I was wondering how can I draw the following graph in LaTeX for a beamer slide. 
I have tried with the following code. However, I don't know how to get the dots for the lines. How can I include them?
\begin{tikzpicture}[scale=0.9, transform shape]
%\draw[step=0.5cm,gray,very thin] (0,0) grid (4,3);
\draw[->] (0,0) -- (4,0) ;
\draw[->] (0,0) -- (0,3) ;
\draw[-] (1,2) -- (3,1.5);
\draw[dotted] (1,1) -- (3,0.5);
\draw[-] (1,1) -- (3,1.25);
\draw[->] (2.5,2.5) -- (2.15,1.8);
\draw[->] (1.6,1.5) -- (2,1.25);
\draw[->] (1.5,0.5) -- (2,0.65);
\draw[decoration={brace},decorate]
(3.1,1.25) -- node[right] {{\tiny Treatment Effect}} (3.1,0.5);
\node at (4,-0.25) {\scriptsize\textbf{Time}};
\node at (-0.35,3.25) {\scriptsize\textbf{Employment}};
\node at (-0.35,3) {\scriptsize\textbf{Rate}};
\node at (1,-0.25) {\scriptsize\textbf{Before}};
\node at (3,-0.25) {\scriptsize\textbf{After}};
\node at (3,2.75) {\tiny\textbf{employment trend}};
\node at (3,2.6) {\tiny\textbf{in control state}};
\node at (0.85,1.6) {\tiny\textbf{employment trend}};
\node at (0.85,1.45) {\tiny\textbf{in treatment state}};
\node at (0.85,0.5) {\tiny\textbf{counterfactual}};
\end{tikzpicture}
tikz-pgfactually reflects that you suspect how. Tried it? – c.p. Mar 22 '17 at 11:46dashedordottedoptions to\draw. For the brackets, see for example this answer http://tex.stackexchange.com/a/20887/3929, they are usually referred to as braces, so searching fortikz bracesmakes it easy to find. A brace in this context is a decoration and you will just need to define the two end points. – daleif Mar 22 '17 at 12:14brace:) – Dr. Manuel Kuehner Mar 22 '17 at 12:31pgfmanual and look for16.5 Reference: Arrow Tips. Ther is thecircleoption for example. – Dr. Manuel Kuehner Mar 22 '17 at 12:44\fill (coord) circle (radius);This is also why I often predefine the points for easier reuse, see\coordinate– daleif Mar 22 '17 at 12:48