diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
index 6735fef5..d4948c5d 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
@@ -24,7 +24,6 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
 
   @Override
   public Long upsertGroupsFromMapSheetAnal(Long id) {
-    // id = learn 테이블 id
     String sql =
         """
                 INSERT INTO tb_map_sheet_anal_inference (
@@ -54,12 +53,12 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
                     :pendingStateId
                  FROM tb_map_sheet_learn r
                 WHERE r.id = :id
-                ON CONFLICT (learn_id, compare_yyyy, target_yyyy)
+                ON CONFLICT (stage, compare_yyyy, target_yyyy)
                 DO UPDATE SET
                     detecting_cnt = EXCLUDED.detecting_cnt,
                     anal_title    = EXCLUDED.anal_title,
-                    stage = EXCLUDED.stage,
-                    updated_dttm  = now()
+                    updated_dttm  = now(),
+                    learn_id = EXCLUDED.learn_id
                 RETURNING anal_uid
         """;
 
@@ -118,8 +117,9 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
                  msl.target_yyyy,
                  r.map_id,
                  msl.stage
-        ON CONFLICT (anal_uid, compare_yyyy, target_yyyy, map_sheet_num)
+        ON CONFLICT (stage, compare_yyyy, target_yyyy, map_sheet_num)
         DO UPDATE SET
+            anal_uid      = EXCLUDED.anal_uid,
             ref_map_sheet_num = EXCLUDED.ref_map_sheet_num,
             updated_dttm  = now()
         """;
@@ -212,11 +212,11 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
            AND r.map_id ~ '^[0-9]+$'
            AND r.map_id::bigint = msadi.map_sheet_num
            WHERE msl.anal_uid = :analUid
+           AND r.after_c is not null
+           AND r.after_p is not null
            AND r.probability is not null
            AND r.before_c is not null
            AND r.before_p is not null
-           AND r.after_c is not null
-           AND r.after_p is not null
             ORDER BY r.uid, r.created_date DESC NULLS LAST
         ) x
         ON CONFLICT (result_uid)