diff --git a/AGENTS.md b/AGENTS.md
index 9cf32bd..11bfc3d 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -7,7 +7,7 @@
 ## Docs
 
 - `src/editions.ts` — 회차 목록. 한 번 열고 닫는 설문 하나가 회차다: `2026`(연례), `2027-h1`(반기), `2027-frontend`(트랙). 일정, 설문·유형 결과 유무, 예시 여부를 여기서 정한다.
-- `questions/<회차>.yaml` — 그 회차 설문의 문항 원본. 형식 규칙은 파일 머리말에 있다. 문항 `id` 와 선택지 `code` 는 회차 간 비교의 키라서, `fixed: true` 문항은 문구·선택지·순서를 바꾸지 않는다.
+- `questions/<회차>.yaml` — 그 회차 설문의 문항 원본. 형식 규칙은 파일 머리말에 있다. 문항 `id` 와 선택지 `code` 는 회차 간 비교의 키라서, 회차를 연 뒤에는 `fixed: true` 문항의 문구·선택지·순서를 바꾸지 않는다.
 - `docs/data-model.md` — 회차·문항·응답·집계를 잇는 키, `responses` 와 `answers` 의 형태, 브라우저에만 두는 값, 스키마를 바꿀 때 지킬 것.
 - `docs/stack.md` — 쓰는 기술과 이유, 생성 파일과 타입 검사 범위.
 - `docs/operations.md` — 시크릿 원본, Cloudflare Access·Turnstile 설정, D1 저장 위치, 원본 응답 삭제.
diff --git a/questions/2026.yaml b/questions/2026.yaml
index 442d591..bd9a5db 100644
--- a/questions/2026.yaml
+++ b/questions/2026.yaml
@@ -1,6 +1,6 @@
 # 2026 달레 스터디 개발자 설문조사 문항 원본
 #
-# id 와 선택지 code 는 연도별 비교의 키다. fixed: true 문항은 문구·선택지·순서를 바꾸지 않는다.
+# id 와 선택지 code 는 연도별 비교의 키다. 회차를 연 뒤에는 fixed: true 문항의 문구·선택지·순서를 바꾸지 않는다.
 # 선택지를 늘릴 때는 기존 code 를 지우지 않고 "기타"를 쪼개는 식으로 새 code 를 더한다.
 # show_if 는 키마다 AND, 값 목록은 OR 이다. required 를 적지 않으면 필수다.
 # order 는 single·multi 문항에 꼭 적는다. ordinal(경력, 연봉처럼 선택지에 순서가 있다)은 결과 화면에서 이 순서 그대로,
@@ -53,7 +53,8 @@ sections:
           - { code: fullstack, label: "풀스택" }
           - { code: mobile, label: "모바일 앱" }
           - { code: data_eng, label: "데이터 엔지니어링" }
-          - { code: data_ml, label: "데이터 분석, 머신러닝" }
+          - { code: data_analysis, label: "데이터 분석, 데이터 사이언스" }
+          - { code: ai_ml, label: "AI, 머신러닝 엔지니어링" }
           - { code: devops, label: "DevOps, 인프라, SRE" }
           - { code: security, label: "보안" }
           - { code: embedded, label: "임베디드, 시스템" }
@@ -210,13 +211,23 @@ sections:
         required: false
         label: 1년 전보다 연봉이 어떻게 바뀌었나요?
         options:
-          - { code: up_10_plus, label: "10% 넘게 올랐어요" }
+          - { code: up_10_plus, label: "10% 이상 올랐어요" }
           - { code: up_lt_10, label: "조금 올랐어요 (10% 미만)" }
           - { code: same, label: "그대로예요" }
           - { code: down, label: "줄었어요" }
           - { code: new, label: "1년 전에는 일하지 않았어요" }
           - { code: no_answer, label: "답하지 않을게요" }
 
+      - id: total_comp
+        fixed: true
+        type: single
+        order: ordinal
+        required: false
+        label: 지난해 실제로 받은 세전 총보상은 어느 구간인가요?
+        help: 성과급, 인센티브, 주식 보상을 모두 넣어 주세요. 연말정산 근로소득 원천징수영수증의 "총급여"를 보면 돼요.
+        show_if: { employment_type: [permanent, contract, dispatch] }
+        options_from: salary
+
   - id: career
     title: 커리어
     questions:
@@ -228,16 +239,38 @@ sections:
         min: { value: 1, label: "전혀 만족하지 않아요" }
         max: { value: 5, label: "아주 만족해요" }
 
-      - id: job_search
+      - id: job_good
         fixed: true
-        type: single
-        order: ordinal
-        label: 지난 1년 동안 이직이나 취업 준비를 해 봤나요?
+        type: multi
+        order: nominal
+        limit: 2
+        label: 지금 일하는 곳에서 가장 만족하는 점은 무엇인가요?
+        help: 두 개까지 고를 수 있어요.
+        show_if: { status: [employed] }
         options:
-          - { code: none, label: "하지 않았어요" }
-          - { code: browsed, label: "알아보기만 했어요" }
-          - { code: applied, label: "지원해 봤어요" }
-          - { code: moved, label: "지원해서 옮기거나 취업했어요" }
+          - { code: pay, label: "연봉" }
+          - { code: growth, label: "성장할 기회" }
+          - { code: stability, label: "회사의 안정성" }
+          - { code: hours, label: "근무 시간과 워라밸" }
+          - { code: flexible, label: "재택, 유연 근무" }
+          - { code: culture, label: "동료와 조직 문화" }
+          - { code: reputation, label: "회사 규모와 인지도" }
+          - { code: commute, label: "출퇴근 거리" }
+          - { code: domain, label: "서비스와 도메인" }
+          - { code: tech, label: "기술 스택과 코드 품질" }
+          - { code: leadership, label: "리더와 매니저" }
+          - { code: evaluation, label: "평가와 승진" }
+          - { code: other, label: "기타" }
+
+      - id: job_pain
+        fixed: true
+        type: multi
+        order: nominal
+        limit: 2
+        label: 지금 일하는 곳에서 가장 힘든 점은 무엇인가요?
+        help: 두 개까지 고를 수 있어요.
+        show_if: { status: [employed] }
+        options_from: job_good
 
       - id: first_job_route
         fixed: false
@@ -255,24 +288,69 @@ sections:
           - { code: founder, label: "창업하거나 프리랜서로 시작" }
           - { code: other, label: "기타" }
 
+      - id: job_search
+        fixed: true
+        type: single
+        order: ordinal
+        label: 지난 1년 동안 이직이나 취업 준비를 해 봤나요?
+        options:
+          - { code: none, label: "하지 않았어요" }
+          - { code: browsed, label: "알아보기만 했어요" }
+          - { code: applied, label: "지원해 봤어요" }
+          - { code: moved, label: "지원해서 옮기거나 취업했어요" }
+
       - id: coding_test
         fixed: true
         type: single
         order: ordinal
         label: 지난 1년 동안 채용 코딩 테스트를 몇 번 봤나요?
+        show_if: { job_search: [applied, moved] }
         options:
           - { code: "0", label: "보지 않았어요" }
           - { code: "1_2", label: "1~2번" }
           - { code: "3_5", label: "3~5번" }
           - { code: "6_plus", label: "6번 이상" }
 
-      - id: coding_test_burden
+      - id: job_search_months
+        fixed: true
+        type: single
+        order: ordinal
+        label: 개발 일자리를 찾은 지 얼마나 됐나요?
+        show_if: { status: [job_seeking] }
+        options:
+          - { code: lt_3, label: "3개월 미만" }
+          - { code: "3_6", label: "3~6개월" }
+          - { code: "6_12", label: "6~12개월" }
+          - { code: "12_plus", label: "1년 이상" }
+
+      - id: applications
+        fixed: true
+        type: single
+        order: ordinal
+        label: 지난 1년 동안 몇 곳에 지원했나요?
+        show_if: { status: [job_seeking] }
+        options:
+          - { code: "0", label: "지원하지 않았어요" }
+          - { code: "1_9", label: "1~9곳" }
+          - { code: "10_29", label: "10~29곳" }
+          - { code: "30_99", label: "30~99곳" }
+          - { code: "100_plus", label: "100곳 이상" }
+
+      - id: job_search_hardest
         fixed: false
-        type: scale
-        label: 코딩 테스트 준비는 얼마나 부담됐나요?
-        show_if: { coding_test: ["1_2", "3_5", "6_plus"] }
-        min: { value: 1, label: "전혀 부담되지 않았어요" }
-        max: { value: 5, label: "아주 부담됐어요" }
+        type: multi
+        order: nominal
+        limit: 2
+        label: 일자리를 찾으면서 가장 어려운 점은 무엇인가요?
+        help: 두 개까지 고를 수 있어요.
+        show_if: { status: [job_seeking] }
+        options:
+          - { code: coding_test, label: "코딩 테스트" }
+          - { code: experience_required, label: "경력을 요구하는 공고" }
+          - { code: few_openings, label: "공고가 적어요" }
+          - { code: interview, label: "면접" }
+          - { code: portfolio, label: "포트폴리오, 이력서" }
+          - { code: other, label: "기타" }
 
       - id: company_criteria
         fixed: true
@@ -299,7 +377,7 @@ sections:
         order: nominal
         label: 다음에는 어떤 곳에서 일하고 싶나요?
         options:
-          - { code: stay, label: "지금 일하는 곳" }
+          - { code: stay, label: "지금 일하는 곳에 남고 싶어요" }
           - { code: large, label: "대기업" }
           - { code: midsize_small, label: "중견·중소기업" }
           - { code: startup, label: "스타트업" }
@@ -325,6 +403,58 @@ sections:
           - { code: balance, label: "일과 삶의 균형" }
           - { code: other, label: "기타" }
 
+  - id: growth
+    title: 성장
+    questions:
+      - id: study_hours
+        fixed: true
+        type: single
+        order: ordinal
+        label: 업무나 수업 밖에서 개발 공부를 일주일에 몇 시간쯤 하나요?
+        options:
+          - { code: "0", label: "하지 않아요" }
+          - { code: "1_2", label: "1~2시간" }
+          - { code: "3_5", label: "3~5시간" }
+          - { code: "6_10", label: "6~10시간" }
+          - { code: gt_10, label: "10시간 넘게" }
+
+      - id: growth_activities
+        fixed: true
+        type: multi
+        order: nominal
+        label: 지난 1년 동안 성장을 위해 꾸준히 한 것은 무엇인가요?
+        help: 해당하는 걸 모두 골라 주세요.
+        options:
+          - { code: reading, label: "책 읽기" }
+          - { code: writing, label: "블로그, 글쓰기" }
+          - { code: study_group, label: "스터디 모임" }
+          - { code: side_project, label: "사이드 프로젝트" }
+          - { code: open_source, label: "오픈소스 기여" }
+          - { code: conference, label: "컨퍼런스, 밋업" }
+          - { code: algorithm, label: "알고리즘 문제 풀이" }
+          - { code: none, label: "딱히 없어요" }
+          - { code: other, label: "기타" }
+
+      - id: learning_sources
+        fixed: true
+        type: multi
+        order: nominal
+        limit: 3
+        label: 새로운 기술이나 개발 소식은 주로 어디서 접하나요?
+        help: 세 개까지 고를 수 있어요.
+        options:
+          - { code: course, label: "온라인 강의 (인프런, 유데미 등)" }
+          - { code: youtube, label: "유튜브" }
+          - { code: podcast, label: "팟캐스트" }
+          - { code: newsletter, label: "뉴스레터, 큐레이션 사이트 (GeekNews 등)" }
+          - { code: tech_blog, label: "기업 기술 블로그" }
+          - { code: official_docs, label: "공식 문서" }
+          - { code: social, label: "X, LinkedIn, Threads" }
+          - { code: community, label: "개발 커뮤니티 (Discord, Slack, OKKY 등)" }
+          - { code: ai, label: "AI에게 묻기" }
+          - { code: coworkers, label: "동료" }
+          - { code: other, label: "기타" }
+
   - id: tech
     title: 기술
     questions:
@@ -353,30 +483,94 @@ sections:
         type: multi
         order: nominal
         limit: 2
+        required: false
         label: 내년에 더 써 보고 싶은 언어는 무엇인가요?
         help: 두 개까지 고를 수 있어요.
         options_from: main_language
 
-      - id: cloud
-        fixed: false
-        type: multi
+      - id: backend_framework
+        fixed: true
+        type: single
         order: nominal
-        label: 업무에서 어떤 클라우드를 쓰나요?
-        help: 해당하는 걸 모두 골라 주세요.
-        show_if: { status: [employed] }
+        label: 백엔드에서 가장 많이 쓴 프레임워크는 무엇인가요?
+        show_if: { role: [backend, fullstack] }
         options:
-          - { code: aws, label: "AWS" }
-          - { code: gcp, label: "Google Cloud" }
-          - { code: azure, label: "Azure" }
-          - { code: ncloud, label: "네이버 클라우드" }
-          - { code: nhn, label: "NHN Cloud" }
-          - { code: kt, label: "KT Cloud" }
-          - { code: onprem, label: "자체 서버 (온프레미스)" }
-          - { code: unknown, label: "잘 모르겠어요" }
+          - { code: spring, label: "Spring" }
+          - { code: nestjs, label: "NestJS" }
+          - { code: express, label: "Express" }
+          - { code: django, label: "Django" }
+          - { code: fastapi, label: "FastAPI" }
+          - { code: flask, label: "Flask" }
+          - { code: aspnet, label: "ASP.NET" }
+          - { code: laravel, label: "Laravel" }
+          - { code: go_web, label: "Go (Gin, Echo 등)" }
+          - { code: none, label: "프레임워크 없이" }
+          - { code: not_yet, label: "아직 써 본 적 없어요" }
+          - { code: other, label: "기타" }
+
+      - id: frontend_framework
+        fixed: true
+        type: single
+        order: nominal
+        label: 프론트엔드에서 가장 많이 쓴 프레임워크는 무엇인가요?
+        show_if: { role: [frontend, fullstack] }
+        options:
+          - { code: react, label: "React" }
+          - { code: nextjs, label: "Next.js" }
+          - { code: vue, label: "Vue" }
+          - { code: nuxt, label: "Nuxt" }
+          - { code: svelte, label: "Svelte, SvelteKit" }
+          - { code: angular, label: "Angular" }
+          - { code: none, label: "프레임워크 없이" }
+          - { code: not_yet, label: "아직 써 본 적 없어요" }
+          - { code: other, label: "기타" }
+
+      - id: mobile_framework
+        fixed: true
+        type: single
+        order: nominal
+        label: 모바일 앱은 주로 무엇으로 만드나요?
+        show_if: { role: [mobile] }
+        options:
+          - { code: ios_native, label: "네이티브 iOS" }
+          - { code: android_native, label: "네이티브 Android" }
+          - { code: flutter, label: "Flutter" }
+          - { code: react_native, label: "React Native" }
+          - { code: not_yet, label: "아직 써 본 적 없어요" }
+          - { code: other, label: "기타" }
+
+      - id: ai_work
+        fixed: true
+        type: single
+        order: nominal
+        label: AI 엔지니어링에서 주로 하는 일은 무엇인가요?
+        show_if: { role: [ai_ml] }
+        options:
+          - { code: llm_app, label: "LLM 앱, 에이전트 개발" }
+          - { code: training, label: "모델 학습, 파인튜닝" }
+          - { code: serving, label: "추론, 서빙 인프라" }
+          - { code: data_eval, label: "학습 데이터, 평가" }
+          - { code: research, label: "연구" }
+          - { code: not_yet, label: "아직 해 본 적 없어요" }
+          - { code: other, label: "기타" }
 
   - id: ai
     title: 올해의 주제 AI
     questions:
+      - id: ai_policy
+        fixed: false
+        type: single
+        order: ordinal
+        label: 회사에서는 AI 코딩 도구를 어떻게 다루나요?
+        help: 망분리 같은 보안 규정도 함께 떠올려 주세요.
+        show_if: { status: [employed] }
+        options:
+          - { code: provided, label: "회사가 마련해 주고 권해요" }
+          - { code: allowed, label: "쓸 수 있지만 각자 준비해요" }
+          - { code: limited, label: "일부 업무에서만 쓸 수 있어요" }
+          - { code: banned, label: "쓸 수 없어요" }
+          - { code: unknown, label: "잘 모르겠어요" }
+
       - id: ai_frequency
         fixed: true
         type: single
@@ -389,36 +583,78 @@ sections:
           - { code: stopped, label: "써 봤지만 지금은 안 써요" }
           - { code: never, label: "써 본 적 없어요" }
 
-      - id: ai_tools
+      - id: ai_model
+        fixed: false
+        type: single
+        order: nominal
+        label: 개발할 때 가장 많이 쓰는 AI 모델은 무엇인가요?
+        show_if: { ai_frequency: [daily, weekly, monthly] }
+        options:
+          - { code: claude, label: "Claude (Anthropic)" }
+          - { code: command, label: "Command (Cohere)" }
+          - { code: deepseek, label: "DeepSeek" }
+          - { code: exaone, label: "EXAONE (LG AI연구원)" }
+          - { code: gemini, label: "Gemini (Google)" }
+          - { code: glm, label: "GLM (Z.ai)" }
+          - { code: gpt, label: "GPT (OpenAI)" }
+          - { code: grok, label: "Grok (xAI)" }
+          - { code: hyperclova, label: "HyperCLOVA X (네이버)" }
+          - { code: kanana, label: "Kanana (카카오)" }
+          - { code: kimi, label: "Kimi (Moonshot AI)" }
+          - { code: llama, label: "Llama (Meta)" }
+          - { code: mistral, label: "Mistral (Mistral AI)" }
+          - { code: qwen, label: "Qwen (Alibaba)" }
+          - { code: solar, label: "Solar (업스테이지)" }
+          - { code: unknown, label: "잘 모르겠어요" }
+          - { code: other, label: "기타" }
+
+      - id: ai_harness
         fixed: false
         type: multi
         order: nominal
-        label: 주로 어떤 AI 도구를 쓰나요?
-        help: 해당하는 걸 모두 골라 주세요.
+        label: AI를 어떤 도구에서 쓰나요?
+        help: 해당하는 걸 모두 골라 주세요. 목록에 없으면 기타에 적어 주세요.
         show_if: { ai_frequency: [daily, weekly, monthly] }
         options:
-          - { code: copilot, label: "GitHub Copilot" }
-          - { code: cursor, label: "Cursor" }
+          - { code: aider, label: "Aider" }
+          - { code: amp, label: "Amp" }
+          - { code: antigravity, label: "Google Antigravity (Gemini CLI 포함)" }
           - { code: claude_code, label: "Claude Code" }
+          - { code: cline, label: "Cline" }
           - { code: codex, label: "Codex" }
-          - { code: chatgpt, label: "ChatGPT" }
-          - { code: claude, label: "Claude" }
-          - { code: gemini, label: "Gemini" }
+          - { code: cursor, label: "Cursor" }
+          - { code: devin, label: "Devin (Devin Desktop, 옛 Windsurf)" }
+          - { code: copilot, label: "GitHub Copilot" }
+          - { code: goose, label: "Goose" }
+          - { code: grok_build, label: "Grok Build" }
+          - { code: herdr, label: "herdr" }
+          - { code: jetbrains_ai, label: "JetBrains AI" }
+          - { code: kilo_code, label: "Kilo Code" }
+          - { code: kiro, label: "Kiro" }
+          - { code: opencode, label: "OpenCode" }
+          - { code: orca, label: "Orca" }
+          - { code: paseo, label: "Paseo" }
+          - { code: pi, label: "pi" }
+          - { code: qwen_code, label: "Qwen Code" }
+          - { code: trae, label: "Trae" }
+          - { code: warp, label: "Warp" }
+          - { code: zed, label: "Zed" }
+          - { code: chat_app, label: "대화형 앱 (ChatGPT, Claude, Gemini 등)" }
+          - { code: app_builder, label: "AI 앱 빌더 (v0, Lovable, Bolt 등)" }
           - { code: other, label: "기타" }
 
-      - id: ai_policy
-        fixed: false
+      - id: ai_code_share
+        fixed: true
         type: single
         order: ordinal
-        label: 회사에서는 AI 코딩 도구를 어떻게 다루나요?
-        help: 망분리 같은 보안 규정도 함께 떠올려 주세요.
-        show_if: { status: [employed] }
+        label: 지난 한 달 동안 내가 낸 코드 중 AI가 쓴 코드는 얼마쯤인가요?
+        show_if: { ai_frequency: [daily, weekly, monthly] }
         options:
-          - { code: provided, label: "회사가 마련해 주고 권해요" }
-          - { code: allowed, label: "쓸 수 있지만 각자 준비해요" }
-          - { code: limited, label: "일부 업무에서만 쓸 수 있어요" }
-          - { code: banned, label: "쓸 수 없어요" }
-          - { code: unknown, label: "잘 모르겠어요" }
+          - { code: almost_none, label: "거의 없어요" }
+          - { code: lt_25, label: "25% 미만" }
+          - { code: "25_50", label: "25~50%" }
+          - { code: "50_75", label: "50~75%" }
+          - { code: "75_plus", label: "75% 이상" }
 
       - id: ai_productivity
         fixed: false
@@ -428,6 +664,42 @@ sections:
         min: { value: 1, label: "크게 줄었어요" }
         max: { value: 5, label: "크게 늘었어요" }
 
+      - id: ai_upsides
+        fixed: false
+        type: multi
+        order: nominal
+        limit: 2
+        label: AI 도구를 쓰고 나서 가장 좋아진 점은 무엇인가요?
+        help: 두 개까지 고를 수 있어요.
+        show_if: { ai_frequency: [daily, weekly, monthly] }
+        options:
+          - { code: speed, label: "작업 속도가 빨라졌어요" }
+          - { code: repetitive, label: "반복 작업이 줄었어요" }
+          - { code: learning, label: "새 기술을 빨리 배워요" }
+          - { code: unfamiliar, label: "낯선 영역의 일도 해낼 수 있어요" }
+          - { code: quality, label: "테스트와 문서를 더 잘 챙겨요" }
+          - { code: focus, label: "어려운 문제에 더 집중할 수 있어요" }
+          - { code: none, label: "딱히 없어요" }
+          - { code: other, label: "기타" }
+
+      - id: ai_downsides
+        fixed: false
+        type: multi
+        order: nominal
+        limit: 2
+        label: AI 도구를 쓰고 나서 가장 힘들어진 점은 무엇인가요?
+        help: 두 개까지 고를 수 있어요.
+        show_if: { ai_frequency: [daily, weekly, monthly] }
+        options:
+          - { code: review, label: "검토할 코드가 늘었어요" }
+          - { code: fixing, label: "AI가 만든 코드를 고치는 데 시간이 들어요" }
+          - { code: expectation, label: "회사가 기대하는 업무량이 늘었어요" }
+          - { code: skill, label: "실력이 줄어드는 것 같아요" }
+          - { code: tool_churn, label: "따라가야 할 도구가 너무 많아요" }
+          - { code: cost, label: "도구 비용을 직접 내야 해요" }
+          - { code: none, label: "딱히 없어요" }
+          - { code: other, label: "기타" }
+
       - id: ai_outlook
         fixed: false
         type: single
diff --git a/src/questions/logic.test.ts b/src/questions/logic.test.ts
index 36420dc..ee26953 100644
--- a/src/questions/logic.test.ts
+++ b/src/questions/logic.test.ts
@@ -18,26 +18,34 @@ const employed = {
   work_mode: 'hybrid',
   weekly_hours: '41_45',
   job_satisfaction: '4',
+  job_good: ['culture'],
+  job_pain: ['pay'],
   job_search: 'browsed',
   first_job_route: 'open_recruit',
-  coding_test: '0',
   company_criteria: ['pay', 'growth'],
   next_workplace: 'stay',
   career_concern: ['ai'],
+  study_hours: '1_2',
+  growth_activities: ['reading', 'writing'],
+  learning_sources: ['official_docs', 'ai'],
   main_language: 'typescript',
   want_language: ['rust'],
-  cloud: ['aws'],
+  backend_framework: 'spring',
   ai_frequency: 'daily',
-  ai_tools: ['claude_code'],
+  ai_code_share: '25_50',
+  ai_model: 'claude',
+  ai_harness: ['claude_code'],
   ai_policy: 'provided',
   ai_productivity: '4',
+  ai_upsides: ['speed'],
+  ai_downsides: ['review'],
   ai_outlook: 'major',
 }
 
 describe('문항 원본', () => {
-  test('30문항, 고정 19개', () => {
-    expect(QUESTIONS.length).toBe(30)
-    expect(QUESTIONS.filter((q) => q.fixed).length).toBe(19)
+  test('45문항, 고정 32개', () => {
+    expect(QUESTIONS.length).toBe(45)
+    expect(QUESTIONS.filter((q) => q.fixed).length).toBe(32)
   })
 
   test('선택형 문항은 모두 선택지가 있고, options_from 도 풀린다', () => {
@@ -63,18 +71,36 @@ describe('분기', () => {
     const visible = ids({ status: 'student' })
     expect(visible).not.toContain('employment_type')
     expect(visible).not.toContain('salary')
-    expect(visible).not.toContain('cloud')
+    expect(visible).not.toContain('ai_policy')
     expect(visible).toContain('job_search')
   })
 
+  test('구직 문항은 일자리를 찾는 사람에게만 묻는다', () => {
+    expect(ids({ status: 'job_seeking' })).toContain('applications')
+    expect(ids({ status: 'employed' })).not.toContain('applications')
+  })
+
   test('회사 직원 수는 회사에 속한 경우에만 묻는다', () => {
     expect(ids({ status: 'employed', company_type: 'startup' })).toContain('company_size')
     expect(ids({ status: 'employed', company_type: 'none' })).not.toContain('company_size')
   })
 
-  test('코딩 테스트 부담은 본 사람에게만 묻는다', () => {
-    expect(ids({ coding_test: '0' })).not.toContain('coding_test_burden')
-    expect(ids({ coding_test: '1_2' })).toContain('coding_test_burden')
+  test('총보상은 근로소득을 받는 사람에게만 묻는다', () => {
+    expect(ids({ status: 'employed', employment_type: 'permanent' })).toContain('total_comp')
+    expect(ids({ status: 'employed', employment_type: 'freelance' })).not.toContain('total_comp')
+  })
+
+  test('프레임워크는 고른 직무에 맞는 것만 묻는다', () => {
+    expect(ids({ role: ['backend'] })).toContain('backend_framework')
+    expect(ids({ role: ['backend'] })).not.toContain('frontend_framework')
+    expect(ids({ role: ['fullstack'] })).toEqual(expect.arrayContaining(['backend_framework', 'frontend_framework']))
+    expect(ids({ role: ['ai_ml'] })).toContain('ai_work')
+    expect(ids({ role: ['ai_ml'] })).not.toContain('mobile_framework')
+  })
+
+  test('코딩 테스트는 지난 1년 동안 지원해 본 사람에게만 묻는다', () => {
+    expect(ids({ job_search: 'browsed' })).not.toContain('coding_test')
+    expect(ids({ job_search: 'applied' })).toContain('coding_test')
   })
 })
 
diff --git a/src/results/2025.json b/src/results/2025.json
index 72de3f5..b82dbf1 100644
--- a/src/results/2025.json
+++ b/src/results/2025.json
@@ -17,32 +17,32 @@
         {
           "code": "employed",
           "label": "개발자로 일하고 있어요",
-          "count": 534,
-          "share": 0.6675
+          "count": 532,
+          "share": 0.665
         },
         {
           "code": "job_seeking",
           "label": "개발 일자리를 찾고 있어요",
-          "count": 116,
-          "share": 0.145
+          "count": 113,
+          "share": 0.14125
         },
         {
           "code": "student",
           "label": "학생이에요",
-          "count": 84,
-          "share": 0.105
+          "count": 85,
+          "share": 0.10625
         },
         {
           "code": "other_job",
           "label": "개발 말고 다른 일을 해요",
-          "count": 37,
-          "share": 0.04625
+          "count": 43,
+          "share": 0.05375
         },
         {
           "code": "not_working",
           "label": "지금은 일을 쉬고 있어요",
-          "count": 29,
-          "share": 0.03625
+          "count": 27,
+          "share": 0.03375
         }
       ]
     },
@@ -60,38 +60,38 @@
         {
           "code": "none",
           "label": "아직 없어요",
-          "count": 216,
-          "share": 0.27
+          "count": 244,
+          "share": 0.305
         },
         {
           "code": "0_2",
           "label": "2년 이하",
-          "count": 178,
-          "share": 0.2225
+          "count": 174,
+          "share": 0.2175
         },
         {
           "code": "3_5",
           "label": "3~5년",
-          "count": 90,
-          "share": 0.1125
+          "count": 88,
+          "share": 0.11
         },
         {
           "code": "6_9",
           "label": "6~9년",
-          "count": 157,
-          "share": 0.19625
+          "count": 121,
+          "share": 0.15125
         },
         {
           "code": "10_14",
           "label": "10~14년",
-          "count": 98,
-          "share": 0.1225
+          "count": 95,
+          "share": 0.11875
         },
         {
           "code": "15_plus",
           "label": "15년 이상",
-          "count": 61,
-          "share": 0.07625
+          "count": 78,
+          "share": 0.0975
         }
       ]
     },
@@ -109,80 +109,86 @@
         {
           "code": "backend",
           "label": "백엔드",
-          "count": 288,
-          "share": 0.36
+          "count": 315,
+          "share": 0.39375
         },
         {
           "code": "frontend",
           "label": "프론트엔드",
-          "count": 102,
-          "share": 0.1275
+          "count": 76,
+          "share": 0.095
         },
         {
           "code": "fullstack",
           "label": "풀스택",
-          "count": 121,
-          "share": 0.15125
+          "count": 118,
+          "share": 0.1475
         },
         {
           "code": "mobile",
           "label": "모바일 앱",
-          "count": 73,
-          "share": 0.09125
+          "count": 61,
+          "share": 0.07625
         },
         {
           "code": "data_eng",
           "label": "데이터 엔지니어링",
-          "count": 37,
-          "share": 0.04625
+          "count": 46,
+          "share": 0.0575
+        },
+        {
+          "code": "data_analysis",
+          "label": "데이터 분석, 데이터 사이언스",
+          "count": 78,
+          "share": 0.0975
         },
         {
-          "code": "data_ml",
-          "label": "데이터 분석, 머신러닝",
-          "count": 80,
-          "share": 0.1
+          "code": "ai_ml",
+          "label": "AI, 머신러닝 엔지니어링",
+          "count": 70,
+          "share": 0.0875
         },
         {
           "code": "devops",
           "label": "DevOps, 인프라, SRE",
-          "count": 92,
-          "share": 0.115
+          "count": 59,
+          "share": 0.07375
         },
         {
           "code": "security",
           "label": "보안",
-          "count": 76,
-          "share": 0.095
+          "count": 57,
+          "share": 0.07125
         },
         {
           "code": "embedded",
           "label": "임베디드, 시스템",
-          "count": 61,
-          "share": 0.07625
+          "count": 96,
+          "share": 0.12
         },
         {
           "code": "game",
           "label": "게임",
-          "count": 92,
-          "share": 0.115
+          "count": 67,
+          "share": 0.08375
         },
         {
           "code": "qa",
           "label": "QA, 테스트",
-          "count": 56,
-          "share": 0.07
+          "count": 46,
+          "share": 0.0575
         },
         {
           "code": "manager",
           "label": "엔지니어링 매니저",
-          "count": 58,
-          "share": 0.0725
+          "count": 34,
+          "share": 0.0425
         },
         {
           "code": "other",
           "label": "기타",
-          "count": 21,
-          "share": 0.02625
+          "count": 30,
+          "share": 0.0375
         }
       ]
     },
@@ -194,56 +200,56 @@
       "type": "single",
       "order": "ordinal",
       "shown": 800,
-      "answered": 590,
+      "answered": 604,
       "hidden": false,
       "options": [
         {
           "code": "14_19",
           "label": "14~19세",
-          "count": 83,
-          "share": 0.14067796610169492
+          "count": 195,
+          "share": 0.3228476821192053
         },
         {
           "code": "20_24",
           "label": "20~24세",
-          "count": 149,
-          "share": 0.25254237288135595
+          "count": 63,
+          "share": 0.10430463576158941
         },
         {
           "code": "25_29",
           "label": "25~29세",
-          "count": 54,
-          "share": 0.09152542372881356
+          "count": 79,
+          "share": 0.13079470198675497
         },
         {
           "code": "30_34",
           "label": "30~34세",
           "count": 71,
-          "share": 0.12033898305084746
+          "share": 0.11754966887417219
         },
         {
           "code": "35_39",
           "label": "35~39세",
-          "count": 82,
-          "share": 0.13898305084745763
+          "count": 51,
+          "share": 0.08443708609271523
         },
         {
           "code": "40_44",
           "label": "40~44세",
-          "count": 39,
-          "share": 0.06610169491525424
+          "count": 56,
+          "share": 0.09271523178807947
         },
         {
           "code": "45_plus",
           "label": "45세 이상",
-          "count": 60,
-          "share": 0.1016949152542373
+          "count": 53,
+          "share": 0.08774834437086093
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 52,
-          "share": 0.08813559322033898
+          "count": 36,
+          "share": 0.059602649006622516
         }
       ]
     },
@@ -261,56 +267,56 @@
         {
           "code": "seoul",
           "label": "서울",
-          "count": 159,
-          "share": 0.19875
+          "count": 156,
+          "share": 0.195
         },
         {
           "code": "gyeonggi",
           "label": "경기",
-          "count": 145,
-          "share": 0.18125
+          "count": 95,
+          "share": 0.11875
         },
         {
           "code": "incheon",
           "label": "인천",
-          "count": 73,
-          "share": 0.09125
+          "count": 165,
+          "share": 0.20625
         },
         {
           "code": "busan_ulsan_gyeongnam",
           "label": "부산·울산·경남",
-          "count": 125,
-          "share": 0.15625
+          "count": 119,
+          "share": 0.14875
         },
         {
           "code": "daegu_gyeongbuk",
           "label": "대구·경북",
-          "count": 98,
-          "share": 0.1225
+          "count": 47,
+          "share": 0.05875
         },
         {
           "code": "daejeon_sejong_chungcheong",
           "label": "대전·세종·충청",
-          "count": 45,
-          "share": 0.05625
+          "count": 68,
+          "share": 0.085
         },
         {
           "code": "gwangju_jeolla",
           "label": "광주·전라",
-          "count": 52,
-          "share": 0.065
+          "count": 64,
+          "share": 0.08
         },
         {
           "code": "gangwon_jeju",
           "label": "강원·제주",
-          "count": 68,
-          "share": 0.085
+          "count": 40,
+          "share": 0.05
         },
         {
           "code": "abroad",
           "label": "해외",
-          "count": 35,
-          "share": 0.04375
+          "count": 46,
+          "share": 0.0575
         }
       ]
     },
@@ -321,45 +327,45 @@
       "label": "어떤 형태로 일하고 있나요?",
       "type": "single",
       "order": "nominal",
-      "shown": 534,
-      "answered": 534,
+      "shown": 532,
+      "answered": 532,
       "hidden": false,
       "options": [
         {
           "code": "permanent",
           "label": "정규직",
-          "count": 84,
-          "share": 0.15730337078651685
+          "count": 155,
+          "share": 0.29135338345864664
         },
         {
           "code": "contract",
           "label": "계약직",
-          "count": 143,
-          "share": 0.26779026217228463
+          "count": 99,
+          "share": 0.18609022556390978
         },
         {
           "code": "dispatch",
           "label": "파견",
-          "count": 97,
-          "share": 0.18164794007490637
+          "count": 88,
+          "share": 0.16541353383458646
         },
         {
           "code": "freelance",
           "label": "프리랜서",
-          "count": 89,
-          "share": 0.16666666666666666
+          "count": 94,
+          "share": 0.17669172932330826
         },
         {
           "code": "founder",
           "label": "창업, 대표",
-          "count": 68,
-          "share": 0.12734082397003746
+          "count": 43,
+          "share": 0.08082706766917293
         },
         {
           "code": "other",
           "label": "기타",
           "count": 53,
-          "share": 0.09925093632958802
+          "share": 0.09962406015037593
         }
       ]
     },
@@ -370,57 +376,57 @@
       "label": "지금 일하는 곳은 어떤 곳인가요?",
       "type": "single",
       "order": "nominal",
-      "shown": 534,
-      "answered": 534,
+      "shown": 532,
+      "answered": 532,
       "hidden": false,
       "options": [
         {
           "code": "large",
           "label": "대기업",
-          "count": 138,
-          "share": 0.25842696629213485
+          "count": 174,
+          "share": 0.32706766917293234
         },
         {
           "code": "midsize",
           "label": "중견기업",
-          "count": 114,
-          "share": 0.21348314606741572
+          "count": 52,
+          "share": 0.09774436090225563
         },
         {
           "code": "small",
           "label": "중소기업",
-          "count": 49,
-          "share": 0.09176029962546817
+          "count": 63,
+          "share": 0.11842105263157894
         },
         {
           "code": "startup",
           "label": "스타트업",
-          "count": 51,
-          "share": 0.09550561797752809
+          "count": 50,
+          "share": 0.09398496240601503
         },
         {
           "code": "si_sm",
           "label": "SI·SM 회사",
-          "count": 59,
-          "share": 0.1104868913857678
+          "count": 38,
+          "share": 0.07142857142857142
         },
         {
           "code": "public",
           "label": "공공기관·공기업",
-          "count": 19,
-          "share": 0.035580524344569285
+          "count": 73,
+          "share": 0.13721804511278196
         },
         {
           "code": "foreign",
           "label": "외국계 기업",
-          "count": 59,
-          "share": 0.1104868913857678
+          "count": 60,
+          "share": 0.11278195488721804
         },
         {
           "code": "none",
           "label": "회사에 속해 있지 않아요",
-          "count": 45,
-          "share": 0.08426966292134831
+          "count": 22,
+          "share": 0.041353383458646614
         }
       ]
     },
@@ -431,51 +437,51 @@
       "label": "회사 직원은 모두 몇 명인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 489,
-      "answered": 489,
+      "shown": 510,
+      "answered": 510,
       "hidden": false,
       "options": [
         {
           "code": "lt_10",
           "label": "10명 미만",
-          "count": 59,
-          "share": 0.12065439672801637
+          "count": 93,
+          "share": 0.18235294117647058
         },
         {
           "code": "10_49",
           "label": "10~49명",
-          "count": 95,
-          "share": 0.19427402862985685
+          "count": 113,
+          "share": 0.22156862745098038
         },
         {
           "code": "50_299",
           "label": "50~299명",
-          "count": 105,
-          "share": 0.2147239263803681
+          "count": 97,
+          "share": 0.19019607843137254
         },
         {
           "code": "300_999",
           "label": "300~999명",
-          "count": 90,
-          "share": 0.18404907975460122
+          "count": 32,
+          "share": 0.06274509803921569
         },
         {
           "code": "1000_4999",
           "label": "1,000~4,999명",
-          "count": 26,
-          "share": 0.053169734151329244
+          "count": 77,
+          "share": 0.15098039215686274
         },
         {
           "code": "5000_plus",
           "label": "5,000명 이상",
-          "count": 67,
-          "share": 0.13701431492842536
+          "count": 56,
+          "share": 0.10980392156862745
         },
         {
           "code": "unknown",
           "label": "잘 모르겠어요",
-          "count": 47,
-          "share": 0.09611451942740286
+          "count": 42,
+          "share": 0.08235294117647059
         }
       ]
     },
@@ -486,39 +492,39 @@
       "label": "지금 하는 일은 발주 구조에서 어디쯤인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 104,
-      "answered": 104,
+      "shown": 60,
+      "answered": 60,
       "hidden": false,
       "options": [
         {
           "code": "owner",
           "label": "발주처, 자사 서비스",
-          "count": 21,
-          "share": 0.20192307692307693
+          "count": 17,
+          "share": 0.2833333333333333
         },
         {
           "code": "prime",
           "label": "원청",
-          "count": 34,
-          "share": 0.3269230769230769
+          "count": 13,
+          "share": 0.21666666666666667
         },
         {
           "code": "sub_1",
           "label": "1차 하청",
-          "count": 22,
-          "share": 0.21153846153846154
+          "count": 7,
+          "share": 0.11666666666666667
         },
         {
           "code": "sub_2_plus",
           "label": "2차 이하 하청",
-          "count": 13,
-          "share": 0.125
+          "count": 15,
+          "share": 0.25
         },
         {
           "code": "unknown",
           "label": "잘 모르겠어요",
-          "count": 14,
-          "share": 0.1346153846153846
+          "count": 8,
+          "share": 0.13333333333333333
         }
       ]
     },
@@ -529,27 +535,27 @@
       "label": "주로 어디서 일하나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 534,
-      "answered": 534,
+      "shown": 532,
+      "answered": 532,
       "hidden": false,
       "options": [
         {
           "code": "onsite",
           "label": "매일 출근해요",
-          "count": 328,
-          "share": 0.6142322097378277
+          "count": 129,
+          "share": 0.2424812030075188
         },
         {
           "code": "hybrid",
           "label": "출근과 재택을 섞어요",
-          "count": 96,
-          "share": 0.1797752808988764
+          "count": 166,
+          "share": 0.31203007518796994
         },
         {
           "code": "remote",
           "label": "거의 재택이에요",
-          "count": 110,
-          "share": 0.20599250936329588
+          "count": 237,
+          "share": 0.44548872180451127
         }
       ]
     },
@@ -560,33 +566,33 @@
       "label": "지난 한 달 동안 일주일에 평균 몇 시간쯤 일했나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 534,
-      "answered": 534,
+      "shown": 532,
+      "answered": 532,
       "hidden": false,
       "options": [
         {
           "code": "lte_40",
           "label": "40시간 이하",
-          "count": 252,
-          "share": 0.47191011235955055
+          "count": 281,
+          "share": 0.5281954887218046
         },
         {
           "code": "41_45",
           "label": "41~45시간",
-          "count": 176,
-          "share": 0.3295880149812734
+          "count": 70,
+          "share": 0.13157894736842105
         },
         {
           "code": "46_52",
           "label": "46~52시간",
-          "count": 50,
-          "share": 0.09363295880149813
+          "count": 73,
+          "share": 0.13721804511278196
         },
         {
           "code": "gt_52",
           "label": "52시간 넘게",
-          "count": 56,
-          "share": 0.10486891385767791
+          "count": 108,
+          "share": 0.20300751879699247
         }
       ]
     },
@@ -597,87 +603,87 @@
       "label": "세전 연봉은 어느 구간인가요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 534,
-      "answered": 406,
+      "shown": 532,
+      "answered": 410,
       "hidden": false,
       "options": [
         {
           "code": "lt_20",
           "label": "2천만 원 미만",
-          "count": 50,
-          "share": 0.12315270935960591
+          "count": 36,
+          "share": 0.08780487804878048
         },
         {
           "code": "20_30",
           "label": "2천만~3천만 원",
-          "count": 38,
-          "share": 0.09359605911330049
+          "count": 59,
+          "share": 0.14390243902439023
         },
         {
           "code": "30_40",
           "label": "3천만~4천만 원",
-          "count": 56,
-          "share": 0.13793103448275862
+          "count": 19,
+          "share": 0.046341463414634146
         },
         {
           "code": "40_50",
           "label": "4천만~5천만 원",
-          "count": 27,
-          "share": 0.0665024630541872
+          "count": 42,
+          "share": 0.1024390243902439
         },
         {
           "code": "50_60",
           "label": "5천만~6천만 원",
-          "count": 29,
-          "share": 0.07142857142857142
+          "count": 32,
+          "share": 0.07804878048780488
         },
         {
           "code": "60_70",
           "label": "6천만~7천만 원",
-          "count": 29,
-          "share": 0.07142857142857142
+          "count": 36,
+          "share": 0.08780487804878048
         },
         {
           "code": "70_80",
           "label": "7천만~8천만 원",
-          "count": 33,
-          "share": 0.0812807881773399
+          "count": 30,
+          "share": 0.07317073170731707
         },
         {
           "code": "80_90",
           "label": "8천만~9천만 원",
-          "count": 32,
-          "share": 0.07881773399014778
+          "count": 17,
+          "share": 0.041463414634146344
         },
         {
           "code": "90_100",
           "label": "9천만~1억 원",
-          "count": 10,
-          "share": 0.024630541871921183
+          "count": 38,
+          "share": 0.09268292682926829
         },
         {
           "code": "100_150",
           "label": "1억~1억 5천만 원",
-          "count": 35,
-          "share": 0.08620689655172414
+          "count": 21,
+          "share": 0.05121951219512195
         },
         {
           "code": "150_200",
           "label": "1억 5천만~2억 원",
-          "count": 24,
-          "share": 0.059113300492610835
+          "count": 29,
+          "share": 0.07073170731707316
         },
         {
           "code": "200_plus",
           "label": "2억 원 이상",
-          "count": 18,
-          "share": 0.04433497536945813
+          "count": 37,
+          "share": 0.09024390243902439
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 25,
-          "share": 0.06157635467980296
+          "count": 14,
+          "share": 0.03414634146341464
         }
       ]
     },
@@ -688,45 +694,136 @@
       "label": "1년 전보다 연봉이 어떻게 바뀌었나요?",
       "type": "single",
       "order": "ordinal",
-      "shown": 534,
-      "answered": 387,
+      "shown": 532,
+      "answered": 406,
       "hidden": false,
       "options": [
         {
           "code": "up_10_plus",
-          "label": "10% 넘게 올랐어요",
-          "count": 114,
-          "share": 0.29457364341085274
+          "label": "10% 이상 올랐어요",
+          "count": 140,
+          "share": 0.3448275862068966
         },
         {
           "code": "up_lt_10",
           "label": "조금 올랐어요 (10% 미만)",
-          "count": 100,
-          "share": 0.25839793281653745
+          "count": 72,
+          "share": 0.17733990147783252
         },
         {
           "code": "same",
           "label": "그대로예요",
-          "count": 60,
-          "share": 0.15503875968992248
+          "count": 47,
+          "share": 0.11576354679802955
         },
         {
           "code": "down",
           "label": "줄었어요",
-          "count": 37,
-          "share": 0.09560723514211886
+          "count": 39,
+          "share": 0.0960591133004926
         },
         {
           "code": "new",
           "label": "1년 전에는 일하지 않았어요",
+          "count": 71,
+          "share": 0.1748768472906404
+        },
+        {
+          "code": "no_answer",
+          "label": "답하지 않을게요",
           "count": 37,
-          "share": 0.09560723514211886
+          "share": 0.09113300492610837
+        }
+      ]
+    },
+    {
+      "id": "total_comp",
+      "sectionId": "compensation",
+      "section": "보상",
+      "label": "지난해 실제로 받은 세전 총보상은 어느 구간인가요?",
+      "type": "single",
+      "order": "ordinal",
+      "shown": 342,
+      "answered": 271,
+      "hidden": false,
+      "options": [
+        {
+          "code": "lt_20",
+          "label": "2천만 원 미만",
+          "count": 48,
+          "share": 0.17712177121771217
+        },
+        {
+          "code": "20_30",
+          "label": "2천만~3천만 원",
+          "count": 53,
+          "share": 0.19557195571955718
+        },
+        {
+          "code": "30_40",
+          "label": "3천만~4천만 원",
+          "count": 29,
+          "share": 0.1070110701107011
+        },
+        {
+          "code": "40_50",
+          "label": "4천만~5천만 원",
+          "count": 16,
+          "share": 0.05904059040590406
+        },
+        {
+          "code": "50_60",
+          "label": "5천만~6천만 원",
+          "count": 12,
+          "share": 0.04428044280442804
+        },
+        {
+          "code": "60_70",
+          "label": "6천만~7천만 원",
+          "count": 10,
+          "share": 0.03690036900369004
+        },
+        {
+          "code": "70_80",
+          "label": "7천만~8천만 원",
+          "count": 18,
+          "share": 0.06642066420664207
+        },
+        {
+          "code": "80_90",
+          "label": "8천만~9천만 원",
+          "count": 17,
+          "share": 0.06273062730627306
+        },
+        {
+          "code": "90_100",
+          "label": "9천만~1억 원",
+          "count": 27,
+          "share": 0.0996309963099631
+        },
+        {
+          "code": "100_150",
+          "label": "1억~1억 5천만 원",
+          "count": 5,
+          "share": 0.01845018450184502
+        },
+        {
+          "code": "150_200",
+          "label": "1억 5천만~2억 원",
+          "count": 19,
+          "share": 0.07011070110701106
+        },
+        {
+          "code": "200_plus",
+          "label": "2억 원 이상",
+          "count": 11,
+          "share": 0.04059040590405904
         },
         {
           "code": "no_answer",
           "label": "답하지 않을게요",
-          "count": 39,
-          "share": 0.10077519379844961
+          "count": 6,
+          "share": 0.02214022140221402
         }
       ]
     },
@@ -736,167 +833,492 @@
       "section": "커리어",
       "label": "지금 하는 일에 얼마나 만족하나요?",
       "type": "scale",
-      "shown": 534,
-      "answered": 534,
+      "shown": 532,
+      "answered": 532,
       "hidden": false,
       "options": [
         {
           "code": "1",
           "label": "1",
-          "count": 25,
-          "share": 0.04681647940074907
+          "count": 28,
+          "share": 0.05263157894736842
         },
         {
           "code": "2",
           "label": "2",
-          "count": 89,
-          "share": 0.16666666666666666
+          "count": 91,
+          "share": 0.17105263157894737
         },
         {
           "code": "3",
           "label": "3",
-          "count": 144,
-          "share": 0.2696629213483146
+          "count": 155,
+          "share": 0.29135338345864664
         },
         {
           "code": "4",
           "label": "4",
-          "count": 158,
-          "share": 0.2958801498127341
+          "count": 137,
+          "share": 0.2575187969924812
         },
         {
           "code": "5",
           "label": "5",
-          "count": 118,
-          "share": 0.2209737827715356
+          "count": 121,
+          "share": 0.2274436090225564
         }
       ],
-      "mean": 3.4775280898876404,
+      "mean": 3.43609022556391,
       "scale": {
         "min": "전혀 만족하지 않아요",
         "max": "아주 만족해요"
       }
     },
     {
-      "id": "job_search",
+      "id": "job_good",
       "sectionId": "career",
       "section": "커리어",
-      "label": "지난 1년 동안 이직이나 취업 준비를 해 봤나요?",
-      "type": "single",
-      "order": "ordinal",
-      "shown": 800,
-      "answered": 800,
+      "label": "지금 일하는 곳에서 가장 만족하는 점은 무엇인가요?",
+      "type": "multi",
+      "order": "nominal",
+      "shown": 532,
+      "answered": 532,
       "hidden": false,
       "options": [
         {
-          "code": "none",
-          "label": "하지 않았어요",
-          "count": 268,
-          "share": 0.335
+          "code": "pay",
+          "label": "연봉",
+          "count": 109,
+          "share": 0.20488721804511278
         },
         {
-          "code": "browsed",
-          "label": "알아보기만 했어요",
-          "count": 192,
-          "share": 0.24
+          "code": "growth",
+          "label": "성장할 기회",
+          "count": 66,
+          "share": 0.12406015037593984
         },
         {
-          "code": "applied",
-          "label": "지원해 봤어요",
-          "count": 253,
-          "share": 0.31625
+          "code": "stability",
+          "label": "회사의 안정성",
+          "count": 75,
+          "share": 0.14097744360902256
         },
         {
-          "code": "moved",
-          "label": "지원해서 옮기거나 취업했어요",
-          "count": 87,
-          "share": 0.10875
-        }
-      ]
-    },
-    {
-      "id": "coding_test",
+          "code": "hours",
+          "label": "근무 시간과 워라밸",
+          "count": 30,
+          "share": 0.05639097744360902
+        },
+        {
+          "code": "flexible",
+          "label": "재택, 유연 근무",
+          "count": 120,
+          "share": 0.22556390977443608
+        },
+        {
+          "code": "culture",
+          "label": "동료와 조직 문화",
+          "count": 42,
+          "share": 0.07894736842105263
+        },
+        {
+          "code": "reputation",
+          "label": "회사 규모와 인지도",
+          "count": 84,
+          "share": 0.15789473684210525
+        },
+        {
+          "code": "commute",
+          "label": "출퇴근 거리",
+          "count": 21,
+          "share": 0.039473684210526314
+        },
+        {
+          "code": "domain",
+          "label": "서비스와 도메인",
+          "count": 25,
+          "share": 0.046992481203007516
+        },
+        {
+          "code": "tech",
+          "label": "기술 스택과 코드 품질",
+          "count": 85,
+          "share": 0.15977443609022557
+        },
+        {
+          "code": "leadership",
+          "label": "리더와 매니저",
+          "count": 27,
+          "share": 0.05075187969924812
+        },
+        {
+          "code": "evaluation",
+          "label": "평가와 승진",
+          "count": 42,
+          "share": 0.07894736842105263
+        },
+        {
+          "code": "other",
+          "label": "기타",
+          "count": 29,
+          "share": 0.05451127819548872
+        }
+      ]
+    },
+    {
+      "id": "job_pain",
       "sectionId": "career",
       "section": "커리어",
-      "label": "지난 1년 동안 채용 코딩 테스트를 몇 번 봤나요?",
+      "label": "지금 일하는 곳에서 가장 힘든 점은 무엇인가요?",
+      "type": "multi",
+      "order": "nominal",
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+          "code": "growth",
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+          "code": "hours",
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+          "code": "flexible",
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+        {
+          "code": "culture",
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+        {
+          "code": "reputation",
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+        {
+          "code": "commute",
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+        {
+          "code": "domain",
+          "label": "서비스와 도메인",
+          "count": 30,
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+        {
+          "code": "tech",
+          "label": "기술 스택과 코드 품질",
+          "count": 48,
+          "share": 0.09022556390977443
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+        {
+          "code": "leadership",
+          "label": "리더와 매니저",
+          "count": 56,
+          "share": 0.10526315789473684
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+        {
+          "code": "evaluation",
+          "label": "평가와 승진",
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+          "code": "other",
+          "label": "기타",
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+      ]
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+    {
+      "id": "first_job_route",
+      "sectionId": "career",
+      "section": "커리어",
+      "label": "첫 개발 일자리는 어떻게 구했나요?",
+      "type": "single",
+      "order": "nominal",
+      "shown": 556,
+      "answered": 556,
+      "hidden": false,
+      "options": [
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+          "code": "open_recruit",
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+          "code": "rolling",
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+        {
+          "code": "intern",
+          "label": "인턴에서 전환",
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+        {
+          "code": "referral",
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+          "count": 30,
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+        {
+          "code": "bootcamp",
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+        {
+          "code": "alt_service",
+          "label": "산업기능요원·전문연구요원",
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+        {
+          "code": "founder",
+          "label": "창업하거나 프리랜서로 시작",
+          "count": 42,
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+          "code": "other",
+          "label": "기타",
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+      ]
+    },
+    {
+      "id": "job_search",
+      "sectionId": "career",
+      "section": "커리어",
+      "label": "지난 1년 동안 이직이나 취업 준비를 해 봤나요?",
       "type": "single",
       "order": "ordinal",
       "shown": 800,
       "answered": 800,
       "hidden": false,
+      "options": [
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+          "code": "none",
+          "label": "하지 않았어요",
+          "count": 197,
+          "share": 0.24625
+        },
+        {
+          "code": "browsed",
+          "label": "알아보기만 했어요",
+          "count": 177,
+          "share": 0.22125
+        },
+        {
+          "code": "applied",
+          "label": "지원해 봤어요",
+          "count": 172,
+          "share": 0.215
+        },
+        {
+          "code": "moved",
+          "label": "지원해서 옮기거나 취업했어요",
+          "count": 254,
+          "share": 0.3175
+        }
+      ]
+    },
+    {
+      "id": "coding_test",
+      "sectionId": "career",
+      "section": "커리어",
+      "label": "지난 1년 동안 채용 코딩 테스트를 몇 번 봤나요?",
+      "type": "single",
+      "order": "ordinal",
+      "shown": 426,
+      "answered": 426,
+      "hidden": false,
       "options": [
         {
           "code": "0",
           "label": "보지 않았어요",
-          "count": 215,
-          "share": 0.26875
+          "count": 165,
+          "share": 0.3873239436619718
         },
         {
           "code": "1_2",
           "label": "1~2번",
-          "count": 148,
-          "share": 0.185
+          "count": 153,
+          "share": 0.3591549295774648
         },
         {
           "code": "3_5",
           "label": "3~5번",
-          "count": 207,
-          "share": 0.25875
+          "count": 35,
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         },
         {
           "code": "6_plus",
           "label": "6번 이상",
-          "count": 230,
-          "share": 0.2875
+          "count": 73,
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         }
       ]
     },
     {
-      "id": "coding_test_burden",
+      "id": "job_search_months",
       "sectionId": "career",
       "section": "커리어",
-      "label": "코딩 테스트 준비는 얼마나 부담됐나요?",
-      "type": "scale",
-      "shown": 585,
-      "answered": 585,
+      "label": "개발 일자리를 찾은 지 얼마나 됐나요?",
+      "type": "single",
+      "order": "ordinal",
+      "shown": 113,
+      "answered": 113,
       "hidden": false,
       "options": [
         {
-          "code": "1",
-          "label": "1",
-          "count": 39,
-          "share": 0.06666666666666667
+          "code": "lt_3",
+          "label": "3개월 미만",
+          "count": 28,
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         },
         {
-          "code": "2",
-          "label": "2",
-          "count": 96,
-          "share": 0.1641025641025641
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+          "label": "3~6개월",
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         {
-          "code": "3",
-          "label": "3",
-          "count": 167,
-          "share": 0.28547008547008546
+          "code": "6_12",
+          "label": "6~12개월",
+          "count": 18,
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         },
         {
-          "code": "4",
-          "label": "4",
-          "count": 165,
-          "share": 0.28205128205128205
+          "code": "12_plus",
+          "label": "1년 이상",
+          "count": 21,
+          "share": 0.18584070796460178
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+      ]
+    },
+    {
+      "id": "applications",
+      "sectionId": "career",
+      "section": "커리어",
+      "label": "지난 1년 동안 몇 곳에 지원했나요?",
+      "type": "single",
+      "order": "ordinal",
+      "shown": 113,
+      "answered": 113,
+      "hidden": false,
+      "options": [
+        {
+          "code": "0",
+          "label": "지원하지 않았어요",
+          "count": 40,
+          "share": 0.35398230088495575
         },
         {
-          "code": "5",
-          "label": "5",
-          "count": 118,
-          "share": 0.20170940170940171
+          "code": "1_9",
+          "label": "1~9곳",
+          "count": 25,
+          "share": 0.22123893805309736
+        },
+        {
+          "code": "10_29",
+          "label": "10~29곳",
+          "count": 22,
+          "share": 0.19469026548672566
+        },
+        {
+          "code": "30_99",
+          "label": "30~99곳",
+          "count": 12,
+          "share": 0.10619469026548672
+        },
+        {
+          "code": "100_plus",
+          "label": "100곳 이상",
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-      "mean": 3.388034188034188,
-      "scale": {
-        "min": "전혀 부담되지 않았어요",
-        "max": "아주 부담됐어요"
-      }
+      ]
+    },
+    {
+      "id": "job_search_hardest",
+      "sectionId": "career",
+      "section": "커리어",
+      "label": "일자리를 찾으면서 가장 어려운 점은 무엇인가요?",
+      "type": "multi",
+      "order": "nominal",
+      "shown": 113,
+      "answered": 113,
+      "hidden": false,
+      "options": [
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+          "code": "coding_test",
+          "label": "코딩 테스트",
+          "count": 31,
+          "share": 0.2743362831858407
+        },
+        {
+          "code": "experience_required",
+          "label": "경력을 요구하는 공고",
+          "count": 31,
+          "share": 0.2743362831858407
+        },
+        {
+          "code": "few_openings",
+          "label": "공고가 적어요",
+          "count": 33,
+          "share": 0.2920353982300885
+        },
+        {
+          "code": "interview",
+          "label": "면접",
+          "count": 25,
+          "share": 0.22123893805309736
+        },
+        {
+          "code": "portfolio",
+          "label": "포트폴리오, 이력서",
+          "count": 11,
+          "share": 0.09734513274336283
+        },
+        {
+          "code": "other",
+          "label": "기타",
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+          "share": 0.2920353982300885
+        }
+      ]
     },
     {
       "id": "company_criteria",
@@ -912,62 +1334,62 @@
         {
           "code": "pay",
           "label": "연봉",
-          "count": 295,
-          "share": 0.36875
+          "count": 242,
+          "share": 0.3025
         },
         {
           "code": "growth",
           "label": "성장할 기회",
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-          "share": 0.345
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         },
         {
           "code": "stability",
           "label": "회사의 안정성",
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-          "share": 0.12875
+          "count": 194,
+          "share": 0.2425
         },
         {
           "code": "hours",
           "label": "근무 시간과 워라밸",
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-          "share": 0.20625
+          "count": 194,
+          "share": 0.2425
         },
         {
           "code": "flexible",
           "label": "재택, 유연 근무",
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-          "share": 0.235
+          "count": 67,
+          "share": 0.08375
         },
         {
           "code": "culture",
           "label": "동료와 조직 문화",
-          "count": 97,
-          "share": 0.12125
+          "count": 60,
+          "share": 0.075
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         {
           "code": "reputation",
           "label": "회사 규모와 인지도",
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+          "count": 169,
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         },
         {
           "code": "commute",
           "label": "출퇴근 거리",
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-          "share": 0.1025
+          "count": 83,
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         },
         {
           "code": "domain",
           "label": "서비스와 도메인",
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-          "share": 0.105
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         },
         {
           "code": "other",
           "label": "기타",
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-          "share": 0.045
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       ]
     },
@@ -984,57 +1406,57 @@
       "options": [
         {
           "code": "stay",
-          "label": "지금 일하는 곳",
-          "count": 225,
-          "share": 0.28125
+          "label": "지금 일하는 곳에 남고 싶어요",
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+          "share": 0.13375
         },
         {
           "code": "large",
           "label": "대기업",
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-          "share": 0.1075
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         {
           "code": "midsize_small",
           "label": "중견·중소기업",
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-          "share": 0.15625
+          "count": 185,
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         },
         {
           "code": "startup",
           "label": "스타트업",
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-          "share": 0.04375
+          "count": 59,
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         },
         {
           "code": "public",
           "label": "공공기관·공기업",
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-          "share": 0.06125
+          "count": 124,
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         {
           "code": "foreign",
           "label": "외국계 기업",
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-          "share": 0.17625
+          "count": 96,
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         },
         {
           "code": "abroad",
           "label": "해외 회사",
-          "count": 28,
-          "share": 0.035
+          "count": 62,
+          "share": 0.0775
         },
         {
           "code": "independent",
           "label": "프리랜서, 창업",
-          "count": 66,
-          "share": 0.0825
+          "count": 37,
+          "share": 0.04625
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         {
           "code": "undecided",
           "label": "아직 모르겠어요",
-          "count": 45,
-          "share": 0.05625
+          "count": 34,
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       ]
     },
@@ -1052,44 +1474,233 @@
         {
           "code": "expertise",
           "label": "전문성이 부족한 것 같아요",
-          "count": 120,
-          "share": 0.15
+          "count": 335,
+          "share": 0.41875
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-          "share": 0.27
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           "code": "market",
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         {
           "code": "ai",
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           "code": "direction",
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         {
           "code": "balance",
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+      "id": "study_hours",
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+      "section": "성장",
+      "label": "업무나 수업 밖에서 개발 공부를 일주일에 몇 시간쯤 하나요?",
+      "type": "single",
+      "order": "ordinal",
+      "shown": 800,
+      "answered": 800,
+      "hidden": false,
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+          "label": "3~5시간",
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+        },
+        {
+          "code": "6_10",
+          "label": "6~10시간",
+          "count": 69,
+          "share": 0.08625
+        },
+        {
+          "code": "gt_10",
+          "label": "10시간 넘게",
+          "count": 95,
+          "share": 0.11875
+        }
+      ]
+    },
+    {
+      "id": "growth_activities",
+      "sectionId": "growth",
+      "section": "성장",
+      "label": "지난 1년 동안 성장을 위해 꾸준히 한 것은 무엇인가요?",
+      "type": "multi",
+      "order": "nominal",
+      "shown": 800,
+      "answered": 800,
+      "hidden": false,
+      "options": [
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+          "code": "reading",
+          "label": "책 읽기",
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+          "share": 0.255
+        },
+        {
+          "code": "writing",
+          "label": "블로그, 글쓰기",
+          "count": 265,
+          "share": 0.33125
+        },
+        {
+          "code": "study_group",
+          "label": "스터디 모임",
+          "count": 182,
+          "share": 0.2275
+        },
+        {
+          "code": "side_project",
+          "label": "사이드 프로젝트",
+          "count": 242,
+          "share": 0.3025
+        },
+        {
+          "code": "open_source",
+          "label": "오픈소스 기여",
+          "count": 182,
+          "share": 0.2275
+        },
+        {
+          "code": "conference",
+          "label": "컨퍼런스, 밋업",
+          "count": 69,
+          "share": 0.08625
+        },
+        {
+          "code": "algorithm",
+          "label": "알고리즘 문제 풀이",
+          "count": 133,
+          "share": 0.16625
+        },
+        {
+          "code": "none",
+          "label": "딱히 없어요",
+          "count": 63,
+          "share": 0.07875
+        },
+        {
+          "code": "other",
+          "label": "기타",
+          "count": 106,
+          "share": 0.1325
+        }
+      ]
+    },
+    {
+      "id": "learning_sources",
+      "sectionId": "growth",
+      "section": "성장",
+      "label": "새로운 기술이나 개발 소식은 주로 어디서 접하나요?",
+      "type": "multi",
+      "order": "nominal",
+      "shown": 800,
+      "answered": 800,
+      "hidden": false,
+      "options": [
+        {
+          "code": "course",
+          "label": "온라인 강의 (인프런, 유데미 등)",
+          "count": 154,
+          "share": 0.1925
+        },
+        {
+          "code": "youtube",
+          "label": "유튜브",
+          "count": 280,
+          "share": 0.35
+        },
+        {
+          "code": "podcast",
+          "label": "팟캐스트",
+          "count": 203,
+          "share": 0.25375
+        },
+        {
+          "code": "newsletter",
+          "label": "뉴스레터, 큐레이션 사이트 (GeekNews 등)",
+          "count": 89,
+          "share": 0.11125
+        },
+        {
+          "code": "tech_blog",
+          "label": "기업 기술 블로그",
+          "count": 169,
+          "share": 0.21125
+        },
+        {
+          "code": "official_docs",
+          "label": "공식 문서",
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+        {
+          "code": "social",
+          "label": "X, LinkedIn, Threads",
+          "count": 145,
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+        {
+          "code": "community",
+          "label": "개발 커뮤니티 (Discord, Slack, OKKY 등)",
+          "count": 67,
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+        {
+          "code": "ai",
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@@ -1097,242 +1708,480 @@
       "id": "main_language",
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-      "label": "지난 1년 동안 가장 많이 쓴 언어는 무엇인가요?",
-      "type": "single",
+      "label": "지난 1년 동안 가장 많이 쓴 언어는 무엇인가요?",
+      "type": "single",
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+      "shown": 800,
+      "answered": 800,
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       "section": "기술",
-      "label": "업무에서 어떤 클라우드를 쓰나요?",
-      "type": "multi",
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+      "sectionId": "ai",
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+      "label": "회사에서는 AI 코딩 도구를 어떻게 다루나요?",
+      "type": "single",
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+      "hidden": false,
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@@ -1350,136 +2199,359 @@
         {
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