Spearman’s Rank Correlation Coefficient - CCEA Purpose: To test the strength of the correlation (relationship) between two variables. Equation: rs = 1 - 6∑d2 n3-n Where: rs = Spearman’s Rank Value ∑ = the sum of d = difference in rank of the values of each matched pair n = number of ranked pairs Null Hypothesis: There is no statistically significant relationship between ______________ and _______________. Alternative Hypothesis: There is a statistically significant relationship between ______________ and _______________. 2) Rank your “x” data, giving the largest measurement the lowest rank. If some measurements have the same value, give them the average of the ranks. Repeat this procedure to rank the “y” data. 3) Calculate the difference between “Rank x” & “Rank y”. 1) Place your values for “x” (independent) and “y” (dependent variable) into the table. n 1 2 3 4 5 6 7 8 9 10 11 12 Variable x x Rank x (Rx) Tip: If the sum of Rx – Ry = 0 then the ranking is correct Variable y y Rank y (Ry) ∑ Rx – Ry = ________ difference d (Rx-Ry) 4) Square the difference. difference2 d2 5) Calculate ∑d2 = __________ Field Studies Council Derrygonnelly 6) Using the formula below, calculate Spearman’s Rank Coefficient (rs). rs = 1 - 6∑d2 n3-n = Critical Values Table Degrees of Freedom 4 5 6 7 8 9 10 11 12 15 20 25 30 40 50 0.05 (5%) 0.01 (1%) 0.88 0.83 0.80 0.77 0.72 0.68 0.64 0.60 0.57 0.50 0.47 0.44 0.39 0.35 0.31 1.00 0.96 0.91 0.87 0.84 0.80 0.77 0.74 0.71 0.65 0.59 0.54 0.48 0.43 0.38 7) Determine your degrees of freedom (n-2) and use this number to determine your corresponding critical value from the Critical Values Table. Spearman’s Rank Coefficient (rs) = ________________________________ Critical Value = ________________________________ If the absolute value of the Spearman’s Rank Coefficient (rs) is less than the critical value, you accept the null hypothesis. If the absolute value of the Spearman’s Rank Coefficient (rs) is greater than the critical value, you reject the null hypothesis. Write a sentence explaining your result. Include whether you accept or reject your null hypothesis, the rs value, the critical value, significance level and degrees of freedom. Field Studies Council Derrygonnelly