diff --git a/docling/models/tesseract_ocr_cli_model.py b/docling/models/tesseract_ocr_cli_model.py
index 0f9ce201..c483fa87 100644
--- a/docling/models/tesseract_ocr_cli_model.py
+++ b/docling/models/tesseract_ocr_cli_model.py
@@ -320,6 +320,8 @@ class TesseractOcrCliModel(BaseOcrModel):
 
 
 def _parse_orientation(df_osd: pd.DataFrame) -> int:
-    orientations = df_osd.loc[df_osd["key"] == "Orientation in degrees"].value.tolist()
-    orientation = parse_tesseract_orientation(orientations[0].strip())
+    # For strictly optimal performance with invariant dataframe format:
+    mask = df_osd["key"].to_numpy() == "Orientation in degrees"
+    orientation_val = df_osd["value"].to_numpy()[mask][0]
+    orientation = parse_tesseract_orientation(orientation_val.strip())
     return orientation