diff --git a/src/main/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationService.java b/src/main/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationService.java
index b48be9c..0e02c6a 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationService.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationService.java
@@ -30,8 +30,7 @@ private String buildSearchQuery(JobPostingExtractResponse extracted) {
                 normalize(extracted.jobTitle()),
                 normalize(extracted.task()),
                 normalize(extracted.requirements()),
-                normalize(extracted.preferredQualifications()),
-                normalize(extracted.rawText())
+                normalize(extracted.preferredQualifications())
         ).trim();
     }
 
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/user/entity/User.java b/src/main/java/com/jobdri/jobdri_api/domain/user/entity/User.java
index e6d4b70..aaccabb 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/user/entity/User.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/user/entity/User.java
@@ -74,7 +74,7 @@ public static User signup(
                 .role(UserRole.USER)
                 .socialType(SocialType.LOCAL)
                 .socialId(null)
-                .credit(0)
+                .credit(1)
                 .build();
     }
 
@@ -92,7 +92,7 @@ public static User createSocialUser(
                 .socialType(socialType)
                 .socialId(socialId)
                 .role(UserRole.USER)
-                .credit(0)
+                .credit(1)
                 .build();
     }
 
diff --git a/src/test/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationServiceTest.java b/src/test/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationServiceTest.java
new file mode 100644
index 0000000..97348bb
--- /dev/null
+++ b/src/test/java/com/jobdri/jobdri_api/domain/jobposting/service/JobPostingClassificationServiceTest.java
@@ -0,0 +1,58 @@
+package com.jobdri.jobdri_api.domain.jobposting.service;
+
+import com.jobdri.jobdri_api.domain.classification.repository.DetailClassificationRepository;
+import com.jobdri.jobdri_api.domain.jobposting.dto.response.JobPostingExtractResponse;
+import com.jobdri.jobdri_api.domain.jobposting.repository.JobPostingClassificationCandidateProjection;
+import org.junit.jupiter.api.DisplayName;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.extension.ExtendWith;
+import org.mockito.ArgumentCaptor;
+import org.mockito.InjectMocks;
+import org.mockito.Mock;
+import org.mockito.junit.jupiter.MockitoExtension;
+
+import java.util.List;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.mockito.Mockito.verify;
+import static org.mockito.Mockito.when;
+
+@ExtendWith(MockitoExtension.class)
+class JobPostingClassificationServiceTest {
+
+    @Mock
+    private DetailClassificationRepository detailClassificationRepository;
+
+    @InjectMocks
+    private JobPostingClassificationService jobPostingClassificationService;
+
+    @Test
+    @DisplayName("후보 검색 쿼리는 rawText를 제외한 구조화 필드만 사용한다")
+    void findCandidatesUsesStructuredFieldsOnly() {
+        JobPostingExtractResponse extracted = new JobPostingExtractResponse(
+                "해커스 교육그룹",
+                "클라우드 엔지니어 (CLOUD Engineer)",
+                "클라우드 운영 및 관리",
+                "1. 리눅스 환경 사용 경험 필수\n2. 네트워크 지식 필수",
+                "1. AWS, NCP, GCP, azure 클라우드 운영 경험",
+                "해커스 교육그룹 개발자 RECRUIT 소프트웨어 교육 교육 기획",
+                0.9
+        );
+        when(detailClassificationRepository.findTopCandidatesByTrigram(org.mockito.ArgumentMatchers.anyString(), org.mockito.ArgumentMatchers.eq(5)))
+                .thenReturn(List.<JobPostingClassificationCandidateProjection>of());
+
+        jobPostingClassificationService.findCandidates(extracted, 5);
+
+        ArgumentCaptor<String> queryCaptor = ArgumentCaptor.forClass(String.class);
+        verify(detailClassificationRepository).findTopCandidatesByTrigram(queryCaptor.capture(), org.mockito.ArgumentMatchers.eq(5));
+
+        String query = queryCaptor.getValue();
+        assertThat(query).contains("클라우드 엔지니어 (CLOUD Engineer)");
+        assertThat(query).contains("클라우드 운영 및 관리");
+        assertThat(query).contains("리눅스 환경 사용 경험 필수");
+        assertThat(query).contains("AWS, NCP, GCP, azure 클라우드 운영 경험");
+        assertThat(query).doesNotContain("해커스 교육그룹");
+        assertThat(query).doesNotContain("소프트웨어 교육");
+        assertThat(query).doesNotContain("교육 기획");
+    }
+}