給与 · スキル別の報酬と需要

スキル：報酬と採用需要

雇用主が実際に求めるスキル、給与レンジが公開された場合の支払額、職種ファミリーと国ごとの需要分布を追跡できます。

データの読み方
191 スキルを収録 · 133,565 件の求人 報酬の数値は、雇用主が給与レンジを明示した求人のみを集計しています。

結論

どのスキルの報酬が高く、雇用主は実際にどのスキルを採用しているのか。 追跡対象の 191 スキルについて、各ページではそのスキルを要件とする求人の割合、給与レンジが公開されている場合の雇用主明示の中央値、需要が集中する職種ファミリーと国を示しています。いずれも公開求人から再集計したものです。

データ基準日 · これらのスキル指標の算出方法

スキル別の報酬と需要の一覧

追跡対象スキルごとの求人数、求人に占める割合、雇用主明示の報酬中央値。

スキル 求人数 割合 報酬中央値（明示） 有効な給与レンジ
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

全スキルをA–Zで見る

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

追跡対象のすべてのスキルをアルファベット順に並べ、それぞれの求人数を併記しています。 スキル →

各スキルページは公開求人から生成され、上記の日付時点の内容です。 給与 → · 等級・レベル →