diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/core/LabelAllocateCoreService.java b/src/main/java/com/kamco/cd/kamcoback/postgres/core/LabelAllocateCoreService.java
index ca31c812..d7e68d77 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/LabelAllocateCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/LabelAllocateCoreService.java
@@ -60,6 +60,10 @@ public class LabelAllocateCoreService {
     return labelAllocateRepository.findLatestProjectInfo();
   }
 
+  public UUID findLastLabelWorkState() {
+    return labelAllocateRepository.findLastLabelWorkState();
+  }
+
   public List<WorkerStatistics> findWorkerStatistics(
       Long analUid, String workerType, String search, String sortType) {
     return labelAllocateRepository.findWorkerStatistics(analUid, workerType, search, sortType);
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetMngHstEntity.java b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetMngHstEntity.java
index c5482e28..2cf1f359 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetMngHstEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetMngHstEntity.java
@@ -3,9 +3,12 @@ package com.kamco.cd.kamcoback.postgres.entity;
 import com.kamco.cd.kamcoback.postgres.CommonDateEntity;
 import jakarta.persistence.Column;
 import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
 import jakarta.persistence.GeneratedValue;
 import jakarta.persistence.GenerationType;
 import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
 import jakarta.persistence.Table;
 import jakarta.validation.constraints.Size;
 import java.time.ZonedDateTime;
@@ -66,11 +69,10 @@ public class MapSheetMngHstEntity extends CommonDateEntity {
   private Integer mngYyyy; // 년도
 
   // JPA 연관관계: MapInkx5k 참조 (PK 기반) 소속도엽번호 1:5k
-  /*
   @ManyToOne(fetch = FetchType.LAZY)
   @JoinColumn(name = "map_sheet_code", referencedColumnName = "fid")
   private MapInkx5kEntity mapInkx5kByCode;
-  */
+
   // TODO 1:5k 관련 정보 추후 제거 필요
   @Column(name = "map_sheet_num")
   private String mapSheetNum; // 도엽번호
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryCustom.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryCustom.java
index 187ded4d..4f296843 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryCustom.java
@@ -36,6 +36,9 @@ public interface LabelAllocateRepositoryCustom {
   // 최신 프로젝트 정보 조회 (analUid 없이)
   ProjectInfo findLatestProjectInfo();
 
+  // 최신 작업 상태의 UUID 조회
+  UUID findLastLabelWorkState();
+
   // 작업자 통계 조회
   List<WorkerStatistics> findWorkerStatistics(
       Long analUid, String workerType, String search, String sortType);
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryImpl.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryImpl.java
index 03dd8859..05b09d26 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/label/LabelAllocateRepositoryImpl.java
@@ -21,6 +21,7 @@ import com.kamco.cd.kamcoback.label.dto.WorkerStatsDto.WorkerStatistics;
 import com.kamco.cd.kamcoback.postgres.entity.LabelingAssignmentEntity;
 import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalInferenceEntity;
 import com.kamco.cd.kamcoback.postgres.entity.QMemberEntity;
+import com.querydsl.core.BooleanBuilder;
 import com.querydsl.core.types.Expression;
 import com.querydsl.core.types.Projections;
 import com.querydsl.core.types.dsl.BooleanExpression;
@@ -690,7 +691,14 @@ public class LabelAllocateRepositoryImpl implements LabelAllocateRepositoryCusto
 
   @Override
   public ProjectInfo findLatestProjectInfo() {
-    // 최신 target_yyyy를 기준으로 프로젝트 정보 조회
+    // 최근 집계용 UUID 조회 - 작업이 할당된 최신 프로젝트 우선
+    UUID uuid = findLastLabelWorkState();
+
+    if (uuid == null) {
+      return null;
+    }
+
+    // UUID로 프로젝트 정보 조회
     var result =
         queryFactory
             .select(
@@ -701,11 +709,7 @@ public class LabelAllocateRepositoryImpl implements LabelAllocateRepositoryCusto
                 mapSheetAnalInferenceEntity.createdDttm,
                 mapSheetAnalInferenceEntity.uuid)
             .from(mapSheetAnalInferenceEntity)
-            .orderBy(
-                mapSheetAnalInferenceEntity.targetYyyy.desc(),
-                mapSheetAnalInferenceEntity.compareYyyy.desc(),
-                mapSheetAnalInferenceEntity.createdDttm.desc())
-            .limit(1)
+            .where(mapSheetAnalInferenceEntity.uuid.eq(uuid))
             .fetchOne();
 
     if (result == null) {
@@ -717,7 +721,6 @@ public class LabelAllocateRepositoryImpl implements LabelAllocateRepositoryCusto
     Integer stage = result.get(mapSheetAnalInferenceEntity.stage);
     ZonedDateTime gukyuinApplyDttm = result.get(mapSheetAnalInferenceEntity.gukyuinApplyDttm);
     ZonedDateTime createdDttm = result.get(mapSheetAnalInferenceEntity.createdDttm);
-    UUID uuid = result.get(mapSheetAnalInferenceEntity.uuid);
 
     // 변화탐지년도 생성
     String detectionYear =
@@ -731,10 +734,45 @@ public class LabelAllocateRepositoryImpl implements LabelAllocateRepositoryCusto
         .stage(round)
         .gukyuinApplyDttm(gukyuinApplyDttm)
         .startDttm(createdDttm)
-        .uuid(uuid != null ? uuid.toString() : null)
+        .uuid(uuid.toString())
         .build();
   }
 
+  @Override
+  public UUID findLastLabelWorkState() {
+    BooleanBuilder whereBuilder = new BooleanBuilder();
+
+    // 1. 작업이 할당된 프로젝트 중 최신 UUID 조회
+    UUID uuid =
+        queryFactory
+            .select(mapSheetAnalInferenceEntity.uuid)
+            .from(mapSheetAnalInferenceEntity)
+            .innerJoin(labelingAssignmentEntity)
+            .on(mapSheetAnalInferenceEntity.id.eq(labelingAssignmentEntity.analUid))
+            .where(whereBuilder)
+            .orderBy(
+                mapSheetAnalInferenceEntity.compareYyyy.desc(),
+                mapSheetAnalInferenceEntity.targetYyyy.desc(),
+                mapSheetAnalInferenceEntity.stage.desc())
+            .fetchFirst();
+
+    // 2. 작업이 할당된 프로젝트가 없으면 전체 프로젝트 중 최신 UUID 조회
+    if (uuid == null) {
+      uuid =
+          queryFactory
+              .select(mapSheetAnalInferenceEntity.uuid)
+              .from(mapSheetAnalInferenceEntity)
+              .where(whereBuilder)
+              .orderBy(
+                  mapSheetAnalInferenceEntity.compareYyyy.desc(),
+                  mapSheetAnalInferenceEntity.targetYyyy.desc(),
+                  mapSheetAnalInferenceEntity.stage.desc())
+              .fetchFirst();
+    }
+
+    return uuid;
+  }
+
   @Override
   public Page<LabelingStatDto> findLabelerDailyStat(
       LabelAllocateDto.searchReq searchReq, String uuid, String userId) {