3.154 FAQ-968 How to determine whether the slope in a linear fit is significantly different from a specific value?
Last Update: 8/14/2018
The linear fit reports whether the fitted slope is significantly different from 0 by default. However, you may also want to compare the fitted slope with a specific value other than 0, the theoretical slope value for example. You can manually calculate it as follows:
- Calculate the t ratio:
\(t = \frac{b - b_0}{\sigma_b}\)
where b is the fitted slope value, \(b_0\) can be any value you want to compare with the fitted slope, and \(\sigma_b\) is the standard error of the fitted slope, which can be found in the Parameters table of the linear fit report sheet. - Use TCDF function to calculate the two-tailed probability corresponding to this t ratio value:
\(Prob = TCDF(t, df, 3)\)
where the degrees of freedomdf = the total number of points - 2, 3 means the two-tailed probability is returned.
You can run the above calculation in the Script Window (Window: Script Window).
If the returned Prob < 0.05, it means the fitted Slope is significantly different from the specific value.
Minimum Origin Version Required: Origin 2019
Keywords:Linear Curve Fit, linear regression, slope, significant difference, comparison, P value