diff --git a/requirements.txt b/requirements.txt
index 7b472cdd..dc655937 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -6,8 +6,9 @@ matplotlib==3.8.4
 numpy==1.26.4
 opencv-contrib-python==4.9.0.80
 opencv-python==4.9.0.80
-pandas==2.2.1
-rich==13.7.1
+pandas==2.2.2
+rich==13.8.0
+rich-tools==0.5.1
 scipy==1.12.0
 screeninfo==0.8.1
 shapely==2.0.3
\ No newline at end of file
diff --git a/samples/2-omr-marker/evaluation.json b/samples/2-omr-marker/evaluation.json
index 0e5fe84e..3702f5f9 100644
--- a/samples/2-omr-marker/evaluation.json
+++ b/samples/2-omr-marker/evaluation.json
@@ -90,6 +90,7 @@
     }
   },
   "outputs_configuration": {
-    "should_explain_scoring": true
+    "should_explain_scoring": true,
+    "should_export_explanation_csv": true,
   }
 }
diff --git a/src/algorithm/evaluation/config.py b/src/algorithm/evaluation/config.py
index 127b140f..c29abe96 100644
--- a/src/algorithm/evaluation/config.py
+++ b/src/algorithm/evaluation/config.py
@@ -458,6 +458,7 @@ def __init__(
             self.draw_question_verdicts,
             self.draw_score,
             self.should_explain_scoring,
+            self.should_export_explanation_csv,
         ) = map(
             outputs_configuration.get,
             [
@@ -466,6 +467,7 @@ def __init__(
                 "draw_question_verdicts",
                 "draw_score",
                 "should_explain_scoring",
+                "should_export_explanation_csv",
             ],
         )
         if self.draw_question_verdicts["enabled"]:
@@ -1014,6 +1016,12 @@ def conditionally_print_explanation(self):
     def get_should_explain_scoring(self):
         return self.should_explain_scoring
 
+    def get_should_export_explanation_csv(self):
+        return self.should_export_explanation_csv
+
+    def get_explanation_table(self):
+        return self.explanation_table
+
     def get_formatted_answers_summary(self, answers_summary_format_string=None):
         if answers_summary_format_string is None:
             answers_summary_format_string = self.draw_answers_summary[
diff --git a/src/algorithm/template/template.py b/src/algorithm/template/template.py
index fd92b16f..5267b06f 100644
--- a/src/algorithm/template/template.py
+++ b/src/algorithm/template/template.py
@@ -122,6 +122,9 @@ def get_multi_marked_dir(self):
     def get_errors_dir(self):
         return self.directory_handler.path_utils.errors_dir
 
+    def get_evaluations_dir(self):
+        return self.directory_handler.path_utils.evaluations_dir
+
     def read_omr_response(self, input_gray_image, colored_image, file_path):
         # Convert posix path to string
         file_path = str(file_path)
diff --git a/src/entry.py b/src/entry.py
index e43e1aac..2a3fcde7 100644
--- a/src/entry.py
+++ b/src/entry.py
@@ -5,6 +5,7 @@
 
 import pandas as pd
 from rich.table import Table
+from rich_tools import table_to_df
 
 from src.algorithm.evaluation.config import EvaluationConfig
 from src.algorithm.evaluation.evaluation import evaluate_concatenated_response
@@ -326,6 +327,15 @@ def process_directory_files(
             logger.info(
                 f"(/{files_counter}) Graded with score: {round(score, 2)}\t {default_answers_summary} \t file: '{file_id}'"
             )
+            if evaluation_config_for_response.get_should_export_explanation_csv():
+                explanation_table = evaluation_config_for_response.get_explanation_table()
+                explanation_table = table_to_df(explanation_table)
+                explanation_table.to_csv(
+                    template.get_evaluations_dir().joinpath(file_name + ".csv"),
+                    quoting=QUOTE_NONNUMERIC,
+                    index=False,
+                )
+
         else:
             logger.info(f"(/{files_counter}) Processed file: '{file_id}'")
 
diff --git a/src/schemas/defaults/evaluation.py b/src/schemas/defaults/evaluation.py
index 677b2225..063108c3 100644
--- a/src/schemas/defaults/evaluation.py
+++ b/src/schemas/defaults/evaluation.py
@@ -9,6 +9,7 @@
     "conditional_sets": [],
     "outputs_configuration": {
         "should_explain_scoring": False,
+        "should_export_explanation_csv": False,
         "draw_score": {
             "enabled": False,
             "position": [200, 200],
diff --git a/src/schemas/evaluation_schema.py b/src/schemas/evaluation_schema.py
index 716067a5..a518c83a 100644
--- a/src/schemas/evaluation_schema.py
+++ b/src/schemas/evaluation_schema.py
@@ -220,6 +220,10 @@
                 "description": "Whether to print the table explaining question-wise verdicts",
                 "type": "boolean",
             },
+            "should_export_explanation_csv": {
+                "description": "Whether to export the explanation of evaluation results as a CSV file",
+                "type": "boolean",
+            },
             "draw_score": {
                 "description": "The configuration for drawing the final score",
                 "type": "object",
diff --git a/src/utils/file.py b/src/utils/file.py
index 1ced89f2..7425c0e5 100644
--- a/src/utils/file.py
+++ b/src/utils/file.py
@@ -62,6 +62,7 @@ def __init__(self, output_dir):
         self.manual_dir = output_dir.joinpath("Manual")
         self.errors_dir = self.manual_dir.joinpath("ErrorFiles")
         self.multi_marked_dir = self.manual_dir.joinpath("MultiMarkedFiles")
+        self.evaluations_dir = output_dir.joinpath("Evaluations")
         self.debug_dir = output_dir.joinpath("Debug")
 
     def create_output_directories(self):
@@ -96,6 +97,7 @@ def create_output_directories(self):
         for save_output_dir in [
             self.results_dir,
             self.image_metrics_dir,
+            self.evaluations_dir,
         ]:
             if not os.path.exists(save_output_dir):
                 logger.info(f"Created : {save_output_dir}")