薪酬基準 · 技能薪酬與需求

技能：薪酬與招募需求

追蹤雇主真正要求的技能、在公布薪資區間時的實際出價，以及需求在職能族與國家之間的分佈。

如何解讀這些資料
191 項技能已收錄 · 133,549 個開放職缺 薪酬數據僅統計雇主明示薪資區間的職缺。

直接回答

哪些技能薪酬最高，雇主真正在招募的是哪些？ 在已收錄的 191 項技能中，每個頁面都呈現要求該技能的開放職缺佔比、雇主明示的薪酬中位數（若有區間），以及需求集中的職能族與國家——全部由公開招聘職缺重建。

資料截至 · 這些技能數據如何計算

技能薪酬與需求一覽

每項技能的開放職缺數、職缺佔比與雇主明示薪酬中位數。

技能 開放職缺 佔比 薪酬中位數（明示） 有效薪資區間
Python 9,587 7.2% $171,750 4,164
Excel 9,003 6.7% $97,500 3,080
SQL 7,324 5.5% $157,000 2,781
Roadmapping 7,151 5.4% $199,500 3,340
AWS 6,210 4.6% $174,960 2,393
LLM 5,045 3.8% $195,500 2,345
Agile 4,513 3.4% $138,100 1,283
CI/CD 4,455 3.3% $170,000 1,622
iOS 4,411 3.3% $140,000 1,242
Salesforce 4,044 3.0% $148,750 1,976
CRM 3,905 2.9% $107,920 1,426
Azure 3,894 2.9% $166,000 1,434
Procurement 3,893 2.9% $160,750 1,429
Supply Chain 3,812 2.9% $135,000 1,426
GCP 3,515 2.6% $179,500 1,524
Kubernetes 3,343 2.5% $183,676 1,517
Negotiation 3,223 2.4% $160,000 1,106
React 3,097 2.3% $180,500 1,044
Java 3,014 2.3% $150,546 1,064
Git 2,902 2.2% $154,800 1,044
Account Management 2,710 2.0% $135,000 1,178
A/B Testing 2,658 2.0% $187,500 1,219
TypeScript 2,591 1.9% $190,000 1,284
Payroll 2,517 1.9% $140,000 840
Linux 2,347 1.8% $160,000 846
JavaScript 2,286 1.7% $152,352 897
Docker 2,227 1.7% $160,000 751
C++ 2,062 1.5% $185,000 828
Führerschein 2,052 1.5% $50,674 570
Terraform 2,049 1.5% $177,550 818
Spark 2,038 1.5% $193,500 972
SAP 2,002 1.5% $129,600 450
Jira 1,911 1.4% $131,300 584
Databricks 1,888 1.4% $212,325 791
Patient Care 1,841 1.4% $95,000 600
REST 1,836 1.4% $132,118 467
Prototyping 1,673 1.3% $175,000 717
Power BI 1,361 1.0% $106,080 292
Oracle 1,255 0.9% $138,100 490
CAD 1,230 0.9% $120,000 401
Node.js 1,150 0.9% $169,890 417
Snowflake 1,141 0.9% $182,500 522
Figma 1,133 0.8% $175,000 382
Tableau 1,125 0.8% $129,700 437
Bash 1,113 0.8% $142,500 488
Design Systems 1,099 0.8% $191,500 427
SOC 2 1,094 0.8% $194,150 379
R 1,081 0.8% $103,766 572
Kafka 1,034 0.8% $194,000 429
Registered Nurse 992 0.7% $91,344 254
Android 947 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 874 0.7% $169,358 402
HubSpot 862 0.6% $110,500 415
GDPR 848 0.6% $155,125 326
Lead Generation 845 0.6% $115,000 310
Rust 838 0.6% $210,000 395
MongoDB 825 0.6% $150,000 332
PyTorch 825 0.6% $222,500 302
Kotlin 823 0.6% $192,028 267
EMR/EHR 821 0.6% $125,000 402
Workday 793 0.6% $142,500 338
Financial Modeling 774 0.6% $170,000 348
FP&A 773 0.6% $158,891 376
ServiceNow 770 0.6% $157,500 276
HVAC 713 0.5% $61,360 251
IAM 708 0.5% $166,800 333
Lean/Six Sigma 676 0.5% $105,000 300
Vue 675 0.5% $129,231 153
First Aid 669 0.5% $45,760 259
NetSuite 663 0.5% $142,000 396
English C1+ 655 0.5% $54,238 90
ETL 649 0.5% $148,379 223
Prometheus 644 0.5% $170,000 289
Looker 640 0.5% $130,000 340
Prompt Engineering 634 0.5% $187,500 270
Cold Calling 632 0.5% $85,000 242
ISO 27001 625 0.5% $187,500 247
Rails 613 0.5% $183,500 176
Adobe Creative Suite 609 0.5% $125,000 210
Swift 605 0.5% $157,500 233
RAG 603 0.5% $187,500 230
OSHA 596 0.4% $74,880 210
Jenkins 579 0.4% $145,000 191
Angular 575 0.4% $135,000 141
Elasticsearch 574 0.4% $122,792 345
Ansible 572 0.4% $160,000 218
Forklift 567 0.4% $47,320 168
Airflow 561 0.4% $195,000 231
Plumbing 560 0.4% $58,754 242
TensorFlow 555 0.4% $205,000 151
MLOps 549 0.4% $216,104 181
Computer Vision 548 0.4% $175,000 231
GraphQL 545 0.4% $180,000 261
Redis 541 0.4% $202,500 214
BigQuery 534 0.4% $168,935 254
Ruby 518 0.4% $183,500 269
Scala 501 0.4% $213,750 214
Blockchain 495 0.4% $175,000 161
AML/KYC 493 0.4% $135,000 148
PHP 490 0.4% $17,152 169
Welding 474 0.4% $85,280 151
US GAAP 443 0.3% $150,000 202
Serverless 440 0.3% $160,000 214
Spring 440 0.3% $138,100 92
User Research 435 0.3% $180,500 233
Zendesk 420 0.3% $98,000 169
Project Management 415 0.3% $140,263 113
LangChain 401 0.3% $180,000 156
Go 389 0.3% $185,000 168
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 335 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 310 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 266 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 240 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 149 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 85 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 65 0.0% $56,265 6
Xero 65 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 47 0.0% $220,300 10
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

依字母瀏覽全部技能

Python n=9,587 Excel n=9,003 SQL n=7,324 Roadmapping n=7,151 AWS n=6,210 LLM n=5,045 Agile n=4,513 CI/CD n=4,455 iOS n=4,411 Salesforce n=4,044 CRM n=3,905 Azure n=3,894 Procurement n=3,893 Supply Chain n=3,812 GCP n=3,515 Kubernetes n=3,343 Negotiation n=3,223 React n=3,097 Java n=3,014 Git n=2,902 Account Management n=2,710 A/B Testing n=2,658 TypeScript n=2,591 Payroll n=2,517 Linux n=2,347 JavaScript n=2,286 Docker n=2,227 C++ n=2,062 Führerschein n=2,052 Terraform n=2,049 Spark n=2,038 SAP n=2,002 Jira n=1,911 Databricks n=1,888 Patient Care n=1,841 REST n=1,836 Prototyping n=1,673 Power BI n=1,361 Oracle n=1,255 CAD n=1,230 Node.js n=1,150 Snowflake n=1,141 Figma n=1,133 Tableau n=1,125 Bash n=1,113 Design Systems n=1,099 SOC 2 n=1,094 R n=1,081 Kafka n=1,034 Registered Nurse n=992 Android n=947 .NET n=943 Datadog n=918 Site Reliability n=878 Grafana n=874 HubSpot n=862 GDPR n=848 Lead Generation n=845 Rust n=838 MongoDB n=825 PyTorch n=825 Kotlin n=823 EMR/EHR n=821 Workday n=793 Financial Modeling n=774 FP&A n=773 ServiceNow n=770 HVAC n=713 IAM n=708 Lean/Six Sigma n=676 Vue n=675 First Aid n=669 NetSuite n=663 English C1+ n=655 ETL n=649 Prometheus n=644 Looker n=640 Prompt Engineering n=634 Cold Calling n=632 ISO 27001 n=625 Rails n=613 Adobe Creative Suite n=609 Swift n=605 RAG n=603 OSHA n=596 Jenkins n=579 Angular n=575 Elasticsearch n=574 Ansible n=572 Forklift n=567 Airflow n=561 Plumbing n=560 TensorFlow n=555 MLOps n=549 Computer Vision n=548 GraphQL n=545 Redis n=541 BigQuery n=534 Ruby n=518 Scala n=501 Blockchain n=495 AML/KYC n=493 PHP n=490 Welding n=474 US GAAP n=443 Serverless n=440 Spring n=440 User Research n=435 Zendesk n=420 Project Management n=415 LangChain n=401 Go n=389 SEO n=386 MATLAB n=379 Reinforcement Learning n=379 Laravel n=346 Underwriting n=335 Clinical Trials n=331 IFRS n=327 Next.js n=326 Flask n=320 gRPC n=316 Zero Trust n=313 Google Analytics n=310 Google Ads n=287 Splunk n=285 Pandas n=282 Salesforce Apex n=280 Penetration Testing n=275 NLP n=266 SIEM n=257 React Native n=247 CDL n=244 DynamoDB n=240 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=149 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=85 Dagster n=81 DATEV n=80 Objective-C n=80 Webpack n=77 Electrical Wiring n=66 French fluent n=65 Xero n=65 Contract Law n=60 Helm n=60 Electron n=59 Prefect n=59 Phlebotomy n=52 Nginx n=49 Neo4j n=47 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

所有已收錄技能依字母排列，並標註其對應的開放職缺數。 技能 →

每個技能頁面均由公開招聘職缺產生，並依上方日期更新。 薪酬基準 → · 職級體系 →