diff --git a/_data/jobs.yml b/_data/jobs.yml
index 9321ecb4d..3b1d32c0a 100644
--- a/_data/jobs.yml
+++ b/_data/jobs.yml
@@ -35,11 +35,6 @@
   name: Software Engineer
   posted: 2024-02-23
   url: https://sjobs.brassring.com/TGnewUI/Search/Home/Home?partnerid=25240&siteid=5341#jobDetails=2000316_5341
-- expires: 2024-03-31
-  location: Nationwide Children's Hospital, Columbus, Ohio
-  name: Senior Full Stack Developer
-  posted: 2024-02-21
-  url: https://external-nationwidechildrens.icims.com/jobs/48675/senior-full-stack-developer--igm-%28wagner-lab%29/job
 - expires: 2024-05-15
   location: Princeton University, Princeton, NJ
   name: Associate Director, Research Software Engineering
diff --git a/pages/wg/education_training/training.md b/pages/wg/education_training/training.md
index 22b9c1cc6..64398d5bd 100644
--- a/pages/wg/education_training/training.md
+++ b/pages/wg/education_training/training.md
@@ -26,7 +26,7 @@ Rather than reproduce, we list them here:
 | Beginner | Collection | SE | Tutorial | [Software Carpentry](https://software-carpentry.org/lessons/) |
 | Intermediate | Collection | SE | Links | [INTERSECT](https://intersect-training.github.io/training-links/) |
 | Intermediate |	Collection |	SE | Tutorial |	[The Programming Historian](https://programminghistorian.org/) |
-| Beginner -> Advanced | EBook | SE | Book | [Research Software Engineering with Python](https://merely-useful.github.io/py-rse/index.html) |
+| Beginner -> Advanced | EBook | SE | Book | [Research Software Engineering with Python](https://third-bit.com/py-rse/) |
 
 ### Individual Lectures, Tutorials, and Videos