diff --git a/.github/workflows/delete-preview.yml b/.github/workflows/delete-preview.yml
index 88dc705a..afd658af 100644
--- a/.github/workflows/delete-preview.yml
+++ b/.github/workflows/delete-preview.yml
@@ -18,7 +18,7 @@ jobs:
 
       # Check out current repository
       - name: checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
 
diff --git a/.github/workflows/docker-build.yml b/.github/workflows/docker-build.yml
index be33dbfc..cb20ae80 100644
--- a/.github/workflows/docker-build.yml
+++ b/.github/workflows/docker-build.yml
@@ -20,7 +20,7 @@ jobs:
 
     steps:
       - name: checkout repo
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Login as jhudsl-robot
         run: |
diff --git a/.github/workflows/docker-test.yml b/.github/workflows/docker-test.yml
index e439ed9b..6d786f46 100644
--- a/.github/workflows/docker-test.yml
+++ b/.github/workflows/docker-test.yml
@@ -33,7 +33,7 @@ jobs:
 
     steps:
       - name: checkout repo
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Verify Dockerfiles changed?
         uses: tj-actions/verify-changed-files@v8.8
diff --git a/.github/workflows/pull_request.yml b/.github/workflows/pull_request.yml
index 8ef48128..ac65fb4b 100644
--- a/.github/workflows/pull_request.yml
+++ b/.github/workflows/pull_request.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
 
@@ -100,7 +100,7 @@ jobs:
 
     steps:
       - name: Checkout files
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
 
@@ -125,7 +125,7 @@ jobs:
 
     steps:
       - name: Checkout files
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
 
@@ -176,7 +176,7 @@ jobs:
         shell: bash
 
       - name: Find Comment
-        uses: peter-evans/find-comment@v1
+        uses: peter-evans/find-comment@v2
         id: fc
         with:
           issue-number: ${{ github.event.pull_request.number }}
@@ -199,7 +199,7 @@ jobs:
 
       - name: Create or update comment
         if: steps.commit.outputs.changes == 'true'
-        uses: peter-evans/create-or-update-comment@v1
+        uses: peter-evans/create-or-update-comment@v2
         with:
           comment-id: ${{ steps.fc.outputs.comment-id }}
           issue-number: ${{ github.event.pull_request.number }}
@@ -214,7 +214,7 @@ jobs:
 
       - name: Comment if no changes
         if: steps.commit.outputs.changes == 'false'
-        uses: peter-evans/create-or-update-comment@v1
+        uses: peter-evans/create-or-update-comment@v2
         with:
           comment-id: ${{ steps.fc.outputs.comment-id }}
           issue-number: ${{ github.event.pull_request.number }}
@@ -234,7 +234,7 @@ jobs:
 
     steps:
       - name: checkout repo
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Verify Dockerfiles changed?
         uses: tj-actions/verify-changed-files@v8.8
diff --git a/.github/workflows/render-all.yml b/.github/workflows/render-all.yml
index 1d9b1855..3780f310 100644
--- a/.github/workflows/render-all.yml
+++ b/.github/workflows/render-all.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
         # Use the yaml-env-action action.
       - name: Load environment from YAML
@@ -42,7 +42,7 @@ jobs:
 
     steps:
       - name: checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           token: ${{ secrets.GH_PAT }}
@@ -93,7 +93,7 @@ jobs:
 
     steps:
       - name: checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           token: ${{ secrets.GH_PAT }}
@@ -130,7 +130,7 @@ jobs:
 
     steps:
       - name: checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           token: ${{ secrets.GH_PAT }}
@@ -197,7 +197,7 @@ jobs:
 
     steps:
       - name: checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           token: ${{ secrets.GH_PAT }}
diff --git a/.github/workflows/starting-course.yml b/.github/workflows/starting-course.yml
index fcf5b32f..f8ab971e 100644
--- a/.github/workflows/starting-course.yml
+++ b/.github/workflows/starting-course.yml
@@ -16,7 +16,7 @@ jobs:
     if: github.event.repository.name != 'OTTR_Template'
     steps:
       - name: checkout repo
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Login as jhudsl-robot
         run: |
@@ -63,7 +63,7 @@ jobs:
           git commit -m "Template cleanup"
           pushed_it=true
           git push || pushed_it=false
-          echo ::set-output name=pushed_it::$pushed_it
+          echo "pushed_it=$pushed_it" >> $GITHUB_OUTPUT
 
       # If main is already protected, then file a PR
       - name: Create PR with deleted files
@@ -122,7 +122,7 @@ jobs:
         id: get_org_name
         run: |
           org_name=$(dirname ${{github.repository}})
-          echo ::set-output name=org_name::$org_name
+          echo "org_name=$org_name" >> $GITHUB_OUTPUT
           echo $org_name
 
       # Issue for adding the course to the jhudsl library
diff --git a/.github/workflows/transfer-rendered-files.yml b/.github/workflows/transfer-rendered-files.yml
index df91b77b..3c3577ee 100644
--- a/.github/workflows/transfer-rendered-files.yml
+++ b/.github/workflows/transfer-rendered-files.yml
@@ -21,7 +21,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
         # Use the yaml-env-action action.
       - name: Load environment from YAML
@@ -60,12 +60,12 @@ jobs:
           results=$(Rscript --vanilla git_repo_check.R --repo "$GITHUB_REPOSITORY" --git_pat "$GH_PAT")
           echo $QUIZ_REPO exists: $results
 
-          echo "::set-output name=git_results::$results"
-          echo "::set-output name=leanpub_repo::$QUIZ_REPO"
+          echo "git_results=$results" >> $GITHUB_OUTPUT
+          echo "leanpub_repo=$QUIZ_REPO" >> $GITHUB_OUTPUT
 
       - name: Checkout code from Leanpub repo
         if: ${{ steps.git_repo_check.outputs.git_results == 'TRUE' }}
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           repository: ${{ steps.git_repo_check.outputs.leanpub_repo }}
           token: ${{ secrets.GH_PAT }}
@@ -79,9 +79,9 @@ jobs:
           # Copy over images folder
           svn export --force https://github.com/${GITHUB_REPOSITORY}.git/branches/${GITHUB_REF#refs/heads/}/resources/chapt_screen_images resources/chapt_screen_images
 
-          # Copy over _bookdown.yml 
+          # Copy over _bookdown.yml
           svn export --force https://github.com/${GITHUB_REPOSITORY}.git/branches/${GITHUB_REF#refs/heads/}/_bookdown.yml _bookdown.yml
-          
+
       - name: Create PR with resources files
         if: ${{ steps.git_repo_check.outputs.git_results == 'TRUE' }}
         uses: peter-evans/create-pull-request@v3