I am writing a dissertation on the effects of a new accounting standard on financial statements. I have calculated several ratios for before and after the implementation of the new standard. I then ranked the companies based on the ratios I calculated and observed that the company rankings have changed. How do I compare the differences in rankings and show that the changes are statistically significant?

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