Consider the following operator on $\ell_{\mathbb{N}^*}^2(\mathbb{C})$ defined as:
$$ T(x_1,x_2,\cdots)=(0,x_2,x_3,\cdots).$$
I want prove that $$\sigma(T)=\{0,1\}.$$
I have the following idea: let us consider the right shift $$S_r(x_1,x_2,\cdots)=(0,x_1,x_2,x_3,\cdots).$$ If I show that $T$ is the orthonal projection on the range of $S_r$, then clearly $$\sigma(T)=\{0,1\}.$$
Because, it is well known that the spectrum of an Orthogonal Projection Operator is equal to $\{0,1\}$.
Note that $$T=S_rT_\ell,$$ where $$S_\ell(x_1,x_2,\cdots)=(x_2,x_3,\cdots).$$
I cannot see why you want to involve the shift at all.
You have $T^2-T=0$, so $$\{0\}=\{\lambda^2-\lambda:\ \lambda\in\sigma(T)\}.$$So $\sigma(T)=\{0,1\}$.
For a way to prove this without any theory, look at this.