diff --git a/index.qmd b/index.qmd
index a86aef7..6e0501a 100644
--- a/index.qmd
+++ b/index.qmd
@@ -58,7 +58,7 @@ $$
 
 <i class="fa fa-fw fa-chart-line" style="color:var(--col_grey_9);"></i> &ensp; [Probabilistic Forecasting of European Carbon and Energy Prices](#sec-voldep)
 
-<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_9);"></i> &ensp; [Contributions & Outlook](#sec-conclusion)
+<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_9);"></i> &ensp; [Contributions](#sec-contributions)
 
 :::
 
@@ -3663,7 +3663,7 @@ Accounting for heteroscedasticity or stabilizing the variance via log transforma
 
 ---
 
-## Contributions {#sec-conclusion}
+## Contributions {#sec-contributions}
 
 :::: {.columns}
 
@@ -3675,8 +3675,8 @@ Accounting for heteroscedasticity or stabilizing the variance via log transforma
 
 Probabilistic Online Learning:
 
-<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_8);"></i> Aggregation </br>
-<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_8);"></i> Regression
+<i class="fa fa-fw fa-newspaper" style="color:var(--col_blue-grey_9);"></i> Aggregation </br>
+<i class="fa fa-fw fa-newspaper" style="color:var(--col_blue-grey_9);"></i> Regression
 
 <p style="margin:1.5em;"></p>
 
@@ -3684,47 +3684,12 @@ Probabilistic Online Learning:
 
 Applications
 
-<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_8);"></i> Energy Commodities </br>
-<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_8);"></i> Electricity Prices </br>
-<i class="fa fa-fw fa-newspaper" style="color:var(--col_grey_8);"></i> Electricity Load
+<i class="fa fa-fw fa-newspaper" style="color:var(--col_blue-grey_9);"></i> Energy Commodities </br>
+<i class="fa fa-fw fa-newspaper" style="color:var(--col_blue-grey_9);"></i> Electricity Prices </br>
+<i class="fa fa-fw fa-newspaper" style="color:var(--col_blue-grey_9);"></i> Electricity Load
 
 <p style="margin:1.5em;"></p>
 
-:::
-
-::: {.column width="4%"}
-
-:::
-
-::: {.column width="48%"}
-
-<p style="margin:1.5em;"></p>
-
-**Software**
-
-R Packages:
-
-<i class="fa-brands fa-fw fa-r-project" style="color:var(--col_grey_9);"></i> [profoc](https://profoc.berrisch.biz/), [rcpptimer](https://rcpptimer.berrisch.biz/), [dccpp](https://dccpp.berrisch.biz/)
-
-Python Packages:
-
-<i class="fa-brands fa-fw fa-python" style="color: #FFD43B;"></i> [ondil](https://github.com/simon-hirsch/ondil), [sstudentt](https://github.com/BerriJ/sstudentt)
-
-
-Contributions to other projects:
-
-<i class="fa-brands fa-fw fa-r-project" style="color:var(--col_grey_9);"></i> [RcppCore/RcppArmadillo](https://github.com/RcppCore/RcppArmadillo) </br>
-<i class="fa-brands fa-fw fa-github" style="color:var(--col_grey_9);"></i> [NixOS/nixpkgs](https://github.com/NixOS/nixpkgs) </br>
-<i class="fa-brands fa-fw fa-github" style="color:var(--col_grey_9);"></i> [OpenPrinting/foomatic-db](https://github.com/OpenPrinting/foomatic-db) </br>
-
-:::
-
-::::
-
-:::: {.columns}
-
-::: {.column width="48%"}
-
 **Well received by the academic community:**
 
 <i class="fa fa-fw fa-5" style="color:var(--col_green_10);"></i> of <i class="fa fa-fw fa-7" style="color:var(--col_gray_9);"></i> papers already published 
@@ -3739,8 +3704,30 @@ Contributions to other projects:
 
 ::: {.column width="48%"}
 
+<p style="margin:1.5em;"></p>
+
+**Software**
+
+R Packages:
+
+<i class="fa-brands fa-fw fa-r-project" style="color:#276DC3;"></i> [profoc](https://profoc.berrisch.biz/), [rcpptimer](https://rcpptimer.berrisch.biz/), [dccpp](https://dccpp.berrisch.biz/)
+
+Python Packages:
+
+<i class="fa-brands fa-fw fa-python" style="color: #FFD43B;"></i> [ondil](https://github.com/simon-hirsch/ondil), [sstudentt](https://github.com/BerriJ/sstudentt)
+
+
+Contributions to other projects:
+
+<i class="fa-brands fa-fw fa-r-project" style="color:#276DC3;"></i> [RcppArmadillo](https://github.com/RcppCore/RcppArmadillo) </br>
+<i class="fa-brands fa-fw fa-r-project" style="color:#276DC3;"></i> [gamlss](https://github.com/gamlss-dev/gamlss)</br>
+<i class="fa-brands fa-fw fa-github" style="color:var(--col_grey_9);"></i> [NixOS/nixpkgs](https://github.com/NixOS/nixpkgs) </br>
+<i class="fa-brands fa-fw fa-github" style="color:var(--col_grey_9);"></i> [OpenPrinting/foomatic-db](https://github.com/OpenPrinting/foomatic-db) </br>
+
 **Awards:**
 
+Berrisch, J., Narajewski, M., & Ziel, F. [-@BERRISCH2023100236]:
+
 <i class="fa fa-fw fa-award" style="color:var(--col_red_9);"></i> Won Western Power Distribution Competition </br>
 <i class="fa fa-fw fa-award" style="color:var(--col_amber_9);"></i> Won Best-Student-Presentation Award
 
@@ -3749,4 +3736,4 @@ Contributions to other projects:
 ::::
 
 
-## References
\ No newline at end of file
+## References {visibility="uncounted"}
\ No newline at end of file