I never (need to) use \$\alpha\$ f , I always use \$\beta\$ (same as \$h_{FE}\$) for all configurations: Common emitter, common collector, common base.
If you make a schematic drawing and indicate the currents \$I_b, I_c\$, and \$I_e\$ and using \$\beta = \frac{I_c}{I_b}\$ then it is easy to write down \$\alpha = \frac{I_c}{I_e}\$ and then re-write that to express that using beta.
My point: using \$\alpha\$ for a common base is a choice. You can use it if you want and it makes your life easier. However I'd rather use \$\beta\$ as \$\beta\$ (or \$h_{FE}\$) can be found in the datasheet of a transistor. \$\alpha\$ is not in the datasheet but if I know \$\beta\$ then it is easy to know what \$\alpha\$ is. So I just don't need alfa.
Why are we calculating these current gains?
\$\beta\$ Is a current gain and a property of the transistor, as long as the transistor works in active mode, \$\beta = \frac{I_c}{I_b}\$ is true.
I see \$\alpha = \frac{I_c}{I_e}\$ more as a "helper" expression since it is mostly only useful in the common base configuration as in the common base the emitter is the input and the collector is the output. So really \$\alpha\$ is just the transfer function of the common base.
And Why is there a range of beta for a particular transistor? What does minimum and maximum values of beta mean?
Because it is almost impossible to manufacture transistors with a precise value for \$\beta\$. \$\beta\$ depends on the width of the base and doping levels which are hard to control. Some transistors have a very large range for \$\beta\$ like between 30 and 300.
In the factory all fabricated transistors are measured and the ones that do not have a 30 < \$\beta\$ < 300 are discarded.
You can buy transistors with a narrower range, for example 100 < \$\beta\$ < 200, then those transistors are "binned" meaning, they're measured and then marked depending on what their \$\beta\$ is.
To beginners this large range of \$\beta\$ often sounds like a huge problem. In reality it is not, we can design our circuits such that they can work with a \$\beta\$ that is for example at least 50. Then we just need to use transistors that have a \$\beta\$ that is always larger than 50, like a transistor that is specified to have: 100 < \$\beta\$ < 300. Yes, that 100 is 2x larger than the 50 we wanted but that's actually good meaning we get some "design margin".
How much does these alpha and beta affects our Early Effect?
The Early effect makes \$\beta\$ appear smaller as \$V_{CE}\$ increases and that is due to base with modulation. There is no easy to understand direct relation so as a beginner, don't worry about this too much.