Math Calculators, Lessons and Formulas

It is time to solve your math problem

mathportal.org

Correlation and regression calculator

google play badge app store badge

Enter two data sets and this calculator will find the equation of the regression line and correlation coefficient. The calculator will generate a step by step explanation along with the graphic representation of the data sets and regression line.

solution

You entered the following data:

$$\begin{array}{c|cccccccccc}X&6&7&8&9&10&11&12&13&14&15\\Y&109199&108012&115849&103144&100650&93376&94043&94133&98779&92099\end{array}$$

The equation of the regression line is:

$$y~=~123945 ~-~ 2192 \cdot x$$

The graph of the regression line is:

explanation

We will find an equation of the regression line in 4 steps.

Step 1: Find $X \cdot Y$ and $X^2$ as it was done in the table below.

$X$$Y$$X\cdot Y$$X \cdot X$ 
6 109199 655194 36
7 108012 756084 49
8 115849 926792 64
9 103144 928296 81
10 100650 1006500 100
11 93376 1027136 121
12 94043 1128516 144
13 94133 1223729 169
14 98779 1382906 196
15 92099 1381485 225

Step 2: Find the sum of every column:

$$ \sum{X} = 105 ~,~ \sum{Y} = 1009284 ~,~ \sum{X \cdot Y} = 10416638 ~,~ \sum{X^2} = 1185 $$

Step 3: Use the following equations to find $a$ and $b$:

$$ \begin{aligned} a &= \frac{\sum{Y} \cdot \sum{X^2} - \sum{X} \cdot \sum{XY} }{n \cdot \sum{X^2} - \left(\sum{X}\right)^2} = \frac{ 1009284 \cdot 1185 - 105 \cdot 10416638}{ 10 \cdot 1185 - 105^2} \approx 123945 \\ \\b &= \frac{ n \cdot \sum{XY} - \sum{X} \cdot \sum{Y}}{n \cdot \sum{X^2} - \left(\sum{X}\right)^2} = \frac{ 10 \cdot 10416638 - 105 \cdot 1009284 }{ 10 \cdot 1185 - \left( 105 \right)^2} \approx -2192\end{aligned}$$

Step 4: Substitute $a$ and $b$ in regression equation formula

$$ \begin{aligned} y~&=~a ~+~ b \cdot x \\y~&=~123945 ~-~ 2192 \cdot x\end{aligned}$$

Report an Error !

Script name : correlation-and-regression-calculator

Form values: 6,7,8,9,10,11,12,13,14,15 , 109199,108012,115849,103144,100650,93376,94043,94133,98779,92099 , expl , reg , g , , , Regression line X = [ 6,7,8,9,10,11,12,13,14,15 ] , Y = [ 109199,108012,115849,103144,100650,93376,94043,94133,98779,92099 ]

Comment (optional)

Share Result

You can copy and paste the link wherever you need it.

Correlation and Regression Calculator
Input X and Y values separated by comma or blank space
help ↓↓ examples ↓↓
Use data grit to input x and y values
Find the equation of the regression line
Find the correlation coefficient
Hide steps
working...
examples
example 1:ex 1:

Consider the following set of points: ${(-3 , -4), \, (2 , 3), \, (7 , 11)}$

a) Find the regression line for the given data points.

b) Plot the given points and the regression line.

example 2:ex 2:

The values of $X$ and their corresponding values of $Y$ are shown in the table below:

$$ \begin{array}{c|ccccc} X & ~1~ & ~2~ & ~3~ & ~4~ & ~5 \\ Y & ~4~ & ~8~ & ~9~ & ~11~& ~16 \end{array} $$

Find a Pearson correlation coefficient.

Search our database of more than 200 calculators

Was this calculator helpful?

Yes No
438 635 998 solved problems