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Can I change the level of measurement?

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Hello! I’m Dr. MEL. Nice to meet you! I’m absolutely excited that we are going to start this beautiful learning journey together and I’m sure you will find it fruitful and fulfilling. Feel free to share your thoughts here!

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Ellijah
2019年11月26日
Can I change the level of measurement?

Can I change the level of measurement?

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Ellijah
2019年11月26日

Got it, thanks ?.

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Dr. MEL
2019年11月26日

Parametric statistic: One-way ANOVA
Non-parametric alternative: Kruskal-Wallis’s test

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Ellijah
2019年11月26日

I also want to compare three groups, instead of two groups. Which way I should adopt?

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Ellijah
2019年11月26日

Thank you Dr. MEL and Colin!!

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Dr. MEL
2019年11月26日

The assumptions are as follows:
• Normality: Data are normally distributed
• Homoscedasticity: Data from multiple groups have the same variance
• Linearity: Data have a linear relationship
• Independence: Data are independent

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Ellijah
2019年11月26日

What are parametric assumptions?

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Dr. MEL
2019年11月26日

Please consider using a non-parametric alternative, which is Wilcoxon sign test, instead of paired sample t-test. Many thanks.

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Ellijah
2019年11月26日

Thx. But if my data don’t meet parametric assumptions, what should I do?

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Dr. MEL
2019年11月26日

Please consider using paired samples t-test. Thanks.

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Ellijah
2019年11月26日

I want to measure if there is a change in participants’ scores of subjective well-being from Wave 1 to Wave 2. Which statistical technique is required?

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Colin
2019年11月26日

Yes, but you need to assess the benefits and disadvantages carefully when considering changing the level of measurement. To change a continuous variable to a nominal variable, you can collapse the continuous variable into a number of categories. To change a nominal variable to a continuous variable, a number of dummy variables can be created.

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