How to identify which components within an independent variable is positive or negatively influencing the dependent variable?

M Tanveer Hossain Parash @M-Tanveer-Hossain-Parash

04 April 2023 1 3K Report

I received a dataset to do analysis where there is a strong possibility that data within the same independent variable might influence the dependent variable. For example members of a family might positively or negatively influence a person's decision to seek medical advice for a disease. Is there any way to identify which components within one independent variable are influencing the dependent variable positively or negatively?

Andrea Briglia

Hi Tanveer,

I hope I fully understand your question. If so, I would suggest you to try principal component analysis (PCA) or an exploratory factor analysis. SPSS provides these tools, otherwise you can try JASP, a free software that does both computations on a csv file

best regards, AB

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