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스킬: 보상과 채용 수요

고용주가 실제로 요구하는 스킬, 급여 범위가 공개될 때 지급하는 금액, 직무군과 국가별 수요 분포를 추적하세요.

데이터 읽는 법
191 개 스킬 수록 · 133,565 개 공개 채용 보상 수치는 고용주가 급여 범위를 명시한 공고만 집계합니다.

핵심 답변

어떤 스킬의 보상이 가장 높고, 고용주는 실제로 어떤 스킬을 채용하고 있는가? 추적 중인 191개 스킬 각각의 페이지에서 해당 스킬을 요구하는 공개 채용 비중, 급여 범위가 공개된 경우 고용주 명시 중위값, 수요가 집중된 직무군과 국가를 보여 줍니다. 모두 공개 채용 공고에서 다시 집계한 값입니다.

데이터 기준일 · 이 스킬 지표 계산 방식

스킬별 보상과 수요 한눈에 보기

추적 중인 스킬별 공개 채용 수, 공고 비중, 고용주 명시 보상 중위값.

스킬 공개 채용 비중 보상 중위값(명시) 유효 급여 범위
Python 9,587 7.2% $171,650 4,162
Excel 8,995 6.7% $97,500 3,072
SQL 7,329 5.5% $157,000 2,782
Roadmapping 7,155 5.4% $199,200 3,344
AWS 6,209 4.6% $175,000 2,395
LLM 5,050 3.8% $195,500 2,348
Agile 4,518 3.4% $138,100 1,288
CI/CD 4,458 3.3% $170,000 1,623
iOS 4,409 3.3% $140,000 1,242
Salesforce 4,046 3.0% $148,750 1,979
CRM 3,912 2.9% $108,160 1,426
Azure 3,892 2.9% $166,000 1,436
Procurement 3,892 2.9% $160,750 1,430
Supply Chain 3,817 2.9% $135,000 1,429
GCP 3,515 2.6% $179,500 1,526
Kubernetes 3,343 2.5% $184,500 1,519
Negotiation 3,225 2.4% $161,200 1,108
React 3,100 2.3% $180,450 1,047
Java 3,011 2.3% $150,000 1,062
Git 2,902 2.2% $154,800 1,043
Account Management 2,715 2.0% $136,000 1,183
A/B Testing 2,660 2.0% $187,500 1,220
TypeScript 2,594 1.9% $190,000 1,287
Payroll 2,523 1.9% $137,500 843
Linux 2,340 1.8% $159,000 840
JavaScript 2,286 1.7% $152,269 897
Docker 2,226 1.7% $160,000 751
C++ 2,062 1.5% $185,000 828
Führerschein 2,052 1.5% $50,859 568
Terraform 2,050 1.5% $177,550 818
Spark 2,039 1.5% $193,500 973
SAP 2,004 1.5% $129,600 451
Jira 1,912 1.4% $131,300 584
Databricks 1,890 1.4% $212,325 791
Patient Care 1,843 1.4% $93,600 602
REST 1,837 1.4% $132,118 467
Prototyping 1,674 1.3% $175,000 717
Power BI 1,364 1.0% $105,000 293
Oracle 1,255 0.9% $138,100 490
CAD 1,230 0.9% $120,000 401
Node.js 1,152 0.9% $169,890 419
Snowflake 1,143 0.9% $182,500 522
Figma 1,135 0.8% $175,000 382
Tableau 1,128 0.8% $129,600 438
Bash 1,113 0.8% $142,500 488
Design Systems 1,102 0.8% $191,500 429
SOC 2 1,095 0.8% $194,150 379
R 1,082 0.8% $103,800 569
Kafka 1,035 0.8% $194,000 429
Registered Nurse 999 0.7% $91,344 254
Android 946 0.7% $167,500 284
.NET 943 0.7% $145,000 171
Datadog 918 0.7% $169,358 492
Site Reliability 878 0.7% $187,500 314
Grafana 877 0.7% $169,484 405
HubSpot 862 0.6% $110,500 416
GDPR 852 0.6% $155,125 328
Lead Generation 847 0.6% $115,000 311
Rust 838 0.6% $210,000 395
MongoDB 826 0.6% $150,000 332
PyTorch 825 0.6% $222,500 302
Kotlin 823 0.6% $192,028 267
EMR/EHR 822 0.6% $125,000 403
Workday 793 0.6% $142,500 338
Financial Modeling 775 0.6% $170,000 348
FP&A 774 0.6% $158,891 376
ServiceNow 772 0.6% $157,500 280
HVAC 711 0.5% $64,480 249
IAM 706 0.5% $166,800 332
Vue 686 0.5% $125,050 154
Lean/Six Sigma 677 0.5% $105,000 300
First Aid 667 0.5% $45,760 257
NetSuite 666 0.5% $142,450 399
English C1+ 655 0.5% $54,238 90
ETL 650 0.5% $148,379 223
Prometheus 644 0.5% $170,000 290
Looker 641 0.5% $130,000 340
Prompt Engineering 635 0.5% $187,500 270
Cold Calling 632 0.5% $85,000 243
ISO 27001 627 0.5% $187,500 247
Rails 613 0.5% $183,500 176
Adobe Creative Suite 610 0.5% $125,000 210
Swift 607 0.5% $157,500 233
RAG 606 0.5% $190,000 231
OSHA 598 0.4% $74,880 211
Jenkins 578 0.4% $145,000 190
Angular 575 0.4% $135,000 141
Elasticsearch 575 0.4% $122,792 345
Ansible 569 0.4% $161,650 216
Forklift 566 0.4% $47,320 167
Airflow 562 0.4% $195,000 231
Plumbing 557 0.4% $60,000 240
TensorFlow 555 0.4% $205,000 151
MLOps 550 0.4% $216,104 181
Computer Vision 549 0.4% $175,000 231
GraphQL 546 0.4% $180,000 262
Redis 541 0.4% $202,500 214
BigQuery 538 0.4% $169,890 255
Ruby 517 0.4% $183,500 269
Scala 501 0.4% $213,750 214
Blockchain 495 0.4% $175,000 161
AML/KYC 492 0.4% $135,000 148
PHP 490 0.4% $17,152 169
Welding 474 0.4% $85,280 151
US GAAP 444 0.3% $150,000 202
Spring 440 0.3% $138,100 92
Serverless 439 0.3% $160,000 214
User Research 438 0.3% $180,500 234
Zendesk 420 0.3% $98,000 169
Project Management 416 0.3% $140,263 114
LangChain 401 0.3% $180,000 156
Go 392 0.3% $183,300 171
SEO 386 0.3% $112,500 139
MATLAB 379 0.3% $160,000 196
Reinforcement Learning 379 0.3% $275,000 223
Laravel 346 0.3% $187,000 5
Underwriting 334 0.3% $180,500 155
Clinical Trials 331 0.2% $150,000 157
IFRS 327 0.2% $100,000 62
Next.js 326 0.2% $197,050 115
Flask 320 0.2% $152,500 26
gRPC 316 0.2% $187,500 138
Zero Trust 313 0.2% $163,700 150
Google Analytics 312 0.2% $65,000 131
Google Ads 287 0.2% $82,500 112
Splunk 285 0.2% $164,500 137
Pandas 282 0.2% $163,000 106
Salesforce Apex 280 0.2% $152,500 186
Penetration Testing 275 0.2% $185,000 126
NLP 268 0.2% $170,500 154
SIEM 257 0.2% $161,650 130
React Native 247 0.2% $185,000 126
CDL 244 0.2% $60,000 47
DynamoDB 241 0.2% $160,000 108
FastAPI 231 0.2% $172,500 78
Redshift 230 0.2% $145,000 112
dbt 228 0.2% $170,000 103
scikit-learn 219 0.2% $176,500 79
Marketo 212 0.2% $145,000 128
Pharmacy 210 0.2% $80,163 44
Intercom 209 0.2% $143,200 74
Tailwind 201 0.2% $215,000 34
Django 199 0.1% $153,594 70
Flink 184 0.1% $213,000 82
Hadoop 180 0.1% $185,750 60
CNC 173 0.1% $91,166 76
Meta Ads 172 0.1% $72,500 53
ClickHouse 162 0.1% $205,000 93
Hugging Face 156 0.1% $205,000 55
NumPy 153 0.1% $83,200 73
Cryptography 148 0.1% $206,300 74
QuickBooks 138 0.1% $135,000 53
Pulumi 136 0.1% $175,000 71
Cassandra 132 0.1% $116,979 74
Perl 128 0.1% $164,000 28
Dart 109 0.1% $128,014 32
German C1+ 107 0.1% $53,564 11
PLC 99 0.1% $67,600 53
Product Analytics 95 0.1% $68,081 56
Sketch 95 0.1% $175,000 25
Salesloft 93 0.1% $95,000 38
Medical Coding 87 0.1% $107,500 51
Istio 84 0.1% $200,000 44
Dagster 81 0.1% $187,500 40
DATEV 80 0.1% $47,825 2
Objective-C 80 0.1% $102,121 45
Webpack 77 0.1% $70,894 47
Electrical Wiring 66 0.0% $80,000 13
French fluent 66 0.0% $56,265 6
Xero 64 0.0% $15,972 21
Contract Law 60 0.0% $154,000 19
Helm 60 0.0% $170,500 36
Electron 59 0.0% $130,000 14
Prefect 59 0.0% $156,700 37
Phlebotomy 52 0.0% $130,000 28
Nginx 49 0.0% $140,883 19
Neo4j 46 0.0% $220,300 9
VBA 40 0.0% $88,273 9
Gong 38 0.0% $148,298 18
HGB 36 0.0% $43,212 3
Pardot 35 0.0% $102,485 15
Svelte 35 0.0% $187,200 8
WebGL 31 0.0% $210,500 15
Elixir 29 0.0% $155,360 12
COBOL 25 0.0% $185,200 4
Three.js 18 0.0% $200,000 10
Haskell 17 0.0% $130,000 3
Outreach 14 0.0% $66,500 5
Solidity 12 0.0% $240,000 3
Clojure 11 0.0% $213,000 4
DuckDB 10 0.0% $98,865 2

전체 스킬 A–Z 보기

Python n=9,587 Excel n=8,995 SQL n=7,329 Roadmapping n=7,155 AWS n=6,209 LLM n=5,050 Agile n=4,518 CI/CD n=4,458 iOS n=4,409 Salesforce n=4,046 CRM n=3,912 Azure n=3,892 Procurement n=3,892 Supply Chain n=3,817 GCP n=3,515 Kubernetes n=3,343 Negotiation n=3,225 React n=3,100 Java n=3,011 Git n=2,902 Account Management n=2,715 A/B Testing n=2,660 TypeScript n=2,594 Payroll n=2,523 Linux n=2,340 JavaScript n=2,286 Docker n=2,226 C++ n=2,062 Führerschein n=2,052 Terraform n=2,050 Spark n=2,039 SAP n=2,004 Jira n=1,912 Databricks n=1,890 Patient Care n=1,843 REST n=1,837 Prototyping n=1,674 Power BI n=1,364 Oracle n=1,255 CAD n=1,230 Node.js n=1,152 Snowflake n=1,143 Figma n=1,135 Tableau n=1,128 Bash n=1,113 Design Systems n=1,102 SOC 2 n=1,095 R n=1,082 Kafka n=1,035 Registered Nurse n=999 Android n=946 .NET n=943 Datadog n=918 Site Reliability n=878 Grafana n=877 HubSpot n=862 GDPR n=852 Lead Generation n=847 Rust n=838 MongoDB n=826 PyTorch n=825 Kotlin n=823 EMR/EHR n=822 Workday n=793 Financial Modeling n=775 FP&A n=774 ServiceNow n=772 HVAC n=711 IAM n=706 Vue n=686 Lean/Six Sigma n=677 First Aid n=667 NetSuite n=666 English C1+ n=655 ETL n=650 Prometheus n=644 Looker n=641 Prompt Engineering n=635 Cold Calling n=632 ISO 27001 n=627 Rails n=613 Adobe Creative Suite n=610 Swift n=607 RAG n=606 OSHA n=598 Jenkins n=578 Angular n=575 Elasticsearch n=575 Ansible n=569 Forklift n=566 Airflow n=562 Plumbing n=557 TensorFlow n=555 MLOps n=550 Computer Vision n=549 GraphQL n=546 Redis n=541 BigQuery n=538 Ruby n=517 Scala n=501 Blockchain n=495 AML/KYC n=492 PHP n=490 Welding n=474 US GAAP n=444 Spring n=440 Serverless n=439 User Research n=438 Zendesk n=420 Project Management n=416 LangChain n=401 Go n=392 SEO n=386 MATLAB n=379 Reinforcement Learning n=379 Laravel n=346 Underwriting n=334 Clinical Trials n=331 IFRS n=327 Next.js n=326 Flask n=320 gRPC n=316 Zero Trust n=313 Google Analytics n=312 Google Ads n=287 Splunk n=285 Pandas n=282 Salesforce Apex n=280 Penetration Testing n=275 NLP n=268 SIEM n=257 React Native n=247 CDL n=244 DynamoDB n=241 FastAPI n=231 Redshift n=230 dbt n=228 scikit-learn n=219 Marketo n=212 Pharmacy n=210 Intercom n=209 Tailwind n=201 Django n=199 Flink n=184 Hadoop n=180 CNC n=173 Meta Ads n=172 ClickHouse n=162 Hugging Face n=156 NumPy n=153 Cryptography n=148 QuickBooks n=138 Pulumi n=136 Cassandra n=132 Perl n=128 Dart n=109 German C1+ n=107 PLC n=99 Product Analytics n=95 Sketch n=95 Salesloft n=93 Medical Coding n=87 Istio n=84 Dagster n=81 DATEV n=80 Objective-C n=80 Webpack n=77 Electrical Wiring n=66 French fluent n=66 Xero n=64 Contract Law n=60 Helm n=60 Electron n=59 Prefect n=59 Phlebotomy n=52 Nginx n=49 Neo4j n=46 VBA n=40 Gong n=38 HGB n=36 Pardot n=35 Svelte n=35 WebGL n=31 Elixir n=29 COBOL n=25 Three.js n=18 Haskell n=17 Outreach n=14 Solidity n=12 Clojure n=11 DuckDB n=10

추적 중인 모든 스킬을 알파벳순으로 정리하고 각 스킬의 공개 채용 수를 함께 표시합니다. 스킬 →

각 스킬 페이지는 공개 채용 공고로 생성되며 위 날짜 기준으로 갱신됩니다. 급여 → · 직급 체계 →