When I went through various sources on the Internet, about Quadratic Progression, all of them said that a general term in a quadratic sequence would be of the form $an^2 + bn + c$, and explained how to find the $n_{th}$ term of specific sequences like $1,4,9,16,...$ and $5,7,11,17,...$ etc. But none of them really explained how that expression is obtained or why it works.
Some general results I found where;
Any term of a quadratic sequence will be of form: $$an^2+bn+c$$ and; $$2a=2^{nd} \mathrm{difference (constant)}$$ $$3a+b=2^{nd}\mathrm {term}-1^{st}\mathrm {term}$$ $$a+b+c=1^{st}\mathrm{term}$$
Why are Quadratic Sequences called so, and how do we obtain these relations(conclusions) and why does this work every time?
For the formula, I think you may have the idea backwards. "Quadratic" basically means $an^2+bn+c $ (historically related to things like "a square has four sides" and "quad is the Latin root for 'four'"), so that formula could be treated as true by the definition of "quadratic sequence".
The first-term formula comes from substituting in $n=1$, since $n$ is the variable being used to denote which term we're looking at. $a*1^2+b*1+c=a+b+c $.
The difference between the first two terms comes from writing down the first and second terms and taking their difference: $(a*2^2+b*2+c)-(a*1^2+b*1+c) =a*3+b $
The second difference being referred to is the difference between adjacent differences. For example, with $5,7,11,17,\ldots $, the differences between adjacent terms are $(7-5),(11-7),(17-11),\ldots=2,4,6,\ldots $. Then the second-level differences are $(4-2),(6-4),\ldots$ and happen to always be $2$.
In general, if we start looking for this second difference at the $n^{\text{th}} $ term and the two terms that follow, the two consecutive differences are $\left(a(n+2)^2+b(n+2)+c\right)-\left(a(n+1)^2+b(n+1)+c\right)=a(2n+3)+b $ and $\left(a(n+1)^2+b(n+1)+c\right)-\left(an^2+bn+c\right)=a(2n+1)+b $. Then the second-level difference is $\left(a(2n+3)+b\right)-\left(a(2n+1)+b\right)=2a$.
The second difference is constant because this formula "$2a $" has no $n $ in it, so won't change as we look at different points in the sequence.