diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9cb5d89..714f5a1 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -31,7 +31,7 @@ jobs:
       uses: actions/checkout@v4
       
     - name: Set up Python
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ env.PYTHON_VERSION }}
         
@@ -96,7 +96,7 @@ jobs:
       uses: actions/checkout@v4
       
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         
@@ -130,7 +130,7 @@ jobs:
       uses: actions/checkout@v4
       
     - name: Set up Python
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ env.PYTHON_VERSION }}
         
@@ -176,7 +176,7 @@ jobs:
       uses: actions/checkout@v4
       
     - name: Set up Python
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ env.PYTHON_VERSION }}
         
@@ -211,7 +211,7 @@ jobs:
       uses: actions/checkout@v4
       
     - name: Set up Python
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ env.PYTHON_VERSION }}
         
diff --git a/.github/workflows/data-quality-check.yml b/.github/workflows/data-quality-check.yml
index b6070f2..cc90695 100644
--- a/.github/workflows/data-quality-check.yml
+++ b/.github/workflows/data-quality-check.yml
@@ -18,7 +18,7 @@ jobs:
       uses: actions/checkout@v4
 
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v6
       with:
         python-version: "3.11"
 
@@ -74,7 +74,7 @@ jobs:
       uses: actions/checkout@v4
 
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v6
       with:
         python-version: "3.11"
 
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 9b06b4d..723a334 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -12,7 +12,7 @@ jobs:
       - uses: actions/checkout@v4
       
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.12'