An experiment consists of tossing a coin 20 times. Such an experiment is performed 50 times. The number of heads and the number of tails in each experiment are noted. What is the correlation coefficient between the two?
-1
The question asks for the correlation coefficient between the number of heads and the number of tails in an experiment consisting of tossing a coin 20 times. Let the number of heads in a single experiment be $\text{H}$ and the number of tails be $\text{T}$.
When a coin is tossed 20 times, the total number of outcomes is 20. This total is the sum of the number of heads and the number of tails. Therefore, for any single experiment:
$\text{H} + \text{T} = 20$
This equation shows a direct relationship between $\text{H}$ and $\text{T}$. We can rearrange this equation to express $\text{T}$ in terms of $\text{H}$:
$\text{T} = 20 - \text{H}$
This equation represents a linear relationship between $\text{H}$ and $\text{T}$. The slope of this linear relationship is -1 (for every increase of 1 in $\text{H}$, $\text{T}$ decreases by 1). This is a perfect inverse relationship.
The correlation coefficient is a statistical measure that quantifies the strength and direction of a linear relationship between two variables. Its value ranges from -1 to +1:
Since the relationship between the number of heads ($\text{H}$) and the number of tails ($\text{T}$) in a 20-toss experiment is $\text{T} = 20 - \text{H}$, this is a perfect negative linear relationship. Regardless of the specific outcomes of the tosses (within the 20 tosses), if you know the number of heads, you can perfectly determine the number of tails, and vice versa. As the number of heads increases, the number of tails decreases by the exact same amount to maintain the sum of 20.
This perfect negative linear association means that the correlation coefficient between the number of heads and the number of tails is -1.
The fact that the experiment is performed 50 times does not change the fundamental relationship between $\text{H}$ and $\text{T}$ within each individual experiment of 20 tosses. The correlation coefficient describes this specific relationship, not something between the 50 repetitions.
Based on the perfect negative linear relationship $\text{T} = 20 - \text{H}$, the correlation coefficient between the number of heads and the number of tails in a 20-toss experiment is -1.
What type of relationship exists between two variables, if all points on the scatter diagram appear to fall on a straight line going upward from left to right?
Find the coefficient of correlation if given, cov(x, y) = 420, \(\sigma_x^2 = 484\) , and \(\sigma_y^2 = 441\)