I can make the chapter name bold by using \textbf{...} in the text file like:
\chapter{\textbf{Scholastic Forest Management Planning and Forest Zoning}}
But I want to make the text "Chapter 1" bold as well.

In order to achieve the above, here is the class that I used/created
% Chapter title formatting
\newcommand*{\chaptertitleformatone}{ % main-matter and appendices
\titleformat{\chapter}[display]
{\normalfont\LARGE\normalfont}
% {\titleline{\leaders\hrule height 1pt\hfill}
{\titleline{}
\vspace{5pt}
\titleline{}
\vspace{1pt}
\LARGE\MakeUppercase{\chaptername} \thechapter}
{1pc}
{\titleline{}
\vspace{0.5pc}
\LARGE}


\textbfinside\chaptercommand is not something encouraged. Strictly speaking, this should be avoided at any cost. Please take a look at this, and see if you like any from the links/examples found in the answers. – Masroor Sep 10 '13 at 01:33