diff --git a/questions/2026.yaml b/questions/2026.yaml
index 1857c9b..ace9e10 100644
--- a/questions/2026.yaml
+++ b/questions/2026.yaml
@@ -34,12 +34,27 @@ sections:
         help: 인턴은 넣고, 학생 때 혼자 공부한 기간은 빼 주세요.
         options:
           - { code: none, label: "아직 없어요" }
-          - { code: "0_2", label: "2년 이하" }
+          - { code: lt_1, label: "1년 미만" }
+          - { code: "1_2", label: "1~2년" }
           - { code: "3_5", label: "3~5년" }
           - { code: "6_9", label: "6~9년" }
           - { code: "10_14", label: "10~14년" }
           - { code: "15_plus", label: "15년 이상" }
 
+      - id: major
+        fixed: false
+        type: single
+        order: nominal
+        label: 대학 전공은 무엇인가요?
+        help: 학생이라면 지금 전공을 골라 주세요. 복수전공이고 그중 컴퓨터 관련 전공이 있다면 그쪽을 골라 주세요.
+        options:
+          - { code: cs, label: "컴퓨터공학 등 컴퓨터 관련" }
+          - { code: stem, label: "그 밖의 이공계" }
+          - { code: humanities, label: "인문·사회·상경" }
+          - { code: arts, label: "예체능" }
+          - { code: none, label: "해당 없음" }
+          - { code: no_answer, label: "답하지 않을게요" }
+
       - id: role
         fixed: true
         type: multi
@@ -123,7 +138,6 @@ sections:
           - { code: midsize, label: "중견기업" }
           - { code: small, label: "중소기업" }
           - { code: startup, label: "스타트업" }
-          - { code: si_sm, label: "SI·SM 회사" }
           - { code: public, label: "공공기관·공기업" }
           - { code: foreign, label: "외국계 기업" }
           - { code: none, label: "회사에 속해 있지 않아요" }
@@ -133,7 +147,7 @@ sections:
         type: single
         order: ordinal
         label: 회사 직원은 모두 몇 명인가요?
-        show_if: { company_type: [large, midsize, small, startup, si_sm, public, foreign] }
+        show_if: { company_type: [large, midsize, small, startup, public, foreign] }
         options:
           - { code: lt_10, label: "10명 미만" }
           - { code: "10_49", label: "10~49명" }
@@ -143,15 +157,27 @@ sections:
           - { code: "5000_plus", label: "5,000명 이상" }
           - { code: unknown, label: "잘 모르겠어요" }
 
+      - id: work_type
+        fixed: true
+        type: single
+        order: nominal
+        label: 지금 하는 일은 주로 어떤 형태인가요?
+        options:
+          - { code: own_service, label: "자사 서비스·제품 개발 (우리 회사의 앱, 플랫폼, 게임 등)" }
+          - { code: si, label: "SI (고객사 시스템을 새로 구축하는 프로젝트)" }
+          - { code: sm, label: "SM (고객사 시스템 운영·유지보수)" }
+          - { code: solution, label: "솔루션·패키지 (여러 고객사에 설치하고 맞춤 개발하는 제품)" }
+          - { code: agency, label: "외주 개발·에이전시 (웹·앱 제작 의뢰를 받아 개발)" }
+          - { code: inhouse_it, label: "사내 IT·전산 조직 (개발이 본업이 아닌 회사의 IT 부서. 예: 은행, 제조, 유통)" }
+          - { code: other, label: "기타" }
+
       - id: contract_position
         fixed: false
         type: single
         order: ordinal
         label: 지금 하는 일은 발주 구조에서 어디쯤인가요?
-        help: 자사 서비스를 만든다면 첫 번째를 골라 주세요.
-        show_if: { company_type: [si_sm, none] }
+        show_if: { work_type: [si, sm, solution, agency] }
         options:
-          - { code: owner, label: "발주처, 자사 서비스" }
           - { code: prime, label: "원청" }
           - { code: sub_1, label: "1차 하청" }
           - { code: sub_2_plus, label: "2차 이하 하청" }
@@ -277,7 +303,7 @@ sections:
         type: single
         order: nominal
         label: 첫 개발 일자리는 어떻게 구했나요?
-        show_if: { experience: ["0_2", "3_5", "6_9", "10_14", "15_plus"] }
+        show_if: { experience: [lt_1, "1_2", "3_5", "6_9", "10_14", "15_plus"] }
         options:
           - { code: open_recruit, label: "신입 공채" }
           - { code: rolling, label: "수시 채용" }
@@ -583,6 +609,23 @@ sections:
           - { code: stopped, label: "써 봤지만 지금은 안 써요" }
           - { code: never, label: "써 본 적 없어요" }
 
+      - id: ai_not_using_reason
+        fixed: false
+        type: multi
+        order: nominal
+        limit: 2
+        label: AI 코딩 도구를 쓰지 않는 가장 큰 이유는 무엇인가요?
+        help: 두 개까지 고를 수 있어요.
+        show_if: { ai_frequency: [stopped, never] }
+        options:
+          - { code: banned, label: "회사에서 쓸 수 없어요 (망분리, 보안)" }
+          - { code: no_need, label: "필요성을 못 느껴요" }
+          - { code: distrust, label: "결과를 신뢰하기 어려워요" }
+          - { code: cost, label: "비용이 부담돼요" }
+          - { code: disappointing, label: "써 봤는데 별로였어요" }
+          - { code: no_time, label: "배울 시간이 없어요" }
+          - { code: other, label: "기타" }
+
       - id: ai_model
         fixed: false
         type: single
diff --git a/src/lib/lib.test.ts b/src/lib/lib.test.ts
index ceae217..e7b6321 100644
--- a/src/lib/lib.test.ts
+++ b/src/lib/lib.test.ts
@@ -25,7 +25,7 @@ describe('CSV', () => {
     expect(columns.slice(0, 3)).toEqual(['created_at', 'status', 'experience'])
     expect(columns[columns.indexOf('role') + 1]).toBe('role_other')
     expect(columns.length).toBe(1 + QUESTIONS.length + QUESTIONS.filter((q) => q.options.some((o) => o.code === 'other')).length)
-    expect(row).toContain('Z,student,,backend;other,게임 서버')
+    expect(row).toContain('Z,student,,,backend;other,게임 서버')
     expect(row.endsWith('"좋아요, ""또"" 해요"')).toBe(true)
   })
 })
diff --git a/src/questions/logic.test.ts b/src/questions/logic.test.ts
index ee26953..b98a08b 100644
--- a/src/questions/logic.test.ts
+++ b/src/questions/logic.test.ts
@@ -10,11 +10,13 @@ const ids = (answers: Record<string, string | string[]>) => visibleQuestions(QUE
 const employed = {
   status: 'employed',
   experience: '3_5',
+  major: 'cs',
   role: ['backend'],
   region: 'seoul',
   employment_type: 'permanent',
   company_type: 'startup',
   company_size: '10_49',
+  work_type: 'own_service',
   work_mode: 'hybrid',
   weekly_hours: '41_45',
   job_satisfaction: '4',
@@ -43,9 +45,9 @@ const employed = {
 }
 
 describe('문항 원본', () => {
-  test('45문항, 고정 32개', () => {
-    expect(QUESTIONS.length).toBe(45)
-    expect(QUESTIONS.filter((q) => q.fixed).length).toBe(32)
+  test('48문항, 고정 33개', () => {
+    expect(QUESTIONS.length).toBe(48)
+    expect(QUESTIONS.filter((q) => q.fixed).length).toBe(33)
   })
 
   test('선택형 문항은 모두 선택지가 있고, options_from 도 풀린다', () => {
@@ -110,9 +112,18 @@ describe('응답 검증', () => {
   })
 
   test('숨겨진 문항의 답은 버린다', () => {
-    const result = cleanAnswers(QUESTIONS, { ...employed, company_type: 'none', company_size: '10_49', contract_position: 'prime' })
+    const result = cleanAnswers(QUESTIONS, {
+      ...employed,
+      company_type: 'none',
+      company_size: '10_49',
+      work_type: 'agency',
+      contract_position: 'prime',
+    })
     expect(result.ok && result.answers.company_size).toBeUndefined()
     expect(result.ok && result.answers.contract_position).toBe('prime')
+    // 자사 서비스를 만들면 하청 위치를 묻지 않는다
+    const own = cleanAnswers(QUESTIONS, { ...employed, contract_position: 'prime' })
+    expect(own.ok && own.answers.contract_position).toBeUndefined()
   })
 
   test('필수 문항이 빠지면 거절한다', () => {
diff --git a/src/questions/progress.test.ts b/src/questions/progress.test.ts
index b8867b3..afdf84d 100644
--- a/src/questions/progress.test.ts
+++ b/src/questions/progress.test.ts
@@ -6,7 +6,7 @@ const QUESTIONS = questionsFor('2026')!
 
 describe('restoreProgress', () => {
   test('저장한 답과 머물던 문항을 그대로 되살린다', () => {
-    const saved = { answers: { status: 'employed', experience: '3_5' }, qid: 'role' }
+    const saved = { answers: { status: 'employed', experience: '3_5', major: 'cs' }, qid: 'role' }
     expect(restoreProgress(QUESTIONS, saved)).toEqual(saved)
   })
 
diff --git a/src/results/2025.json b/src/results/2025.json
index b82dbf1..e81e52a 100644
--- a/src/results/2025.json
+++ b/src/results/2025.json
@@ -6,7 +6,7 @@
     {
       "id": "status",
       "sectionId": "about",
-      "section": "나에 대해",
+      "section": "기본 정보",
       "label": "지금 어떤 상황인가요?",
       "type": "single",
       "order": "nominal",
@@ -17,39 +17,39 @@
         {
           "code": "employed",
           "label": "개발자로 일하고 있어요",
-          "count": 532,
-          "share": 0.665
+          "count": 554,
+          "share": 0.6925
         },
         {
           "code": "job_seeking",
           "label": "개발 일자리를 찾고 있어요",
-          "count": 113,
-          "share": 0.14125
+          "count": 105,
+          "share": 0.13125
         },
         {
           "code": "student",
           "label": "학생이에요",
-          "count": 85,
-          "share": 0.10625
+          "count": 78,
+          "share": 0.0975
         },
         {
           "code": "other_job",
           "label": "개발 말고 다른 일을 해요",
-          "count": 43,
-          "share": 0.05375
+          "count": 39,
+          "share": 0.04875
         },
         {
           "code": "not_working",
           "label": "지금은 일을 쉬고 있어요",
-          "count": 27,
-          "share": 0.03375
+          "count": 24,
+          "share": 0.03
         }
       ]
     },
     {
       "id": "experience",
       "sectionId": "about",
-      "section": "나에 대해",
+      "section": "기본 정보",
       "label": "개발자로 일한 기간은 모두 합쳐 얼마나 되나요?",
       "type": "single",
       "order": "ordinal",
@@ -60,45 +60,100 @@
         {
           "code": "none",
           "label": "아직 없어요",
-          "count": 244,
-          "share": 0.305
+          "count": 205,
+          "share": 0.25625
         },
         {
-          "code": "0_2",
-          "label": "2년 이하",
-          "count": 174,
-          "share": 0.2175
+          "code": "lt_1",
+          "label": "1년 미만",
+          "count": 168,
+          "share": 0.21
+        },
+        {
+          "code": "1_2",
+          "label": "1~2년",
+          "count": 98,
+          "share": 0.1225
         },
         {
           "code": "3_5",
           "label": "3~5년",
-          "count": 88,
-          "share": 0.11
+          "count": 111,
+          "share": 0.13875
         },
         {
           "code": "6_9",
           "label": "6~9년",
-          "count": 121,
-          "share": 0.15125
+          "count": 91,
+          "share": 0.11375
         },
         {
           "code": "10_14",
           "label": "10~14년",
-          "count": 95,
-          "share": 0.11875
+          "count": 50,
+          "share": 0.0625
         },
         {
           "code": "15_plus",
           "label": "15년 이상",
-          "count": 78,
-          "share": 0.0975
+          "count": 77,
+          "share": 0.09625
+        }
+      ]
+    },
+    {
+      "id": "major",
+      "sectionId": "about",
+      "section": "기본 정보",
+      "label": "대학 전공은 무엇인가요?",
+      "type": "single",
+      "order": "nominal",
+      "shown": 800,
+      "answered": 800,
+      "hidden": false,
+      "options": [
+        {
+          "code": "cs",
+          "label": "컴퓨터공학 등 컴퓨터 관련",
+          "count": 135,
+          "share": 0.16875
+        },
+        {
+          "code": "stem",
+          "label": "그 밖의 이공계",
+          "count": 229,
+          "share": 0.28625
+        },
+        {
+          "code": "humanities",
+          "label": "인문·사회·상경",
+          "count": 111,
+          "share": 0.13875
+        },
+        {
+          "code": "arts",
+          "label": "예체능",
+          "count": 76,
+          "share": 0.095
+        },
+        {
+          "code": "none",
+          "label": "해당 없음",
+          "count": 130,
+          "share": 0.1625
+        },
+        {
+          "code": "no_answer",
+          "label": "답하지 않을게요",
+          "count": 119,
+          "share": 0.14875
         }
       ]
     },
     {
       "id": "role",
       "sectionId": "about",
-      "section": "나에 대해",
+      "section": "기본 정보",
       "label": "주로 맡은(또는 맡고 싶은) 직무는 무엇인가요?",
       "type": "multi",
       "order": "nominal",
@@ -109,154 +164,154 @@
         {
           "code": "backend",
           "label": "백엔드",
-          "count": 315,
-          "share": 0.39375
+          "count": 203,
+          "share": 0.25375
         },
         {
           "code": "frontend",
           "label": "프론트엔드",
-          "count": 76,
-          "share": 0.095
+          "count": 129,
+          "share": 0.16125
         },
         {
           "code": "fullstack",
           "label": "풀스택",
-          "count": 118,
-          "share": 0.1475
+          "count": 175,
+          "share": 0.21875
         },
         {
           "code": "mobile",
           "label": "모바일 앱",
-          "count": 61,
-          "share": 0.07625
+          "count": 131,
+          "share": 0.16375
         },
         {
           "code": "data_eng",
           "label": "데이터 엔지니어링",
-          "count": 46,
-          "share": 0.0575
+          "count": 84,
+          "share": 0.105
         },
         {
           "code": "data_analysis",
           "label": "데이터 분석, 데이터 사이언스",
-          "count": 78,
-          "share": 0.0975
+          "count": 34,
+          "share": 0.0425
         },
         {
           "code": "ai_ml",
           "label": "AI, 머신러닝 엔지니어링",
-          "count": 70,
-          "share": 0.0875
+          "count": 49,
+          "share": 0.06125
         },
         {
           "code": "devops",
           "label": "DevOps, 인프라, SRE",
-          "count": 59,
-          "share": 0.07375
+          "count": 106,
+          "share": 0.1325
         },
         {
           "code": "security",
           "label": "보안",
-          "count": 57,
-          "share": 0.07125
+          "count": 37,
+          "share": 0.04625
         },
         {
           "code": "embedded",
           "label": "임베디드, 시스템",
-          "count": 96,
-          "share": 0.12
+          "count": 52,
+          "share": 0.065
         },
         {
           "code": "game",
           "label": "게임",
-          "count": 67,
-          "share": 0.08375
+          "count": 64,
+          "share": 0.08
         },
         {
           "code": "qa",
           "label": "QA, 테스트",
-          "count": 46,
-          "share": 0.0575
+          "count": 37,
+          "share": 0.04625
         },
         {
           "code": "manager",
           "label": "엔지니어링 매니저",
-          "count": 34,
-          "share": 0.0425
+          "count": 47,
+          "share": 0.05875
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 30,
-          "share": 0.0375
+          "count": 46,
+          "share": 0.0575
         }
       ]
     },
     {
       "id": "age",
       "sectionId": "about",
-      "section": "나에 대해",
+      "section": "기본 정보",
       "label": "나이는 어떻게 되나요?",
       "type": "single",
       "order": "ordinal",
       "shown": 800,
-      "answered": 604,
+      "answered": 609,
       "hidden": false,
       "options": [
         {
           "code": "14_19",
           "label": "14~19세",
-          "count": 195,
-          "share": 0.3228476821192053
+          "count": 136,
+          "share": 0.2233169129720854
         },
         {
           "code": "20_24",
           "label": "20~24세",
-          "count": 63,
-          "share": 0.10430463576158941
+          "count": 89,
+          "share": 0.14614121510673234
         },
         {
           "code": "25_29",
           "label": "25~29세",
-          "count": 79,
-          "share": 0.13079470198675497
+          "count": 70,
+          "share": 0.11494252873563218
         },
         {
           "code": "30_34",
           "label": "30~34세",
-          "count": 71,
-          "share": 0.11754966887417219
+          "count": 110,
+          "share": 0.180623973727422
         },
         {
           "code": "35_39",
           "label": "35~39세",
-          "count": 51,
-          "share": 0.08443708609271523
+          "count": 74,
+          "share": 0.12151067323481117
         },
         {
           "code": "40_44",
           "label": "40~44세",
-          "count": 56,
-          "share": 0.09271523178807947
+          "count": 31,
+          "share": 0.05090311986863711
         },
         {
           "code": "45_plus",
           "label": "45세 이상",
-          "count": 53,
-          "share": 0.08774834437086093
+          "count": 38,
+          "share": 0.06239737274220033
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 36,
-          "share": 0.059602649006622516
+          "count": 61,
+          "share": 0.10016420361247948
         }
       ]
     },
     {
       "id": "region",
       "sectionId": "about",
-      "section": "나에 대해",
+      "section": "기본 정보",
       "label": "주로 어느 지역에서 일하나요?",
       "type": "single",
       "order": "nominal",
@@ -267,56 +322,56 @@
         {
           "code": "seoul",
           "label": "서울",
-          "count": 156,
-          "share": 0.195
+          "count": 125,
+          "share": 0.15625
         },
         {
           "code": "gyeonggi",
           "label": "경기",
-          "count": 95,
-          "share": 0.11875
+          "count": 101,
+          "share": 0.12625
         },
         {
           "code": "incheon",
           "label": "인천",
-          "count": 165,
-          "share": 0.20625
+          "count": 125,
+          "share": 0.15625
         },
         {
           "code": "busan_ulsan_gyeongnam",
           "label": "부산·울산·경남",
-          "count": 119,
-          "share": 0.14875
+          "count": 106,
+          "share": 0.1325
         },
         {
           "code": "daegu_gyeongbuk",
           "label": "대구·경북",
-          "count": 47,
-          "share": 0.05875
+          "count": 105,
+          "share": 0.13125
         },
         {
           "code": "daejeon_sejong_chungcheong",
           "label": "대전·세종·충청",
-          "count": 68,
-          "share": 0.085
+          "count": 71,
+          "share": 0.08875
         },
         {
           "code": "gwangju_jeolla",
           "label": "광주·전라",
-          "count": 64,
-          "share": 0.08
+          "count": 54,
+          "share": 0.0675
         },
         {
           "code": "gangwon_jeju",
           "label": "강원·제주",
-          "count": 40,
-          "share": 0.05
+          "count": 60,
+          "share": 0.075
         },
         {
           "code": "abroad",
           "label": "해외",
-          "count": 46,
-          "share": 0.0575
+          "count": 53,
+          "share": 0.06625
         }
       ]
     },
@@ -327,45 +382,45 @@
       "label": "어떤 형태로 일하고 있나요?",
       "type": "single",
       "order": "nominal",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
       "hidden": false,
       "options": [
         {
           "code": "permanent",
           "label": "정규직",
-          "count": 155,
-          "share": 0.29135338345864664
+          "count": 124,
+          "share": 0.22382671480144403
         },
         {
           "code": "contract",
           "label": "계약직",
-          "count": 99,
-          "share": 0.18609022556390978
+          "count": 98,
+          "share": 0.17689530685920576
         },
         {
           "code": "dispatch",
           "label": "파견",
           "count": 88,
-          "share": 0.16541353383458646
+          "share": 0.1588447653429603
         },
         {
           "code": "freelance",
           "label": "프리랜서",
-          "count": 94,
-          "share": 0.17669172932330826
+          "count": 37,
+          "share": 0.06678700361010831
         },
         {
           "code": "founder",
           "label": "창업, 대표",
-          "count": 43,
-          "share": 0.08082706766917293
+          "count": 118,
+          "share": 0.21299638989169675
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 53,
-          "share": 0.09962406015037593
+          "count": 89,
+          "share": 0.16064981949458484
         }
       ]
     },
@@ -376,57 +431,51 @@
       "label": "지금 일하는 곳은 어떤 곳인가요?",
       "type": "single",
       "order": "nominal",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
       "hidden": false,
       "options": [
         {
           "code": "large",
           "label": "대기업",
-          "count": 174,
-          "share": 0.32706766917293234
+          "count": 78,
+          "share": 0.1407942238267148
         },
         {
           "code": "midsize",
           "label": "중견기업",
-          "count": 52,
-          "share": 0.09774436090225563
+          "count": 98,
+          "share": 0.17689530685920576
         },
         {
           "code": "small",
           "label": "중소기업",
-          "count": 63,
-          "share": 0.11842105263157894
+          "count": 119,
+          "share": 0.2148014440433213
         },
         {
           "code": "startup",
           "label": "스타트업",
-          "count": 50,
-          "share": 0.09398496240601503
-        },
-        {
-          "code": "si_sm",
-          "label": "SI·SM 회사",
-          "count": 38,
-          "share": 0.07142857142857142
+          "count": 93,
+          "share": 0.16787003610108303
         },
         {
           "code": "public",
           "label": "공공기관·공기업",
-          "count": 73,
-          "share": 0.13721804511278196
+          "count": 27,
+          "share": 0.048736462093862815
         },
         {
           "code": "foreign",
           "label": "외국계 기업",
-          "count": 60,
-          "share": 0.11278195488721804
+          "count": 91,
+          "share": 0.16425992779783394
         },
         {
           "code": "none",
           "label": "회사에 속해 있지 않아요",
-          "count": 22,
-          "share": 0.041353383458646614
+          "count": 48,
+          "share": 0.08664259927797834
         }
       ]
     },
@@ -437,51 +486,106 @@
       "label": "회사 직원은 모두 몇 명인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 510,
-      "answered": 510,
+      "shown": 506,
+      "answered": 506,
       "hidden": false,
       "options": [
         {
           "code": "lt_10",
           "label": "10명 미만",
-          "count": 93,
-          "share": 0.18235294117647058
+          "count": 81,
+          "share": 0.1600790513833992
         },
         {
           "code": "10_49",
           "label": "10~49명",
-          "count": 113,
-          "share": 0.22156862745098038
+          "count": 108,
+          "share": 0.2134387351778656
         },
         {
           "code": "50_299",
           "label": "50~299명",
-          "count": 97,
-          "share": 0.19019607843137254
+          "count": 59,
+          "share": 0.116600790513834
         },
         {
           "code": "300_999",
           "label": "300~999명",
-          "count": 32,
-          "share": 0.06274509803921569
+          "count": 43,
+          "share": 0.08498023715415019
         },
         {
           "code": "1000_4999",
           "label": "1,000~4,999명",
-          "count": 77,
-          "share": 0.15098039215686274
+          "count": 101,
+          "share": 0.19960474308300397
         },
         {
           "code": "5000_plus",
           "label": "5,000명 이상",
-          "count": 56,
-          "share": 0.10980392156862745
+          "count": 92,
+          "share": 0.18181818181818182
         },
         {
           "code": "unknown",
           "label": "잘 모르겠어요",
-          "count": 42,
-          "share": 0.08235294117647059
+          "count": 22,
+          "share": 0.043478260869565216
+        }
+      ]
+    },
+    {
+      "id": "work_type",
+      "sectionId": "workplace",
+      "section": "일하는 곳",
+      "label": "지금 하는 일은 주로 어떤 형태인가요?",
+      "type": "single",
+      "order": "nominal",
+      "shown": 554,
+      "answered": 554,
+      "hidden": false,
+      "options": [
+        {
+          "code": "own_service",
+          "label": "자사 서비스·제품 개발 (우리 회사의 앱, 플랫폼, 게임 등)",
+          "count": 116,
+          "share": 0.20938628158844766
+        },
+        {
+          "code": "si",
+          "label": "SI (고객사 시스템을 새로 구축하는 프로젝트)",
+          "count": 162,
+          "share": 0.2924187725631769
+        },
+        {
+          "code": "sm",
+          "label": "SM (고객사 시스템 운영·유지보수)",
+          "count": 124,
+          "share": 0.22382671480144403
+        },
+        {
+          "code": "solution",
+          "label": "솔루션·패키지 (여러 고객사에 설치하고 맞춤 개발하는 제품)",
+          "count": 26,
+          "share": 0.04693140794223827
+        },
+        {
+          "code": "agency",
+          "label": "외주 개발·에이전시 (웹·앱 제작 의뢰를 받아 개발)",
+          "count": 30,
+          "share": 0.05415162454873646
+        },
+        {
+          "code": "inhouse_it",
+          "label": "사내 IT·전산 조직 (개발이 본업이 아닌 회사의 IT 부서. 예: 은행, 제조, 유통)",
+          "count": 66,
+          "share": 0.11913357400722022
+        },
+        {
+          "code": "other",
+          "label": "기타",
+          "count": 30,
+          "share": 0.05415162454873646
         }
       ]
     },
@@ -492,39 +596,33 @@
       "label": "지금 하는 일은 발주 구조에서 어디쯤인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 60,
-      "answered": 60,
+      "shown": 342,
+      "answered": 342,
       "hidden": false,
       "options": [
-        {
-          "code": "owner",
-          "label": "발주처, 자사 서비스",
-          "count": 17,
-          "share": 0.2833333333333333
-        },
         {
           "code": "prime",
           "label": "원청",
-          "count": 13,
-          "share": 0.21666666666666667
+          "count": 140,
+          "share": 0.4093567251461988
         },
         {
           "code": "sub_1",
           "label": "1차 하청",
-          "count": 7,
-          "share": 0.11666666666666667
+          "count": 87,
+          "share": 0.2543859649122807
         },
         {
           "code": "sub_2_plus",
           "label": "2차 이하 하청",
-          "count": 15,
-          "share": 0.25
+          "count": 60,
+          "share": 0.17543859649122806
         },
         {
           "code": "unknown",
           "label": "잘 모르겠어요",
-          "count": 8,
-          "share": 0.13333333333333333
+          "count": 55,
+          "share": 0.1608187134502924
         }
       ]
     },
@@ -535,27 +633,27 @@
       "label": "주로 어디서 일하나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
       "hidden": false,
       "options": [
         {
           "code": "onsite",
           "label": "매일 출근해요",
-          "count": 129,
-          "share": 0.2424812030075188
+          "count": 234,
+          "share": 0.4223826714801444
         },
         {
           "code": "hybrid",
           "label": "출근과 재택을 섞어요",
-          "count": 166,
-          "share": 0.31203007518796994
+          "count": 227,
+          "share": 0.40974729241877256
         },
         {
           "code": "remote",
           "label": "거의 재택이에요",
-          "count": 237,
-          "share": 0.44548872180451127
+          "count": 93,
+          "share": 0.16787003610108303
         }
       ]
     },
@@ -566,33 +664,33 @@
       "label": "지난 한 달 동안 일주일에 평균 몇 시간쯤 일했나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
       "hidden": false,
       "options": [
         {
           "code": "lte_40",
           "label": "40시간 이하",
-          "count": 281,
-          "share": 0.5281954887218046
+          "count": 219,
+          "share": 0.3953068592057762
         },
         {
           "code": "41_45",
           "label": "41~45시간",
-          "count": 70,
-          "share": 0.13157894736842105
+          "count": 107,
+          "share": 0.1931407942238267
         },
         {
           "code": "46_52",
           "label": "46~52시간",
-          "count": 73,
-          "share": 0.13721804511278196
+          "count": 120,
+          "share": 0.21660649819494585
         },
         {
           "code": "gt_52",
           "label": "52시간 넘게",
           "count": 108,
-          "share": 0.20300751879699247
+          "share": 0.19494584837545126
         }
       ]
     },
@@ -603,87 +701,87 @@
       "label": "세전 연봉은 어느 구간인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 532,
-      "answered": 410,
+      "shown": 554,
+      "answered": 423,
       "hidden": false,
       "options": [
         {
           "code": "lt_20",
           "label": "2천만 원 미만",
-          "count": 36,
-          "share": 0.08780487804878048
+          "count": 68,
+          "share": 0.1607565011820331
         },
         {
           "code": "20_30",
           "label": "2천만~3천만 원",
-          "count": 59,
-          "share": 0.14390243902439023
+          "count": 64,
+          "share": 0.15130023640661938
         },
         {
           "code": "30_40",
           "label": "3천만~4천만 원",
-          "count": 19,
-          "share": 0.046341463414634146
+          "count": 61,
+          "share": 0.14420803782505912
         },
         {
           "code": "40_50",
           "label": "4천만~5천만 원",
-          "count": 42,
-          "share": 0.1024390243902439
+          "count": 37,
+          "share": 0.08747044917257683
         },
         {
           "code": "50_60",
           "label": "5천만~6천만 원",
-          "count": 32,
-          "share": 0.07804878048780488
+          "count": 21,
+          "share": 0.04964539007092199
         },
         {
           "code": "60_70",
           "label": "6천만~7천만 원",
-          "count": 36,
-          "share": 0.08780487804878048
+          "count": 32,
+          "share": 0.07565011820330969
         },
         {
           "code": "70_80",
           "label": "7천만~8천만 원",
-          "count": 30,
-          "share": 0.07317073170731707
+          "count": 33,
+          "share": 0.07801418439716312
         },
         {
           "code": "80_90",
           "label": "8천만~9천만 원",
-          "count": 17,
-          "share": 0.041463414634146344
+          "count": 24,
+          "share": 0.05673758865248227
         },
         {
           "code": "90_100",
           "label": "9천만~1억 원",
-          "count": 38,
-          "share": 0.09268292682926829
+          "count": 32,
+          "share": 0.07565011820330969
         },
         {
           "code": "100_150",
           "label": "1억~1억 5천만 원",
-          "count": 21,
-          "share": 0.05121951219512195
+          "count": 18,
+          "share": 0.0425531914893617
         },
         {
           "code": "150_200",
           "label": "1억 5천만~2억 원",
-          "count": 29,
-          "share": 0.07073170731707316
+          "count": 11,
+          "share": 0.026004728132387706
         },
         {
           "code": "200_plus",
           "label": "2억 원 이상",
-          "count": 37,
-          "share": 0.09024390243902439
+          "count": 6,
+          "share": 0.014184397163120567
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 14,
-          "share": 0.03414634146341464
+          "count": 16,
+          "share": 0.037825059101654845
         }
       ]
     },
@@ -694,45 +792,45 @@
       "label": "1년 전보다 연봉이 어떻게 바뀌었나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 532,
-      "answered": 406,
+      "shown": 554,
+      "answered": 424,
       "hidden": false,
       "options": [
         {
           "code": "up_10_plus",
           "label": "10% 이상 올랐어요",
-          "count": 140,
-          "share": 0.3448275862068966
+          "count": 105,
+          "share": 0.24764150943396226
         },
         {
           "code": "up_lt_10",
           "label": "조금 올랐어요 (10% 미만)",
-          "count": 72,
-          "share": 0.17733990147783252
+          "count": 99,
+          "share": 0.23349056603773585
         },
         {
           "code": "same",
           "label": "그대로예요",
-          "count": 47,
-          "share": 0.11576354679802955
+          "count": 89,
+          "share": 0.2099056603773585
         },
         {
           "code": "down",
           "label": "줄었어요",
-          "count": 39,
-          "share": 0.0960591133004926
+          "count": 26,
+          "share": 0.06132075471698113
         },
         {
           "code": "new",
           "label": "1년 전에는 일하지 않았어요",
-          "count": 71,
-          "share": 0.1748768472906404
+          "count": 48,
+          "share": 0.11320754716981132
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 37,
-          "share": 0.09113300492610837
+          "count": 57,
+          "share": 0.13443396226415094
         }
       ]
     },
@@ -743,87 +841,87 @@
       "label": "지난해 실제로 받은 세전 총보상은 어느 구간인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 342,
-      "answered": 271,
+      "shown": 310,
+      "answered": 239,
       "hidden": false,
       "options": [
         {
           "code": "lt_20",
           "label": "2천만 원 미만",
-          "count": 48,
-          "share": 0.17712177121771217
+          "count": 29,
+          "share": 0.12133891213389121
         },
         {
           "code": "20_30",
           "label": "2천만~3천만 원",
-          "count": 53,
-          "share": 0.19557195571955718
+          "count": 35,
+          "share": 0.14644351464435146
         },
         {
           "code": "30_40",
           "label": "3천만~4천만 원",
-          "count": 29,
-          "share": 0.1070110701107011
+          "count": 21,
+          "share": 0.08786610878661087
         },
         {
           "code": "40_50",
           "label": "4천만~5천만 원",
-          "count": 16,
-          "share": 0.05904059040590406
+          "count": 26,
+          "share": 0.1087866108786611
         },
         {
           "code": "50_60",
           "label": "5천만~6천만 원",
-          "count": 12,
-          "share": 0.04428044280442804
+          "count": 11,
+          "share": 0.04602510460251046
         },
         {
           "code": "60_70",
           "label": "6천만~7천만 원",
-          "count": 10,
-          "share": 0.03690036900369004
+          "count": 30,
+          "share": 0.12552301255230125
         },
         {
           "code": "70_80",
           "label": "7천만~8천만 원",
-          "count": 18,
-          "share": 0.06642066420664207
+          "count": 8,
+          "share": 0.03347280334728033
         },
         {
           "code": "80_90",
           "label": "8천만~9천만 원",
-          "count": 17,
-          "share": 0.06273062730627306
+          "count": 23,
+          "share": 0.09623430962343096
         },
         {
           "code": "90_100",
           "label": "9천만~1억 원",
-          "count": 27,
-          "share": 0.0996309963099631
+          "count": 5,
+          "share": 0.02092050209205021
         },
         {
           "code": "100_150",
           "label": "1억~1억 5천만 원",
-          "count": 5,
-          "share": 0.01845018450184502
+          "count": 10,
+          "share": 0.04184100418410042
         },
         {
           "code": "150_200",
           "label": "1억 5천만~2억 원",
-          "count": 19,
-          "share": 0.07011070110701106
+          "count": 24,
+          "share": 0.100418410041841
         },
         {
           "code": "200_plus",
           "label": "2억 원 이상",
-          "count": 11,
-          "share": 0.04059040590405904
+          "count": 5,
+          "share": 0.02092050209205021
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 6,
-          "share": 0.02214022140221402
+          "count": 12,
+          "share": 0.0502092050209205
         }
       ]
     },
@@ -833,42 +931,42 @@
       "section": "커리어",
       "label": "지금 하는 일에 얼마나 만족하나요?",
       "type": "scale",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
       "hidden": false,
       "options": [
         {
           "code": "1",
           "label": "1",
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-          "share": 0.05263157894736842
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         },
         {
           "code": "2",
           "label": "2",
-          "count": 91,
-          "share": 0.17105263157894737
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         {
           "code": "3",
           "label": "3",
-          "count": 155,
-          "share": 0.29135338345864664
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         {
           "code": "4",
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-          "count": 137,
-          "share": 0.2575187969924812
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           "code": "5",
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       ],
-      "mean": 3.43609022556391,
+      "mean": 3.4422382671480145,
       "scale": {
         "min": "전혀 만족하지 않아요",
         "max": "아주 만족해요"
@@ -881,87 +979,87 @@
       "label": "지금 일하는 곳에서 가장 만족하는 점은 무엇인가요?",
       "type": "multi",
       "order": "nominal",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
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       "options": [
         {
           "code": "pay",
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-          "share": 0.20488721804511278
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           "code": "growth",
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         {
           "code": "stability",
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-          "share": 0.14097744360902256
+          "count": 94,
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         {
           "code": "hours",
           "label": "근무 시간과 워라밸",
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-          "share": 0.05639097744360902
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           "code": "flexible",
           "label": "재택, 유연 근무",
-          "count": 120,
-          "share": 0.22556390977443608
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         {
           "code": "culture",
           "label": "동료와 조직 문화",
-          "count": 42,
-          "share": 0.07894736842105263
+          "count": 46,
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         {
           "code": "reputation",
           "label": "회사 규모와 인지도",
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-          "share": 0.15789473684210525
+          "count": 65,
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         {
           "code": "commute",
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-          "share": 0.039473684210526314
+          "count": 63,
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         {
           "code": "domain",
           "label": "서비스와 도메인",
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-          "share": 0.046992481203007516
+          "count": 28,
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         {
           "code": "tech",
           "label": "기술 스택과 코드 품질",
-          "count": 85,
-          "share": 0.15977443609022557
+          "count": 29,
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         },
         {
           "code": "leadership",
           "label": "리더와 매니저",
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-          "share": 0.05075187969924812
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         {
           "code": "evaluation",
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-          "share": 0.07894736842105263
+          "count": 45,
+          "share": 0.0812274368231047
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 29,
-          "share": 0.05451127819548872
+          "count": 56,
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       ]
     },
@@ -972,87 +1070,87 @@
       "label": "지금 일하는 곳에서 가장 힘든 점은 무엇인가요?",
       "type": "multi",
       "order": "nominal",
-      "shown": 532,
-      "answered": 532,
+      "shown": 554,
+      "answered": 554,
       "hidden": false,
       "options": [
         {
           "code": "pay",
           "label": "연봉",
-          "count": 57,
-          "share": 0.10714285714285714
+          "count": 115,
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         {
           "code": "growth",
           "label": "성장할 기회",
-          "count": 107,
-          "share": 0.20112781954887218
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         {
           "code": "stability",
           "label": "회사의 안정성",
-          "count": 118,
-          "share": 0.22180451127819548
+          "count": 65,
+          "share": 0.11732851985559567
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         {
           "code": "hours",
           "label": "근무 시간과 워라밸",
-          "count": 74,
-          "share": 0.13909774436090225
+          "count": 102,
+          "share": 0.18411552346570398
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         {
           "code": "flexible",
           "label": "재택, 유연 근무",
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-          "share": 0.08834586466165413
+          "count": 27,
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         {
           "code": "culture",
           "label": "동료와 조직 문화",
-          "count": 54,
-          "share": 0.10150375939849623
+          "count": 90,
+          "share": 0.1624548736462094
         },
         {
           "code": "reputation",
           "label": "회사 규모와 인지도",
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-          "share": 0.12406015037593984
+          "count": 39,
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         {
           "code": "commute",
           "label": "출퇴근 거리",
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-          "share": 0.06390977443609022
+          "count": 37,
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         {
           "code": "domain",
           "label": "서비스와 도메인",
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-          "share": 0.05639097744360902
+          "count": 52,
+          "share": 0.09386281588447654
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         {
           "code": "tech",
           "label": "기술 스택과 코드 품질",
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-          "share": 0.09022556390977443
+          "count": 26,
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         {
           "code": "leadership",
           "label": "리더와 매니저",
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-          "share": 0.10526315789473684
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         {
           "code": "evaluation",
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-          "count": 44,
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         {
           "code": "other",
           "label": "기타",
-          "count": 27,
-          "share": 0.05075187969924812
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       ]
     },
@@ -1063,57 +1161,57 @@
       "label": "첫 개발 일자리는 어떻게 구했나요?",
       "type": "single",
       "order": "nominal",
-      "shown": 556,
-      "answered": 556,
+      "shown": 595,
+      "answered": 595,
       "hidden": false,
       "options": [
         {
           "code": "open_recruit",
           "label": "신입 공채",
-          "count": 142,
-          "share": 0.25539568345323743
+          "count": 151,
+          "share": 0.253781512605042
         },
         {
           "code": "rolling",
           "label": "수시 채용",
-          "count": 66,
-          "share": 0.11870503597122302
+          "count": 143,
+          "share": 0.24033613445378152
         },
         {
           "code": "intern",
           "label": "인턴에서 전환",
-          "count": 119,
-          "share": 0.21402877697841727
+          "count": 33,
+          "share": 0.05546218487394958
         },
         {
           "code": "referral",
           "label": "지인 추천",
-          "count": 30,
-          "share": 0.0539568345323741
+          "count": 61,
+          "share": 0.10252100840336134
         },
         {
           "code": "bootcamp",
           "label": "부트캠프나 교육 과정 연계",
-          "count": 74,
-          "share": 0.13309352517985612
+          "count": 45,
+          "share": 0.07563025210084033
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         {
           "code": "alt_service",
           "label": "산업기능요원·전문연구요원",
-          "count": 27,
-          "share": 0.048561151079136694
+          "count": 65,
+          "share": 0.1092436974789916
         },
         {
           "code": "founder",
           "label": "창업하거나 프리랜서로 시작",
-          "count": 42,
-          "share": 0.07553956834532374
+          "count": 46,
+          "share": 0.0773109243697479
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 56,
-          "share": 0.10071942446043165
+          "count": 51,
+          "share": 0.08571428571428572
         }
       ]
     },
@@ -1131,26 +1229,26 @@
         {
           "code": "none",
           "label": "하지 않았어요",
-          "count": 197,
-          "share": 0.24625
+          "count": 264,
+          "share": 0.33
         },
         {
           "code": "browsed",
           "label": "알아보기만 했어요",
-          "count": 177,
-          "share": 0.22125
+          "count": 244,
+          "share": 0.305
         },
         {
           "code": "applied",
           "label": "지원해 봤어요",
-          "count": 172,
-          "share": 0.215
+          "count": 170,
+          "share": 0.2125
         },
         {
           "code": "moved",
           "label": "지원해서 옮기거나 취업했어요",
-          "count": 254,
-          "share": 0.3175
+          "count": 122,
+          "share": 0.1525
         }
       ]
     },
@@ -1161,33 +1259,33 @@
       "label": "지난 1년 동안 채용 코딩 테스트를 몇 번 봤나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 426,
-      "answered": 426,
+      "shown": 292,
+      "answered": 292,
       "hidden": false,
       "options": [
         {
           "code": "0",
           "label": "보지 않았어요",
-          "count": 165,
-          "share": 0.3873239436619718
+          "count": 137,
+          "share": 0.4691780821917808
         },
         {
           "code": "1_2",
           "label": "1~2번",
-          "count": 153,
-          "share": 0.3591549295774648
+          "count": 37,
+          "share": 0.1267123287671233
         },
         {
           "code": "3_5",
           "label": "3~5번",
-          "count": 35,
-          "share": 0.08215962441314555
+          "count": 58,
+          "share": 0.19863013698630136
         },
         {
           "code": "6_plus",
           "label": "6번 이상",
-          "count": 73,
-          "share": 0.17136150234741784
+          "count": 60,
+          "share": 0.2054794520547945
         }
       ]
     },
@@ -1198,33 +1296,33 @@
       "label": "개발 일자리를 찾은 지 얼마나 됐나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 113,
-      "answered": 113,
+      "shown": 105,
+      "answered": 105,
       "hidden": false,
       "options": [
         {
           "code": "lt_3",
           "label": "3개월 미만",
-          "count": 28,
-          "share": 0.24778761061946902
+          "count": 27,
+          "share": 0.2571428571428571
         },
         {
           "code": "3_6",
           "label": "3~6개월",
-          "count": 46,
-          "share": 0.40707964601769914
+          "count": 19,
+          "share": 0.18095238095238095
         },
         {
           "code": "6_12",
           "label": "6~12개월",
-          "count": 18,
-          "share": 0.1592920353982301
+          "count": 26,
+          "share": 0.24761904761904763
         },
         {
           "code": "12_plus",
           "label": "1년 이상",
-          "count": 21,
-          "share": 0.18584070796460178
+          "count": 33,
+          "share": 0.3142857142857143
         }
       ]
     },
@@ -1235,39 +1333,39 @@
       "label": "지난 1년 동안 몇 곳에 지원했나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 113,
-      "answered": 113,
+      "shown": 105,
+      "answered": 105,
       "hidden": false,
       "options": [
         {
           "code": "0",
           "label": "지원하지 않았어요",
-          "count": 40,
-          "share": 0.35398230088495575
+          "count": 49,
+          "share": 0.4666666666666667
         },
         {
           "code": "1_9",
           "label": "1~9곳",
-          "count": 25,
-          "share": 0.22123893805309736
+          "count": 20,
+          "share": 0.19047619047619047
         },
         {
           "code": "10_29",
           "label": "10~29곳",
-          "count": 22,
-          "share": 0.19469026548672566
+          "count": 21,
+          "share": 0.2
         },
         {
           "code": "30_99",
           "label": "30~99곳",
-          "count": 12,
-          "share": 0.10619469026548672
+          "count": 8,
+          "share": 0.0761904761904762
         },
         {
           "code": "100_plus",
           "label": "100곳 이상",
-          "count": 14,
-          "share": 0.12389380530973451
+          "count": 7,
+          "share": 0.06666666666666667
         }
       ]
     },
@@ -1278,45 +1376,45 @@
       "label": "일자리를 찾으면서 가장 어려운 점은 무엇인가요?",
       "type": "multi",
       "order": "nominal",
-      "shown": 113,
-      "answered": 113,
+      "shown": 105,
+      "answered": 105,
       "hidden": false,
       "options": [
         {
           "code": "coding_test",
           "label": "코딩 테스트",
-          "count": 31,
-          "share": 0.2743362831858407
+          "count": 54,
+          "share": 0.5142857142857142
         },
         {
           "code": "experience_required",
           "label": "경력을 요구하는 공고",
-          "count": 31,
-          "share": 0.2743362831858407
+          "count": 23,
+          "share": 0.21904761904761905
         },
         {
           "code": "few_openings",
           "label": "공고가 적어요",
-          "count": 33,
-          "share": 0.2920353982300885
+          "count": 15,
+          "share": 0.14285714285714285
         },
         {
           "code": "interview",
           "label": "면접",
-          "count": 25,
-          "share": 0.22123893805309736
+          "count": 20,
+          "share": 0.19047619047619047
         },
         {
           "code": "portfolio",
           "label": "포트폴리오, 이력서",
-          "count": 11,
-          "share": 0.09734513274336283
+          "count": 13,
+          "share": 0.12380952380952381
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 33,
-          "share": 0.2920353982300885
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         }
       ]
     },
@@ -1334,32 +1432,32 @@
         {
           "code": "pay",
           "label": "연봉",
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-          "share": 0.3025
+          "count": 351,
+          "share": 0.43875
         },
         {
           "code": "growth",
           "label": "성장할 기회",
-          "count": 324,
-          "share": 0.405
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         },
         {
           "code": "stability",
           "label": "회사의 안정성",
-          "count": 194,
-          "share": 0.2425
+          "count": 198,
+          "share": 0.2475
         },
         {
           "code": "hours",
           "label": "근무 시간과 워라밸",
-          "count": 194,
-          "share": 0.2425
+          "count": 164,
+          "share": 0.205
         },
         {
           "code": "flexible",
           "label": "재택, 유연 근무",
-          "count": 67,
-          "share": 0.08375
+          "count": 139,
+          "share": 0.17375
         },
         {
           "code": "culture",
@@ -1370,26 +1468,26 @@
         {
           "code": "reputation",
           "label": "회사 규모와 인지도",
-          "count": 169,
-          "share": 0.21125
+          "count": 69,
+          "share": 0.08625
         },
         {
           "code": "commute",
           "label": "출퇴근 거리",
-          "count": 83,
-          "share": 0.10375
+          "count": 150,
+          "share": 0.1875
         },
         {
           "code": "domain",
           "label": "서비스와 도메인",
-          "count": 58,
-          "share": 0.0725
+          "count": 69,
+          "share": 0.08625
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 86,
-          "share": 0.1075
+          "count": 118,
+          "share": 0.1475
         }
       ]
     },
@@ -1407,56 +1505,56 @@
         {
           "code": "stay",
           "label": "지금 일하는 곳에 남고 싶어요",
-          "count": 107,
-          "share": 0.13375
+          "count": 140,
+          "share": 0.175
         },
         {
           "code": "large",
           "label": "대기업",
-          "count": 96,
-          "share": 0.12
+          "count": 115,
+          "share": 0.14375
         },
         {
           "code": "midsize_small",
           "label": "중견·중소기업",
-          "count": 185,
-          "share": 0.23125
+          "count": 134,
+          "share": 0.1675
         },
         {
           "code": "startup",
           "label": "스타트업",
-          "count": 59,
-          "share": 0.07375
+          "count": 51,
+          "share": 0.06375
         },
         {
           "code": "public",
           "label": "공공기관·공기업",
-          "count": 124,
-          "share": 0.155
+          "count": 107,
+          "share": 0.13375
         },
         {
           "code": "foreign",
           "label": "외국계 기업",
-          "count": 96,
-          "share": 0.12
+          "count": 68,
+          "share": 0.085
         },
         {
           "code": "abroad",
           "label": "해외 회사",
-          "count": 62,
-          "share": 0.0775
+          "count": 81,
+          "share": 0.10125
         },
         {
           "code": "independent",
           "label": "프리랜서, 창업",
-          "count": 37,
-          "share": 0.04625
+          "count": 43,
+          "share": 0.05375
         },
         {
           "code": "undecided",
           "label": "아직 모르겠어요",
-          "count": 34,
-          "share": 0.0425
+          "count": 61,
+          "share": 0.07625
         }
       ]
     },
@@ -1474,44 +1572,44 @@
         {
           "code": "expertise",
           "label": "전문성이 부족한 것 같아요",
-          "count": 335,
-          "share": 0.41875
+          "count": 167,
+          "share": 0.20875
         },
         {
           "code": "pay",
           "label": "연봉",
-          "count": 133,
-          "share": 0.16625
+          "count": 233,
+          "share": 0.29125
         },
         {
           "code": "market",
           "label": "얼어붙은 채용 시장",
-          "count": 206,
-          "share": 0.2575
+          "count": 163,
+          "share": 0.20375
         },
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           "code": "ai",
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@@ -2045,45 +2143,45 @@
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@@ -2149,39 +2247,39 @@
       "label": "회사에서는 AI 코딩 도구를 어떻게 다루나요?",
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           "code": "unknown",
           "label": "잘 모르겠어요",
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-          "share": 0.06390977443609022
+          "count": 62,
+          "share": 0.11191335740072202
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       ]
     },
@@ -2199,32 +2297,87 @@
         {
           "code": "daily",
           "label": "매일 써요",
-          "count": 316,
-          "share": 0.395
+          "count": 274,
+          "share": 0.3425
         },
         {
           "code": "weekly",
           "label": "일주일에 몇 번 써요",
-          "count": 180,
-          "share": 0.225
+          "count": 249,
+          "share": 0.31125
         },
         {
           "code": "monthly",
           "label": "한 달에 몇 번 써요",
-          "count": 112,
-          "share": 0.14
+          "count": 100,
+          "share": 0.125
         },
         {
           "code": "stopped",
           "label": "써 봤지만 지금은 안 써요",
-          "count": 51,
-          "share": 0.06375
+          "count": 66,
+          "share": 0.0825
         },
         {
           "code": "never",
           "label": "써 본 적 없어요",
-          "count": 141,
-          "share": 0.17625
+          "count": 111,
+          "share": 0.13875
+        }
+      ]
+    },
+    {
+      "id": "ai_not_using_reason",
+      "sectionId": "ai",
+      "section": "올해의 주제 AI",
+      "label": "AI 코딩 도구를 쓰지 않는 가장 큰 이유는 무엇인가요?",
+      "type": "multi",
+      "order": "nominal",
+      "shown": 177,
+      "answered": 177,
+      "hidden": false,
+      "options": [
+        {
+          "code": "banned",
+          "label": "회사에서 쓸 수 없어요 (망분리, 보안)",
+          "count": 58,
+          "share": 0.327683615819209
+        },
+        {
+          "code": "no_need",
+          "label": "필요성을 못 느껴요",
+          "count": 26,
+          "share": 0.14689265536723164
+        },
+        {
+          "code": "distrust",
+          "label": "결과를 신뢰하기 어려워요",
+          "count": 41,
+          "share": 0.23163841807909605
+        },
+        {
+          "code": "cost",
+          "label": "비용이 부담돼요",
+          "count": 44,
+          "share": 0.24858757062146894
+        },
+        {
+          "code": "disappointing",
+          "label": "써 봤는데 별로였어요",
+          "count": 38,
+          "share": 0.21468926553672316
+        },
+        {
+          "code": "no_time",
+          "label": "배울 시간이 없어요",
+          "count": 34,
+          "share": 0.192090395480226
+        },
+        {
+          "code": "other",
+          "label": "기타",
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       ]
     },
@@ -2235,111 +2388,111 @@
       "label": "개발할 때 가장 많이 쓰는 AI 모델은 무엇인가요?",
       "type": "single",
       "order": "nominal",
-      "shown": 608,
-      "answered": 608,
+      "shown": 623,
+      "answered": 623,
       "hidden": false,
       "options": [
         {
           "code": "claude",
           "label": "Claude (Anthropic)",
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-          "share": 0.15625
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           "code": "command",
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         {
           "code": "deepseek",
           "label": "DeepSeek",
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-          "share": 0.13815789473684212
+          "count": 88,
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           "code": "exaone",
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-          "share": 0.046052631578947366
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           "code": "gemini",
           "label": "Gemini (Google)",
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           "code": "glm",
           "label": "GLM (Z.ai)",
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-          "share": 0.044407894736842105
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           "code": "gpt",
           "label": "GPT (OpenAI)",
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-          "share": 0.027960526315789474
+          "count": 28,
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           "code": "grok",
           "label": "Grok (xAI)",
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           "code": "hyperclova",
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           "code": "kanana",
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         {
           "code": "kimi",
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         {
           "code": "llama",
           "label": "Llama (Meta)",
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-          "share": 0.03125
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         {
           "code": "mistral",
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-          "share": 0.027960526315789474
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         {
           "code": "qwen",
           "label": "Qwen (Alibaba)",
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         {
           "code": "solar",
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         {
           "code": "unknown",
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         {
           "code": "other",
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     },
@@ -2350,165 +2503,165 @@
       "label": "AI를 어떤 도구에서 쓰나요?",
       "type": "multi",
       "order": "nominal",
-      "shown": 608,
-      "answered": 608,
+      "shown": 623,
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         {
           "code": "aider",
           "label": "Aider",
-          "count": 134,
-          "share": 0.22039473684210525
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         {
           "code": "amp",
           "label": "Amp",
-          "count": 67,
-          "share": 0.11019736842105263
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         {
           "code": "antigravity",
           "label": "Google Antigravity (Gemini CLI 포함)",
-          "count": 142,
-          "share": 0.23355263157894737
+          "count": 66,
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         {
           "code": "claude_code",
           "label": "Claude Code",
-          "count": 48,
-          "share": 0.07894736842105263
+          "count": 116,
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         {
           "code": "cline",
           "label": "Cline",
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         {
           "code": "codex",
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         {
           "code": "cursor",
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-          "share": 0.08552631578947369
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         {
           "code": "devin",
           "label": "Devin (Devin Desktop, 옛 Windsurf)",
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         {
           "code": "copilot",
           "label": "GitHub Copilot",
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-          "share": 0.05592105263157895
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         {
           "code": "goose",
           "label": "Goose",
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-          "share": 0.07236842105263158
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         {
           "code": "grok_build",
           "label": "Grok Build",
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-          "share": 0.03782894736842105
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           "code": "herdr",
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           "code": "jetbrains_ai",
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         {
           "code": "kilo_code",
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           "code": "kiro",
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         {
           "code": "opencode",
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         {
           "code": "orca",
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           "code": "paseo",
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         {
           "code": "pi",
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         {
           "code": "qwen_code",
           "label": "Qwen Code",
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         {
           "code": "trae",
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         {
           "code": "warp",
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         {
           "code": "zed",
           "label": "Zed",
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         {
           "code": "chat_app",
           "label": "대화형 앱 (ChatGPT, Claude, Gemini 등)",
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-          "share": 0.05921052631578947
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         {
           "code": "app_builder",
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       ]
     },
@@ -2519,39 +2672,39 @@
       "label": "지난 한 달 동안 내가 낸 코드 중 AI가 쓴 코드는 얼마쯤인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 608,
-      "answered": 608,
+      "shown": 623,
+      "answered": 623,
       "hidden": false,
       "options": [
         {
           "code": "almost_none",
           "label": "거의 없어요",
-          "count": 102,
-          "share": 0.16776315789473684
+          "count": 176,
+          "share": 0.2825040128410915
         },
         {
           "code": "lt_25",
           "label": "25% 미만",
-          "count": 104,
-          "share": 0.17105263157894737
+          "count": 159,
+          "share": 0.2552166934189406
         },
         {
           "code": "25_50",
           "label": "25~50%",
-          "count": 202,
-          "share": 0.33223684210526316
+          "count": 81,
+          "share": 0.13001605136436598
         },
         {
           "code": "50_75",
           "label": "50~75%",
-          "count": 101,
-          "share": 0.16611842105263158
+          "count": 106,
+          "share": 0.17014446227929375
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         {
           "code": "75_plus",
           "label": "75% 이상",
-          "count": 99,
-          "share": 0.16282894736842105
+          "count": 101,
+          "share": 0.16211878009630817
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       ]
     },
@@ -2561,42 +2714,42 @@
       "section": "올해의 주제 AI",
       "label": "AI 도구를 쓰고 나서 생산성은 어떻게 달라졌나요?",
       "type": "scale",
-      "shown": 608,
-      "answered": 608,
+      "shown": 623,
+      "answered": 623,
       "hidden": false,
       "options": [
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           "code": "1",
           "label": "1",
-          "count": 37,
-          "share": 0.06085526315789474
+          "count": 40,
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         {
           "code": "2",
           "label": "2",
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-          "share": 0.1611842105263158
+          "count": 97,
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         },
         {
           "code": "3",
           "label": "3",
-          "count": 162,
-          "share": 0.26644736842105265
+          "count": 184,
+          "share": 0.2953451043338684
         },
         {
           "code": "4",
           "label": "4",
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-          "share": 0.2680921052631579
+          "count": 169,
+          "share": 0.2712680577849117
         },
         {
           "code": "5",
           "label": "5",
-          "count": 148,
-          "share": 0.24342105263157895
+          "count": 133,
+          "share": 0.21348314606741572
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       ],
-      "mean": 3.4720394736842106,
+      "mean": 3.4141252006420544,
       "scale": {
         "min": "크게 줄었어요",
         "max": "크게 늘었어요"
@@ -2609,57 +2762,57 @@
       "label": "AI 도구를 쓰고 나서 가장 좋아진 점은 무엇인가요?",
       "type": "multi",
       "order": "nominal",
-      "shown": 608,
-      "answered": 608,
+      "shown": 623,
+      "answered": 623,
       "hidden": false,
       "options": [
         {
           "code": "speed",
           "label": "작업 속도가 빨라졌어요",
-          "count": 148,
-          "share": 0.24342105263157895
+          "count": 243,
+          "share": 0.3900481540930979
         },
         {
           "code": "repetitive",
           "label": "반복 작업이 줄었어요",
           "count": 164,
-          "share": 0.26973684210526316
+          "share": 0.26324237560192615
         },
         {
           "code": "learning",
           "label": "새 기술을 빨리 배워요",
-          "count": 76,
-          "share": 0.125
+          "count": 101,
+          "share": 0.16211878009630817
         },
         {
           "code": "unfamiliar",
           "label": "낯선 영역의 일도 해낼 수 있어요",
-          "count": 156,
-          "share": 0.2565789473684211
+          "count": 115,
+          "share": 0.18459069020866772
         },
         {
           "code": "quality",
           "label": "테스트와 문서를 더 잘 챙겨요",
-          "count": 76,
-          "share": 0.125
+          "count": 112,
+          "share": 0.1797752808988764
         },
         {
           "code": "focus",
           "label": "어려운 문제에 더 집중할 수 있어요",
-          "count": 123,
-          "share": 0.20230263157894737
+          "count": 74,
+          "share": 0.1187800963081862
         },
         {
           "code": "none",
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         {
           "code": "other",
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-          "share": 0.13651315789473684
+          "count": 39,
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     },
@@ -2670,57 +2823,57 @@
       "label": "AI 도구를 쓰고 나서 가장 힘들어진 점은 무엇인가요?",
       "type": "multi",
       "order": "nominal",
-      "shown": 608,
-      "answered": 608,
+      "shown": 623,
+      "answered": 623,
       "hidden": false,
       "options": [
         {
           "code": "review",
           "label": "검토할 코드가 늘었어요",
-          "count": 114,
-          "share": 0.1875
+          "count": 218,
+          "share": 0.34991974317817015
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         {
           "code": "fixing",
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-          "count": 220,
-          "share": 0.3618421052631579
+          "count": 193,
+          "share": 0.3097913322632424
         },
         {
           "code": "expectation",
           "label": "회사가 기대하는 업무량이 늘었어요",
-          "count": 102,
-          "share": 0.16776315789473684
+          "count": 85,
+          "share": 0.13643659711075443
         },
         {
           "code": "skill",
           "label": "실력이 줄어드는 것 같아요",
-          "count": 108,
-          "share": 0.17763157894736842
+          "count": 139,
+          "share": 0.2231139646869984
         },
         {
           "code": "tool_churn",
           "label": "따라가야 할 도구가 너무 많아요",
-          "count": 46,
-          "share": 0.0756578947368421
+          "count": 103,
+          "share": 0.1653290529695024
         },
         {
           "code": "cost",
           "label": "도구 비용을 직접 내야 해요",
-          "count": 116,
-          "share": 0.19078947368421054
+          "count": 67,
+          "share": 0.10754414125200643
         },
         {
           "code": "none",
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-          "share": 0.14144736842105263
+          "count": 27,
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         },
         {
           "code": "other",
           "label": "기타",
-          "count": 66,
-          "share": 0.10855263157894737
+          "count": 54,
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       ]
     },
@@ -2738,14 +2891,14 @@
         {
           "code": "threat",
           "label": "일자리가 위태로울 것 같아요",
-          "count": 166,
-          "share": 0.2075
+          "count": 270,
+          "share": 0.3375
         },
         {
           "code": "major",
           "label": "일하는 방식이 크게 바뀔 것 같아요",
-          "count": 179,
-          "share": 0.22375
+          "count": 145,
+          "share": 0.18125
         },
         {
           "code": "minor",
@@ -2756,14 +2909,14 @@
         {
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diff --git a/src/results/aggregate.ts b/src/results/aggregate.ts
index c7293ac..6513460 100644
--- a/src/results/aggregate.ts
+++ b/src/results/aggregate.ts
@@ -64,7 +64,7 @@ export const BREAKDOWNS: { id: string; label: string; by: string; groups: { code
     label: '경력별',
     by: 'experience',
     groups: [
-      { code: 'junior', label: '2년 이하', codes: ['none', '0_2'] },
+      { code: 'junior', label: '2년 이하', codes: ['none', 'lt_1', '1_2'] },
       { code: 'mid', label: '3~9년', codes: ['3_5', '6_9'] },
       { code: 'senior', label: '10년 이상', codes: ['10_14', '15_plus'] },
     ],
diff --git a/src/results/order.test.ts b/src/results/order.test.ts
index 2732df4..8452f3d 100644
--- a/src/results/order.test.ts
+++ b/src/results/order.test.ts
@@ -24,6 +24,8 @@ describe('결과 선택지 순서', () => {
   test('nominal 이어도 기타·모르겠음·무응답은 맨 아래에 원래 순서대로 둔다', () => {
     const q = stat('nominal', [['unknown', 0.4], ['aws', 0.3], ['other', 0.5], ['gcp', 0.1]])
     expect(codes(q)).toEqual(['aws', 'gcp', 'unknown', 'other'])
+    const major = stat('nominal', [['cs', 0.2], ['no_answer', 0.5], ['stem', 0.3]])
+    expect(codes(major)).toEqual(['stem', 'cs', 'no_answer'])
   })
 
   test('비율이 같으면 원래 순서를 지킨다', () => {
diff --git a/src/results/order.ts b/src/results/order.ts
index 3c13192..0fe1bd6 100644
--- a/src/results/order.ts
+++ b/src/results/order.ts
@@ -1,8 +1,7 @@
 import type { OptionStat, QuestionStat } from './aggregate'
 
-// "기타", "잘 모르겠어요"처럼 답을 미룬 선택지. 비율이 높아도 맨 아래에 둔다.
-// "답하지 않을게요"(no_answer)는 순서형 문항에만 있어서 원래 순서대로 맨 아래에 위치하므로 넣지 않는다.
-const RESIDUAL = new Set(['other', 'unknown', 'undecided'])
+// "기타", "잘 모르겠어요", "답하지 않을게요"처럼 답을 미룬 선택지. 비율이 높아도 맨 아래에 둔다.
+const RESIDUAL = new Set(['other', 'unknown', 'undecided', 'no_answer'])
 
 // 결과 화면(차트와 표)에 보여 줄 선택지 순서.
 // nominal 문항만 전체 응답 비율이 높은 순으로 정렬한다. 집단별 보기도 이 순서를 따라서, 보기를 바꿔도 줄이 움직이지 않는다.