States
Alabama 445 Alaska 45 Arizona 640 Arkansas 444 California 15,318 Colorado 1,554 Connecticut 355 Delaware 130 District of Columbia 1,294 Florida 1,284 Georgia 1,083 Hawaii 135 Idaho 184 Illinois 1,836 Indiana 311 Iowa 290 Kansas 119 Kentucky 158 Louisiana 110 Maine 83 Maryland 1,640 Massachusetts 2,300 Michigan 703 Minnesota 395 Mississippi 93 Missouri 483 Montana 50 Nebraska 180 Nevada 201 New Hampshire 105 New Jersey 837 New Mexico 163 New York 6,653 North Carolina 1,218 North Dakota 76 Ohio 691 Oklahoma 191 Oregon 351 Pennsylvania 911 Rhode Island 95 South Carolina 203 South Dakota 60 Tennessee 282 Texas 3,614 Utah 462 Vermont 74 Virginia 3,691 Washington 2,740 West Virginia 77 Wisconsin 339 Wyoming 64
Cities
San Francisco Bay Area, CA 10,420 New York, NY 5,578 Washington, DC 3,604 Seattle, WA 2,125 Los Angeles, CA 2,026 Boston, MA 1,367 Austin, TX 1,184 Chicago, IL 1,145 Dallas–Fort Worth, TX 1,053 Denver, CO 803 Atlanta, GA 691 Raleigh–Durham, NC 484 San Diego, CA 434 Charlotte, NC 366 Phoenix, AZ 363 Houston, TX 256 Pittsburgh, PA 226 Miami, FL 209 Philadelphia, PA 166 Salt Lake City, UT 164 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,312 Product Manager 3,321 Engineering Manager 2,119 Project Manager 1,935 Program Manager 1,899 Data Scientist 1,583 Machine Learning Engineer 1,508 Security Engineer 1,428 Marketing Manager 1,379 Full Stack Developer 1,199 AI Engineer 1,069 DevOps Engineer 1,054 Data Engineer 908 Cybersecurity Analyst 847 IT Support Specialist 839 Backend Developer 802 Systems Administrator 756 Site Reliability Engineer 722 Graphic Designer 702 Data Analyst 672 Product Marketing Manager 604 Mobile Developer 593 Network Engineer 575 Business Analyst 558 Product Designer 528 Content Writer 518 QA Engineer 504 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 246 PPC Specialist 221 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 182 Marketing Analyst 174 Community Manager 171 Video Editor 103 Brand Manager 95 Creative Director 87 SEO Specialist 79 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 70 BI Developer 61 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,887 Machine learning 9,138 Product roadmapping 8,589 AWS 8,296 CI/CD 7,620 SQL 6,249 Kubernetes 6,131 LLMs 5,704 AI agents 5,354 C++ 5,122 Linux 5,054 Java 5,053 Azure 4,922 Distributed systems 4,720 Agile 4,680 Docker 4,293 Google Cloud 4,112 Git 4,096 TypeScript 3,906 Go 3,848 React 3,584 Terraform 3,331 JavaScript 3,305 Go-to-market 2,846 REST APIs 2,786 Jira 2,704 Test automation 2,654 PostgreSQL 2,487 Generative AI 2,473 C 2,437 Product strategy 2,422 Microservices 2,419 Incident response 2,392 Bash 2,236 Positioning & messaging 2,170 Excel 2,049 GitHub 1,894 Embedded systems 1,882 Node.js 1,842 Stakeholder management 1,760 Rust 1,751 Kafka 1,724 PyTorch 1,720 CRM 1,637 IAM 1,626 Product marketing 1,623 CompTIA certifications 1,611 Scrum 1,609 Spark 1,604 C# 1,603 Computer vision 1,557 Cryptography 1,513 Ansible 1,498 GitLab 1,468 Firmware 1,460 Android 1,450 Data modeling 1,449 Market research 1,440 Jenkins 1,392 PRDs 1,376 Deep learning 1,373 RAG 1,343 Data warehousing 1,332 iOS 1,322 Design systems 1,289 Confluence 1,274 PMP 1,271 NoSQL 1,254 ETL 1,224 OpenAI API 1,216 NIST 1,200 Vulnerability management 1,175 Google Workspace 1,169 Firewalls 1,168 Salesforce 1,162 HTML 1,155 Grafana 1,118 Databricks 1,095 Competitive analysis 1,088 CSS 1,086 Snowflake 1,085 TCP/IP 1,075 Tableau 1,056 Kotlin 1,029 DNS / DHCP 1,010 Power BI 997 PowerShell 992 Angular 980 CISSP 980 Prototyping 980 User stories 978 Figma 977 MLOps 959 TensorFlow 948 Scala 938 Prometheus 929 Brand marketing 897 GitHub Actions 887 SAP 880 R 862 A/B testing 862 Spring Boot 855 NLP 846 Active Directory 843 Prompt engineering 833 Web accessibility (WCAG) 830 Airflow 821 MySQL 818 User research 808 Zero Trust 807 Pricing strategy 802 Redis 793 Oracle 790 Elasticsearch 784 Demand generation 782 Sales enablement 762 RTOS 757 Reinforcement learning 756 Unix 753 SSO / SAML 749 OAuth 745 Splunk 737 GraphQL 729 Routing & switching 721 SOC 2 712 Vector databases 703 ServiceNow 697 VPN 694 MongoDB 685 Datadog 681 SQL Server 671 BigQuery 652 JUnit 649 Cisco 647 ITIL 644 CUDA 641 SIEM 635 SEO 635 Helm 634 .NET 620 VMware 620 Microsoft 365 619 CCNA / CCNP 617 HIPAA 611 Technical writing 606 gRPC 598 Serverless 591 Threat modeling 590 CloudFormation 585 Ruby 578 Microsoft Project 571 LangChain 569 Next.js 566 MATLAB 551 Budget management 548 Product analytics 541 Adobe Creative Cloud 540 FedRAMP 538 Content strategy 538 dbt 537 SAFe 535 Marketing automation 532 Email marketing 522 Jetpack Compose 518 Penetration testing 504 SharePoint 504 scikit-learn 493 ISO 27001 493 GIAC certifications 489 pandas 484 CMS 483 Argo CD 472 EDR 454 Windows Server 440 Looker 437 macOS 437 HubSpot 427 DynamoDB 423 Typography 416 Six Sigma 413 Vue.js 411 ELK Stack 409 Event marketing 405 FastAPI 402 OpenTelemetry 399 Chef / Puppet 387 Hadoop 375 Google Analytics 373 Photoshop 372 FPGA 370 Load testing 365 Video editing 363 React Native 361 Okta 359 Paid social 344 OpenShift 341 NumPy 336 Service mesh 335 Account-based marketing 335 SAST / DAST 331 Illustrator 330 Django 325 Redshift 324 Flink 320 CISM 312 Kanban 306 Intune / SCCM 305 Blockchain 304 Wireframing 291 SD-WAN 289 Hugging Face 286 GRC 284 OWASP 283 Motion graphics 282 RabbitMQ 277 Selenium 270 Swift 269 Perl 266 Ruby on Rails 263 ClickHouse 261 OKRs 257 Juniper 256 Playwright 255 Power Platform 246 Content marketing 243 Smartsheet 241 WebSockets 238 Cassandra 237 Unreal Engine 232 PPC 222 Google Ads 222 Wireshark 221 Flask 219 Pulumi 217 After Effects 209 Information architecture 207 Copywriting 207 PCI DSS 204 SageMaker 202 Canva 200 Redux 197 SOAR 194 Asana 194 Marketo 190 Premiere Pro 185 InDesign 182 Vertex AI 179 Notion 179 Tailwind CSS 176 Presto / Trino 173 Cypress 169 NetSuite 167 Hive 161 Kinesis 157 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 153 Jamf 151 Influencer marketing 148 PHP 147 Workday 146 pytest 142 Jest 141 OSCP 140 Zapier 140 SEM 135 Zendesk 133 monday.com 130 Shopify 128 WordPress 125 Conversion rate optimization 122 New Relic 119 Amplitude 115 jQuery 114 Cucumber 109 Verilog / VHDL 107 SwiftUI 104 Neo4j 103 Unity 102 Meta Ads 102 Jupyter 99 CapCut 99 XGBoost 97 Braze 97 SAS 95 Fivetran 93 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Google Search Console 86 Nginx 85 Social media tools 85 Sketch 84 HashiCorp Vault 81 Airtable 81 Blender 79 Keras 78 Informatica 76 D3.js 75 PCB design 74 Vite 70 Looker Studio 70 Webflow 69 Three.js 68 Firebase 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 67 LinkedIn Ads 67 Final Cut Pro 65 Flutter 63 Webpack 61 Iterable 59 Svelte 58 Qlik 56 Google Tag Manager 56 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 51 Miro 50 Klaviyo 50 UIKit 48 Maya 48 Appium 46 Objective-C 45 Cinema 4D 44 Sass 43 Lua 41 Adobe XD 35 Xcode 34 Markdown 34 Express.js 31 TikTok Ads 30 Dart 29 Haskell 29 Trello 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 11 Erlang 8 ZBrush 8 Stata 4
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