diff --git a/_posts/2020-11-08-archived-news.md b/_posts/2020-11-08-archived-news.md
index 4f19af565c..75108bb9a7 100644
--- a/_posts/2020-11-08-archived-news.md
+++ b/_posts/2020-11-08-archived-news.md
@@ -27,7 +27,7 @@ tags: Archive
 
 <figure class="right">
   <img src="/assets/images/zhanhong.cheng-20.jpg" width="200" alt="My portrait 2020"/>
-  <figcaption>A photo of me taken in 2020</figcaption>
+  <figcaption>A photo of me taken in 2020.</figcaption>
 </figure>
 
 - 2022-01-08. Paper "[Real-time forecasting of metro origin-destination matrices with high-order weighted dynamic mode decomposition](https://doi.org/10.1287/trsc.2022.1128)" accepted by Transportation Science.
diff --git a/index.md b/index.md
index 2327875719..6aaed35ecd 100644
--- a/index.md
+++ b/index.md
@@ -12,7 +12,7 @@ title: "Home"
 
 Postdoctoral Associate at [Urban AI Lab](http://urbanailab.com//){:target="_blank"}, University of Florida, USA
 
-Ph.D. (2022) in Civil Engineering, McGill University, Canada
+Ph.D. (2022) in Civil Engineering, Postdoctoral Researcher, McGill University, Canada
 
 M.S. (2018) in Transportation Engineering, Harbin Institute of Technology, China