diff --git a/.gitignore b/.gitignore
index b139d30..60e5a8d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -14,3 +14,5 @@
 # main.pdf
 *.synctex.gz
 .fuse_*
+*.run.xml
+*.bcf
diff --git a/ethical.tex b/ethical.tex
index 8953d3d..1456cf2 100644
--- a/ethical.tex
+++ b/ethical.tex
@@ -61,14 +61,4 @@
 	\end{itemize}
 \end{frame}
 
-\begin{frame}{Policy}
-    \begin{itemize}
-        \item Public policy addresses societal concerns using government authority (Cochran \& Malone, 2010).
-        \item Government intervention may be needed to regulate fairness and transparency
-        \item Affordable Care Act or General Data Protection Regulation (GDPR).
-    \end{itemize}
 \end{frame}
-
-\begin{frame}{Literature references}
-    
-\end{frame}
\ No newline at end of file
diff --git a/main.pdf b/main.pdf
index 75b5d1a..f633fcd 100644
Binary files a/main.pdf and b/main.pdf differ
diff --git a/main.tex b/main.tex
index 74cc6b9..41e80c1 100644
--- a/main.tex
+++ b/main.tex
@@ -4,6 +4,7 @@
 \usecolortheme{lily}
 \setbeamertemplate{navigation symbols}{}
 
+\usepackage{graphicx}
 \usepackage{graphicx}
 \usepackage{caption}
 \usepackage{subcaption}
@@ -44,6 +45,8 @@ code-for-last-col = \color{blue}
 \setbeamercolor{block body}{fg=black, bg=pink!20}
 \setbeamercolor{titlebox}{fg=black,bg=white}
 
+\newcommand{\sparkles}{\includegraphics[height=0.9em]{sparkles.png}}
+
 \begin{document}
 
 \section{Introduction}
@@ -61,7 +64,8 @@ code-for-last-col = \color{blue}
 	\begin{itemize}
 		\item What is statistical profiling?
 		\item Risk factors
-		\item Banned in some parts of the world
+		\item The central question
+		      % \item Banned in some parts of the world
 	\end{itemize}
 \end{frame}
 
@@ -73,5 +77,21 @@ code-for-last-col = \color{blue}
 % \end{frame}
 
 \include{ethical}
+\include{policy}
+
+\section{Conclusion}
+
+\begin{frame}{Conclusion}
+\end{frame}
+
+\begin{frame}{References}
+\end{frame}
+
+\begin{frame}{}
+	\begin{center}
+		\huge \sparkles\: Thank You! \sparkles
+	\end{center}
+\end{frame}
 
 \end{document}
+
diff --git a/policy.tex b/policy.tex
new file mode 100644
index 0000000..ef69eea
--- /dev/null
+++ b/policy.tex
@@ -0,0 +1,5 @@
+\begin{frame}[allowframebreaks]
+	\frametitle{References}
+	\bibliographystyle{amsalpha}
+	\bibliography{../bib_files/jabrefmaster.bib}
+\end{frame}
diff --git a/refs.bib b/refs.bib
new file mode 100644
index 0000000..764f01c
--- /dev/null
+++ b/refs.bib
@@ -0,0 +1,145 @@
+@misc{data-ethics-in-insurance,
+  author = {Frank van Praat and Angela Ruepert and Marck Timmermans},
+  year = {2021},
+  title = {The growing relevance of data ethics in insurance},
+  url = {
+         https://www.compact.nl/articles/the-growing-relevance-of-data-ethics-in-insurance/?utm_source=chatgpt.com
+         },
+}
+
+@misc{syllabus,
+  author = "{University of Groningen}",
+  title = "{MSEPA Syllabus, Version 2.4.2}",
+  year = {2025},
+  note = "Retrieved from internal course materials",
+}
+
+@article{odihi20,
+  ISSN = {01761714, 1432217X},
+  author = {Thomas Boyer-Kassem and SĂ©bastien DuchĂȘne},
+  journal = {Social Choice and Welfare},
+  publisher = {Springer},
+  title = {On discrimination in health insurance},
+  year = {2020},
+}
+
+@book{elemofmp,
+  author = {James Rachels and Stuart Rachels},
+  title = {The Elements of Moral Philosophy, 10th Edition},
+  year = {2022},
+}
+
+@article{prospect_theory,
+  ISSN = {00129682, 14680262},
+  author = {Daniel Kahneman and Amos Tversky},
+  journal = {Econometrica},
+  publisher = {[Wiley, Econometric Society]},
+  title = {Prospect Theory: An Analysis of Decision under Risk},
+  year = {1979},
+}
+
+@incollection{sep-contractualism,
+  author = {Ashford, Elizabeth and Mulgan, Tim},
+  title = {{Contractualism}},
+  booktitle = {The {Stanford} Encyclopedia of Philosophy},
+  editor = {Edward N. Zalta},
+  howpublished = {\url{
+                  https://plato.stanford.edu/archives/sum2018/entries/contractualism/
+                  }},
+  year = {2018},
+  edition = {{S}ummer 2018},
+  publisher = {Metaphysics Research Lab, Stanford University},
+}
+
+@book{what-we-owe,
+  ISBN = {9780674950894},
+  author = {T. M. Scanlon},
+  publisher = {Harvard University Press},
+  title = {What We Owe to Each Other},
+  year = {1998},
+}
+
+@article{health-socdec,
+  author = {M. Marmot},
+  title = {Social determinants of health inequalities},
+  publisher = {The Lancet},
+  year = {2005},
+}
+
+@article{agrawal-gen-addict,
+  author = {Agrawal, A. and Lynskey, M. T.},
+  title = {Are there genetic influences on addiction: evidence from family,
+           adoption and twin studies},
+  year = {2008},
+  publisher = {Addiction},
+}
+
+@article{schizo-addict,
+  author = {Kerns, J. G. and Cohen, J. D. and MacDonald, A. W. and Johnson, M.
+            K. and Stenger, V. A. and Aizenstein, H. and Carter, C. S.},
+  title = {Decreased conflict- and error-related activity in the anterior
+           cingulate cortex in subjects with schizophrenia},
+  year = {2005},
+  publisher = {The American journal of psychiatry},
+}
+
+@article{effects-of-smoking,
+  title = "A comprehensive review on the impacts of smoking on the health of an
+           individual",
+  author = "Varghese, Jerin and Muntode Gharde, Pramita",
+  journal = "Cureus",
+  publisher = "Springer Science and Business Media LLC",
+  month = oct,
+  year = 2023,
+}
+
+@article{nl-lung-cancer-costs,
+  title = "Medical costs of lung cancer by stage, histology and first-line
+           treatment modality in the Netherlands (2012-2021)",
+  author = "de Nijs, Koen and de Koning, Harry J and van der Aalst, Carlijn and
+            Ten Haaf, Kevin",
+  year = {2024},
+  journal = "Eur. J. Cancer",
+  publisher = "Elsevier BV",
+}
+
+@article{smoking-effect-knowledge,
+  title = "Current tobacco smoking, quit attempts, and knowledge about smoking
+           risks among persons aged $\geq$15 years - Global Adult Tobacco Survey,
+           28 countries, 2008-2016",
+  author = "Ahluwalia, Indu B and Smith, Tenecia and Arrazola, Ren{\'e} A and
+            Palipudi, Krishna M and Garcia de Quevedo, Isabel and Prasad, Vinayak
+            M and Commar, Alison and Schotte, Kerstin and Garwood, Paul David and
+            Armour, Brian S",
+  journal = "MMWR Morb. Mortal. Wkly. Rep.",
+  year = 2018,
+}
+
+@article{smoking-in-the-50s,
+  title = "Cigarettes and the {US} Public Health Service in the 1950s",
+  author = "Parascandola, M",
+  journal = "Am. J. Public Health",
+  publisher = "American Public Health Association",
+  month = feb,
+  year = 2001,
+}
+
+@misc{medical-bills-us-bankrupcy,
+  title = "Medical bills are the biggest cause of US bankruptcies: study",
+  author = "Dan Mangan",
+  year = 2013,
+  month = jun,
+  howpublished = {\url{
+                  https://www.cnbc.com/2013/06/25/medical-bills-are-the-biggest-cause-of-us-bankruptcies-study.html
+                  }},
+  note = {Accessed: 2025-03-12},
+}
+
+@misc{genetic-info-nondiscrimination,
+  title = "Genetic Information Nondiscrimination Act (GINA) of 2008",
+  year = 2008,
+  howpublished = {\url{
+                  https://www.genome.gov/24519851/genetic-information-nondiscrimination-act-of-2008
+                  }},
+  note = {Accessed: 2025-03-12},
+}
diff --git a/sparkles.png b/sparkles.png
new file mode 100644
index 0000000..790455e
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