High School Understanding r^2 and the Role of Square Root in Data Analysis

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The discussion centers on the significance of the correlation coefficient (r) and its square (r^2) in data analysis. The value r^2 represents the proportion of variance in the dependent variable that can be explained by the independent variable, indicating the strength of the relationship. Additionally, the square root is highlighted as a mathematical tool for solving equations involving squared variables, with applications in various fields like chemistry and geometry. The square root and cube root serve as inverse operations to squaring and cubing, essential for understanding algebraic functions. Understanding these concepts is crucial for effective data analysis and interpretation.
Hammad Shahid
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Hi guys. I was wondering something. In my math class, we were analyzing how strong the data was, and there was an r and r^2 value. I know the significance of r, but what's the point of knowing the square of the r value?

Also, what's the use of square root? Like where does it help? I saw it one time in an equation in my chemistry class (I think Graham's law of effusion/diffusion), and of course, the Pythagorean theorem.
 
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Hammad Shahid said:
Hi guys. I was wondering something. In my math class, we were analyzing how strong the data was, and there was an r and r^2 value. I know the significance of r, but what's the point of knowing the square of the r value?
I assume you're talking about the correlation coefficient r. I don't know of any significance of r2.
Hammad Shahid said:
Also, what's the use of square root? Like where does it help? I saw it one time in an equation in my chemistry class (I think Graham's law of effusion/diffusion), and of course, the Pythagorean theorem.
The property my house is on is about 100,000 sq. ft. If it were in the shape of a square (which it isn't), what would be the dimensions of this square? (Ans: about 316 ft x 316 ft)

In the equation ##E = (1/2)mv^2##, if you know the energy E and the mass m, how would find the velocity v?

The square root let's us solve equations where a variable appears to the second power. Likewise, the cube root let's us solve equations where a variable occurs to the third power.

The square root and cube root are inverse operations to squaring and cubing. When you learn about elementary functions in an algebra or precalculus class, you typically learn about these functions and their inverses.
 
r2 is the fraction of the variance in the y values attributable to the correlation. In other words, if all the points fell on the regression line, the variance in y would be r2 * the observed variance. 1-r2 is the fraction of the variance attributed to random deviation of the points from the regression line.
 
Here is a little puzzle from the book 100 Geometric Games by Pierre Berloquin. The side of a small square is one meter long and the side of a larger square one and a half meters long. One vertex of the large square is at the center of the small square. The side of the large square cuts two sides of the small square into one- third parts and two-thirds parts. What is the area where the squares overlap?

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