diff --git a/src/main/java/com/kamco/cd/training/train/service/JobRecoveryOnStartupService.java b/src/main/java/com/kamco/cd/training/train/service/JobRecoveryOnStartupService.java
index 37084b0..f1f5e7e 100644
--- a/src/main/java/com/kamco/cd/training/train/service/JobRecoveryOnStartupService.java
+++ b/src/main/java/com/kamco/cd/training/train/service/JobRecoveryOnStartupService.java
@@ -100,16 +100,24 @@ public class JobRecoveryOnStartupService {
             modelTrainMetricsJobService.findTrainValidMetricCsvFiles();
 
           } else {
-            // 3-3) 산출물이 부족하면 실패 처리(운영 정책에 따라 "유예"도 가능)
+
+            // 3-3) 산출물이 부족하면 중단처리
+            // 산출물이 부족하면 "실패 확정"이 아니라 "중단/보류"로 처리해서
+            // 운영자가 재시작(재개)할 수 있게 한다.
             log.warn(
-                "[RECOVERY] outputs incomplete. mark FAILED. jobId={} reason={}",
+                "[RECOVERY] outputs incomplete. mark PAUSED/STOP for restart. jobId={} reason={}",
                 job.getId(),
                 out.reason());
 
-            modelTrainJobCoreService.markFailed(
-                job.getId(), -1, "SERVER_RESTART_CONTAINER_MISSING_OUTPUT_INCOMPLETE");
-            // model 상태 변경
-            markStepErrorByJobType(job, out.reason());
+            Integer modelId = job.getModelId() == null ? null : Math.toIntExact(job.getModelId());
+
+            //  PAUSED/STOP
+            modelTrainJobCoreService.markPaused(
+                job.getId(), modelId, "SERVER_RESTART_CONTAINER_MISSING_OUTPUT_INCOMPLETE");
+
+            // 모델도 에러가 아니라 STOP으로
+            markStepStopByJobType(
+                job, "SERVER_RESTART_CONTAINER_MISSING_OUTPUT_INCOMPLETE: " + out.reason());
           }
           continue;
         }