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diff --git a/template.tex b/template.tex
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--- a/template.tex
+++ b/template.tex
@@ -66,7 +66,7 @@ \section{Education}
 
 \begin{twenty} % Environment for a list with descriptions
 	\twentyitem
-    	{Expected \\ Dec 2016}
+    	{Expected \\ Jan 2017}
         {MSc., Computer Science}
         {\href{http://www.uoguelph.ca/}{University of Guelph}}
         {Guelph, Ontario, Canada}
@@ -90,9 +90,9 @@ \section{Research}
         {}
         {
         {\begin{itemize}
-        \item Performed classification using Support Vector Machine and multivariate regression analyses using Logistic Regression
-        \item Proposed a novel method to reliably integrate large, noisy datasets. Evaluated the method on datasets containing six million records
-        \item A paper describing the method and preliminary results is accepted for publication in the proceedings of the IEEE International Conference of Data Mining 2016
+        \item Proposed a novel deterministic method to reliably integrate large, noisy datasets. The method performs comparably with a method that incorporates a Support Vector Machine
+        \item Constructed longitudinal data to perform a logistic regression analysis, uncovering novel patterns about WWI Canadian military
+        \item A paper describing the method is accepted for publication in proceedings of the IEEE International Conference of Data Mining 2016
     \end{itemize}}
         }
 \end{twenty}
@@ -111,15 +111,15 @@ \section{Experience}
         {}
         {
         {\begin{itemize}
-        \item In a team of two, won \$8,000 in funding from The Hub incubator (CBaSE, University of Guelph) to kick start a startup venture
-        \item In a team of three, built a prototype hyperlocal content platform. The goal was to deliver hyperlocal news, events and other content from community organizations to local users
+        \item In a team of two, raised \$8,000 in funding from The Hub incubator at the University of Guelph to bootstrap a startup venture
+        \item In a team of three, built a prototype hyperlocal content platform. The goal was to deliver local news, events and other content from community organizations to local users in realtime (i.e., hyperlocal)
         \item Built hybrid mobile and web apps using Node.js, Ionic, AngularJS and MongoDB. Performed automated testing using Selenium.
-        \item Met with city officials, including the Mayor, and university executives to marketing \& business strategies for the platform 
+        \item Met with city officials, including the Mayor, and university executives to discuss marketing \& business strategies for the platform 
     \end{itemize}}
         }
         
     \twentyitem
-   		{Sept 2015 - \\ Present}
+   		{Sept 2015 - \\ Dec 2016}
         {Graduate Teaching Assistant}
         {\href{http://www.uoguelph.ca}{University of Guelph}}
         {}
@@ -136,11 +136,11 @@ \section{Experience}
         {}
         {
         \begin{itemize}
-        \item Developed a \textit{Keyword Driven} and \textit{Behavior Driven} test automation framework for \href{https://www.microsoft.com/en-ca/dynamics/crm.aspx}{Microsoft Dynamics CRM}. Wrote an efficient recursive function to search within multi-level nested frames, reducing development time by several weeks. Won SPOT award {\includegraphics[scale=0.05]{img/trophy.png}}
+        \item Developed a \textit{Keyword Driven} and \textit{Behavior Driven} test automation framework for \href{https://www.microsoft.com/en-ca/dynamics/crm.aspx}{Microsoft Dynamics CRM}. Wrote an efficient recursive function to search multi-level frames, reducing development time by approximately two weeks. Won SPOT award {\includegraphics[scale=0.05]{img/trophy.png}}
         
         \textit{My work opened up a new position in the organization, enabling it to earn additional revenue}
-        \item Involved in development of a Coded UI test automation framework for \href{https://www.microsoft.com/en-ca/dynamics/erp-ax-overview.aspx}{Microsoft Dynamics AX} in C\#
-        \item Involved in manual testing for \href{http://www.fico.com/en/products/fico-blaze-advisor-decision-rules-management-system}{FICO Blaze Advisor}. Participated in standup meetings and Three Amigos sessions with onshore/offshore developers and BAs. Responsible for sending daily status reports and testing user stories. Used JIRA and Quality Center for defect reporting, and Quick Test Professional for executing automated test cases
+        \item Spearheaded a complete rewrite of a C\# based test automation framework for \href{https://www.microsoft.com/en-ca/dynamics/erp-ax-overview.aspx}{Microsoft Dynamics AX}, to use an open source library (White) instead of a proprietary one (Coded UI). This enabled the team to save \$4,000 annually by downgrading the prevailing edition of Microsoft Visual Studio from \textit{Premium} to \textit{Professional}
+        \item Participated in scrum meetings and Three Amigos sessions with onshore/offshore developers and BAs. Responsible for sending daily status reports and testing user stories. Used JIRA and Quality Center for defect reporting
     \end{itemize}
     	}