Step 1: Correlation Coefficient.
The correlation coefficient quantifies the strength and direction of the linear association between two variables. Its range is from -1 to +1. Therefore, A corresponds to III.
Step 2: Standard Deviation.
Standard deviation is the preferred measure of dispersion because it incorporates all data points. Consequently, B corresponds to IV.
Step 3: Larger Samples.
Increased sample sizes lead to enhanced precision and more dependable estimates. Thus, C corresponds to I.
Step 4: Coefficient of Variation.
This is a relative, unitless measure of dispersion used to compare variability between different datasets. Hence, D corresponds to II.
Step 5: Conclusion.
The correct matching is: A - III, B - IV, C - I, D - II.