We will use the following equality
$\displaystyle\sum\limits_{k=1}^nk^2=\dfrac{n(n+1)(2n+1)}6\;.\;\;\color{blue}{(1)}\qquad$ Here is a proof of (1)
If $\,n\,$ is odd ( that is $\,n=2a-1\,,\,$ where $\,a\in\Bbb N$ ) , then
$\begin{align}S_n&=1^2\!+2\!\cdot\!2^2\!+3^2\!+2\!\cdot\!4^2\!+5^2\!+2\!\cdot\!6^2\!+\ldots+2\!\cdot\!(n\!-\!1)^2\!+n^2\!=\\[3pt]
&=\sum\limits_{k=1}^nk^2+\!\!\sum\limits_{k=1}^{(n-1)/2}(2k)^2=\sum\limits_{k=1}^nk^2+4\!\!\sum\limits_{k=1}^{(n-1)/2}k^2\!\!\!\underset{\overbrace{\text{ by using (1) }}}{=}\\[3pt]
&=\dfrac{n(n+1)(2n+1)}6+4\,\dfrac{\frac{n-1}2\frac{n+1}2n}6=\\[3pt]
&=\dfrac{n(n+1)(2n+1)}6+\dfrac{n(n+1)(n-1)}6=\\[3pt]
&=\dfrac{n(n+1)3n}6=\dfrac{n^2(n+1)}2\;.\end{align}$
Whereas if $\,n\,$ is even ( that is $\,n=2a\,,\,$ where $\,a\in\Bbb N$ ) , then
$\begin{align}S_n&=1^2\!+2\!\cdot\!2^2\!+3^2\!+2\!\cdot\!4^2\!+5^2\!+2\!\cdot\!6^2\!+\ldots+(n\!-\!1)^2\!+2\!\cdot\!n^2\!=\\[3pt]
&=\sum\limits_{k=1}^nk^2+\sum\limits_{k=1}^{n/2}(2k)^2=\sum\limits_{k=1}^nk^2+4\sum\limits_{k=1}^{n/2}k^2\!\!\!\underset{\overbrace{\text{ by using (1) }}}{=}\\[3pt]
&=\dfrac{n(n+1)(2n+1)}6+4\,\dfrac{\frac n2\frac{n+2}2(n+1)}6=\\[3pt]
&=\dfrac{n(n+1)(2n+1)}6+\dfrac{n(n+1)(n+2)}6=\\[3pt]
&=\dfrac{n(n+1)(3n+3)}6=\dfrac{n(n+1)^2}2\;.\end{align}$