diff --git a/_tutorials/02.html b/_tutorials/02.html
index 1f137b9..dae6dda 100644
--- a/_tutorials/02.html
+++ b/_tutorials/02.html
@@ -3,7 +3,7 @@
tutorial_url: https://librarycarpentry.org/lc-data-intro/
type: General Tech Skills
level: Beginner
-skill_taught: regular expressions
+skill_taught: Regular expressions
prerequisite: none
creator: Library Carpentry
date_created_updated:
diff --git a/_tutorials/03.html b/_tutorials/03.html
index 5397a92..6ac9efc 100644
--- a/_tutorials/03.html
+++ b/_tutorials/03.html
@@ -3,7 +3,7 @@
tutorial_url: https://librecatproject.wordpress.com/2014/12/01/day-1-getting-catmandu/
type: Languages or Libraries
level: Intermediate
-skill_taught: UNIX, Virtual box, Catmandu (a perl script), MongoDB, ElasticSearch, OAI-PMH
+skill_taught: UNIX, VirtualBox, Catmandu (a perl script), MongoDB, ElasticSearch, OAI-PMH
prerequisite: how to use bash or terminal, CURL, JSON, YAML
creator: librecat
date_created_updated: December 2014
diff --git a/_tutorials/04.html b/_tutorials/04.html
index 45ba90a..05fccc1 100644
--- a/_tutorials/04.html
+++ b/_tutorials/04.html
@@ -3,7 +3,7 @@
tutorial_url: https://guides.library.illinois.edu/xml
type: General Tech Skills
level: Beginner
-skill_taught: xml
+skill_taught: XML
prerequisite: none
creator: University of Illinois Urbana-Champaign
date_created_updated: Last updated 2021-06
diff --git a/_tutorials/06.html b/_tutorials/06.html
index d19d4f6..ea83396 100644
--- a/_tutorials/06.html
+++ b/_tutorials/06.html
@@ -2,7 +2,7 @@
title: 2018 DLF Metadata Analysis Workshop
tutorial_url: https://github.com/DLFMetadataAssessment/2018MetadataAnalysisWorkshop
type: Metadata Quality
-level: Beg/Inter
+level: Beginner/Intermediate
skill_taught:
prerequisite: none
creator: DLF AIG MWG
diff --git a/_tutorials/07.html b/_tutorials/07.html
index 0e4d13e..9310ed7 100644
--- a/_tutorials/07.html
+++ b/_tutorials/07.html
@@ -3,7 +3,7 @@
tutorial_url: https://docs.github.com/en/get-started/quickstart/set-up-git
type: Specific Software
level: Intermediate
-skill_taught: git
+skill_taught: Git
prerequisite: command line/unix
creator: Github
date_created_updated: 2022
diff --git a/_tutorials/09.html b/_tutorials/09.html
index ca29442..580bd68 100644
--- a/_tutorials/09.html
+++ b/_tutorials/09.html
@@ -2,7 +2,7 @@
title: Wikidata SPARQL Tutorial
tutorial_url: https://www.wikidata.org/wiki/Wikidata:SPARQL_tutorial
type: Languages or Libraries
-level: beginner
+level: Beginner
skill_taught: SPARQL
prerequisite: none
creator: Wikidata
diff --git a/_tutorials/10.html b/_tutorials/10.html
index 2ad664b..53db889 100644
--- a/_tutorials/10.html
+++ b/_tutorials/10.html
@@ -2,7 +2,7 @@
title: MarcEdit 101 Webinar Series
tutorial_url: https://marcedit.reeset.net/marcedit-101-workshop
type: Specific Software
-level: beginner
+level: Beginner
skill_taught: MarcEdit and related technologies that can be used within MarcEdit
prerequisite: none
creator: Terry Reese
diff --git a/_tutorials/11.html b/_tutorials/11.html
index 64deb75..823c5aa 100644
--- a/_tutorials/11.html
+++ b/_tutorials/11.html
@@ -2,7 +2,7 @@
title: Crowdsourced-Data Normalization with Python and Pandas
tutorial_url: https://programminghistorian.org/en/lessons/crowdsourced-data-normalization-with-pandas
type: Languages or Libraries
-level: Inter/Adv
+level: Intermediate/Advanced
skill_taught: pandas/python
prerequisite: python, cmd or Jupyter notebook
creator: Halle Burns
diff --git a/_tutorials/12.html b/_tutorials/12.html
index ea894ba..d280662 100644
--- a/_tutorials/12.html
+++ b/_tutorials/12.html
@@ -2,8 +2,8 @@
title: Cleaning Data with OpenRefine
tutorial_url: https://programminghistorian.org/en/lessons/cleaning-data-with-openrefine
type: Specific Software
-level: Beg/Inter
-skill_taught: Open Refine
+level: Beginner/Intermediate
+skill_taught: OpenRefine
prerequisite: none
creator: Seth van Hooland, Ruben Vergorgh, Max De Wilde
date_created_updated: 8/2021
diff --git a/_tutorials/13.html b/_tutorials/13.html
index 456946b..25a6cdb 100644
--- a/_tutorials/13.html
+++ b/_tutorials/13.html
@@ -3,7 +3,7 @@
tutorial_url: https://programminghistorian.org/en/lessons/fetch-and-parse-data-with-openrefine
type: Specific Software
level: Intermediate
-skill_taught: Open Refine
+skill_taught: OpenRefine
prerequisite: HTML, JSON, Jython
creator: Evan Peter Williamson
date_created_updated: 5/2020
diff --git a/_tutorials/15.html b/_tutorials/15.html
index 4e19b77..d5e3ff9 100644
--- a/_tutorials/15.html
+++ b/_tutorials/15.html
@@ -3,7 +3,7 @@
tutorial_url: https://programminghistorian.org/en/lessons/intro-to-powershell
type: General Tech Skills
level: Beginner
-skill_taught: Command line in Windows using powershell
+skill_taught: Command line in Windows using PowerShell
prerequisite: none
creator: Ted Dawson
date_created_updated: 5/2020
diff --git a/_tutorials/17.html b/_tutorials/17.html
index caf9598..9aef36d 100644
--- a/_tutorials/17.html
+++ b/_tutorials/17.html
@@ -3,7 +3,7 @@
tutorial_url: https://librarycarpentry.org/lc-shell/
type: General Tech Skills
level: Beginner
-skill_taught: Shell/unix
+skill_taught: Shell/UNIX
prerequisite: none
creator: Library Carpentry
date_created_updated: 06-2022
diff --git a/_tutorials/20.html b/_tutorials/20.html
index 675a9c2..ed0e2ce 100644
--- a/_tutorials/20.html
+++ b/_tutorials/20.html
@@ -2,8 +2,8 @@
title: Introduction to web scraping
tutorial_url: https://librarycarpentry.org/lc-webscraping/
type: General Tech Skills
-level: Inter/Adv
-skill_taught: web scraping
+level: Intermediate/Advanced
+skill_taught: Web scraping
prerequisite: xml, xpath, python
creator: library Carpentry
date_created_updated: 2022