide the SS contrast by means squared within groups, and I have the denominator from ANOVA, but I’m not sure how to find the SS contrast.

I know SS contrast is L(squared) over the sum of ci(squared) divided by ni, but I’m not sure what values to plug in to find the SS contrast. There’s also ci (i is subscript) in the formula for L, and I have no idea what it represents.

I think I’m good on Scheffe’s f (the f critical) because you take the number of groups and subtract 1, then multiply by the critical value you get from degrees of freedom and alpha. I got (4–1)2.60=7.8, so I’m all right there.

Basically, I have no idea how to come up with the calculated value so I can compare to the critical value for significance. PLEASE help!

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10 Answers

glacial's avatar

Disclaimer: I’ve never used Scheffe’s test for my post-hocs, so this is the first time I’m looking at it.

You might find this document useful. It gives an ANOVA output (from a test done in SPSS), and uses those values to do various post hocs, including Scheffe’s. Perhaps it will help you figure out which bits of your output you need to use.

flash74686's avatar

@glacial Hmmm I saw that sheet and I was still left at a loss. Maybe a better question is how to find Sum of Squares contrast, and what the variables in that formula stand for, and how they can be found.

glacial's avatar

Well, in that example, they’re using MSerror, which is just SSerror/df. There’s nothing in the original ANOVA table that’s specifically linked to contrasts, and yet they’re able to calculate the f value. I’ll dig a little more and see what I can find.

glacial's avatar

Ok, from looking at your textbook, are you having difficulty with the coefficients in the formula for L? Because, I don’t think it’s very well explained in this section (and I can’t see large portions of the rest of the text)... so I can see how it might cause confusion. When I studied contrasts (in a different context), the coefficients came from decisions about which means to compare with which other means.

So, as an example, if your model includes mass of juvenile, yearling, and adult deer (so three different means), and your hypothesis is that juveniles and adults do not differ from each other, then the yearling mass must be given a coefficient of 0, and the juvenile and adult must be given 1 and -1 respectively, so that they are in contrast with each other:

phi = (1) mu(juveniles) + (0) mu(yearlings) + (-1) mu(adults)

The sum is zero, and juveniles and adults will be compared to each other.

If, on the other hand, your hypothesis is that adults and yearlings do not differ from juveniles, then the coefficient for juveniles must contrast those of adults + yearlings, so you end up with:

phi = (1) mu(juveniles) + (-0.5) mu(yearlings) + (-0.5) mu(adults)

This is very like the example given in your text.

These coefficients are your ci values. I think the rest should be easier to figure out once you have this down. From here, you can calculate SScontrast, then divide by MSw to get your F value.

flash74686's avatar

Thank you this is exactly what I’ve been struggling with. One last question, if you don’t mind, @glacial . For my homework, I’m doing a problem with four groups, but I’m comparing one group to the other three. Would I weight the other three using fractions/decimals then, to get it to equal zero? (the one group is smaller than the other three, which are approximately the same)

glacial's avatar

@flash74686 That would be my approach. The one group would get (1) and each of the others would be (-⅓). Or the opposite signs. Now let’s hope I’m right. :P

flash74686's avatar

It looks right to me, based on other stuff I’ve seen! Thank you so much, you’re an absolute life-saver!

glacial's avatar

You’re welcome. :)

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