Excuse me, What is the PATH variable referred to here? I need to add my directory there.

Type the following command before the make setup command $ export PATH=/home/nelson/.local/bin:$PATH

Thanks @Cherif Salama, that PATH is added temporarily in the shell, isn't it? If I want to keep those variables for future works, do I have to add it into the bashrc file?

Yes