Save before refactoring of the paper

Author: Ttiki

Data-Driven Admissions in Education: Enhancing Student Success by Matching Profiles to Optimal Academic Paths.tex

@@ -121,7 +121,7 @@ \subsubsection{Analytical approach}
 \end{itemize}
 We can decisively take into account these factors for our study has they have been proven to be recurrent factors throughout the literature on predicting students dropout.
 
-In another study based in South Korea, they have defined other type of factor for students (high-school students) \cite{lee_machine_2019} :
+In another study based in South Korea, they have defined the other type of factor for students (high-school students) \cite{lee_machine_2019} :
 \begin{itemize}
     \item Diseases
     \item Family Problem
@@ -304,9 +304,16 @@ \subsubsection{Predictive Approaches}
 \vspace{8pt}
 \subsubsection{Conclusion}
 This review has shown the multifaceted nature of the issue. The analytical approach — exploring psychological, economic, and socio-cultural dimensions — has emphasized the significance of a broad spectrum of factors. The predictive approach has demonstrated the capabilities of machine learning algorithms in identifying students at risk of dropping out, with techniques like Decision Trees, Logistic Regression, K-Nearest Neighbors, Neural Networks, and Random Forest showing varying levels of precision and applicability.
+From the studies in student's dropout, we can extract interesting information to base our subject on. We could use these findings and train our machines differently to predict success and not failure.
 
-%\section{Conclusion}
-%Moving forward, the synergy of thorough analytical research with advanced predictive algorithms presents significant potential in addressing student dropout. By continuously refining these models and incorporating a wider array of variables, the predictive accuracy can be enhanced, contributing to the development of more effective educational policies and support systems.
+\section{Conceptual implementation}
+
+\begin{figure}
+    \centering
+    \includegraphics[width=1\linewidth]{res//diagram/approach_v1_raw.jpeg}
+    \caption{Methodology mock-up v.1}
+    \label{fig:enter-label}
+\end{figure}
 
 \vspace{16pt}
 \section*{Acknowledgment}