Results

Contingency Tables

Task 6: To conduct a chi-squared test, drag the variable nationality to the box called Rows, nationality to Columns, and frequency to Counts.


Task 7: Compute and interpret the odds ratio for Task 6.

Contingency Tables
hands
nationality   One Handed Two Handed Total
Dutch Count 120.000 578.000 698.000
Expected count 110.041 587.959 698.000
% within row 17.192 % 82.808 % 100.000 %
% within column 87.591 % 78.962 % 80.322 %
% of total 13.809 % 66.513 % 80.322 %
Pearson residuals 0.949 -0.411
English Count 17.000 154.000 171.000
Expected count 26.959 144.041 171.000
% within row 9.942 % 90.058 % 100.000 %
% within column 12.409 % 21.038 % 19.678 %
% of total 1.956 % 17.722 % 19.678 %
Pearson residuals -1.918 0.830
Total Count 137.000 732.000 869.000
Expected count 137.000 732.000 869.000
% within row 15.765 % 84.235 % 100.000 %
% within column 100.000 % 100.000 % 100.000 %
% of total 15.765 % 84.235 % 100.000 %
Chi-Squared Tests
  Value df p
Χ² 5.437 1 0.020
N 869  
Odds Ratio
95% Confidence Intervals
  Odds Ratio Lower Upper p
Odds ratio 1.881 1.098 3.221  
Fisher's exact test 1.880 1.085 3.437 0.019

Task 6: The value of the chi-square statistic is 5.44. This value has a two-tailed significance of p = .020, which is smaller than .05 (hence significant), which suggests that the pattern of bike riding (i.e., relative numbers of one- and two-handed riders) significantly differs in English and Dutch people. The significant result indicates that there is an association between whether someone is Dutch or English and whether they ride their bike one- or two-handed.


Looking at the Contingency Table, this significant finding seems to show that the ratio of one- to two-handed riders differs in Dutch and English people. In Dutch people 17.2% ride their bike one-handed compared to 82.8% who ride two-handed. In England, though, only 9.9% ride their bike one-handed (almost half as many as in the Netherlands), and 90.1% ride two-handed. If we look at the standardized residuals we can see that the only cell with a residual approaching significance (a value that lies outside of ±1.96) is the cell for English people riding one-handed (z = -1.9). The fact that this value is negative tells us that fewer people than expected fell into this cell.


Task 7:

The odds of someone riding one-handed if they are Dutch are:




The odds of someone riding one-handed if they are English are:



Therefore, the odds ratio is:




In other words, the odds of riding one-handed if you are Dutch are 1.9 times higher than if you are English (or, conversely, the odds of riding one-handed if you are English are about half that of a Dutch person).


Write it up!

There was a significant association between nationality (Dutch or English) and whether a person rides rode their bike one- or two-handed,  (1) = 5.44, p < .05. This represents the fact that, based on the odds ratio, the odds of riding a bike one-handed were 1.9 time higher for Dutch people than for English people. This supports Field’s argument that there are more one-handed bike riders in the Netherlands than in England and utterly refutes Mayer’s competing theory. These data are in no way made up.