States
Alabama 441 Alaska 44 Arizona 625 Arkansas 385 California 15,134 Colorado 1,550 Connecticut 360 Delaware 130 District of Columbia 1,293 Florida 1,290 Georgia 1,062 Hawaii 131 Idaho 188 Illinois 1,832 Indiana 317 Iowa 292 Kansas 120 Kentucky 165 Louisiana 108 Maine 86 Maryland 1,626 Massachusetts 2,267 Michigan 702 Minnesota 400 Mississippi 94 Missouri 477 Montana 52 Nebraska 178 Nevada 198 New Hampshire 108 New Jersey 807 New Mexico 161 New York 6,594 North Carolina 1,201 North Dakota 81 Ohio 677 Oklahoma 196 Oregon 348 Pennsylvania 905 Rhode Island 98 South Carolina 199 South Dakota 62 Tennessee 273 Texas 3,597 Utah 461 Vermont 79 Virginia 3,639 Washington 2,724 West Virginia 77 Wisconsin 344 Wyoming 67
Cities
San Francisco Bay Area, CA 10,249 New York, NY 5,522 Washington, DC 3,556 Seattle, WA 2,102 Los Angeles, CA 2,012 Boston, MA 1,349 Austin, TX 1,178 Chicago, IL 1,143 Dallas–Fort Worth, TX 1,023 Denver, CO 796 Atlanta, GA 681 Raleigh–Durham, NC 485 San Diego, CA 428 Phoenix, AZ 353 Charlotte, NC 353 Houston, TX 262 Pittsburgh, PA 226 Miami, FL 211 Philadelphia, PA 167 Salt Lake City, UT 164 Detroit, MI 143 Minneapolis, MN 123 Baltimore, MD 98 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,172 Product Manager 3,270 Engineering Manager 2,086 Project Manager 1,926 Program Manager 1,885 Data Scientist 1,545 Machine Learning Engineer 1,503 Security Engineer 1,436 Marketing Manager 1,340 Full Stack Developer 1,195 AI Engineer 1,060 DevOps Engineer 1,045 Data Engineer 890 Cybersecurity Analyst 841 IT Support Specialist 823 Backend Developer 797 Systems Administrator 740 Site Reliability Engineer 721 Graphic Designer 691 Data Analyst 666 Product Marketing Manager 608 Mobile Developer 592 Network Engineer 563 Business Analyst 560 Product Designer 520 Content Writer 503 QA Engineer 497 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 301 UX Designer 248 PPC Specialist 214 Email Marketing Specialist 204 Social Media Manager 199 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 171 Video Editor 95 Brand Manager 92 Creative Director 83 SEO Specialist 80 Content Creator 75 Scrum Master 71 Influencer Marketing Manager 68 BI Developer 63 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,642 Machine learning 9,084 Product roadmapping 8,519 AWS 8,211 CI/CD 7,433 SQL 6,089 Kubernetes 6,019 LLMs 5,644 AI agents 5,224 C++ 5,066 Linux 5,018 Java 4,913 Azure 4,855 Distributed systems 4,695 Agile 4,613 Docker 4,208 Google Cloud 4,057 Git 3,973 TypeScript 3,846 Go 3,824 React 3,556 Terraform 3,297 JavaScript 3,209 Go-to-market 2,822 REST APIs 2,668 Jira 2,650 Test automation 2,570 PostgreSQL 2,463 C 2,447 Generative AI 2,410 Product strategy 2,383 Incident response 2,364 Microservices 2,361 Bash 2,183 Positioning & messaging 2,147 Excel 2,032 Embedded systems 1,883 GitHub 1,838 Node.js 1,826 Stakeholder management 1,766 Rust 1,715 PyTorch 1,706 Kafka 1,687 CRM 1,627 Product marketing 1,605 IAM 1,585 CompTIA certifications 1,575 Scrum 1,575 Spark 1,564 C# 1,550 Computer vision 1,549 Cryptography 1,492 Ansible 1,471 Firmware 1,468 GitLab 1,467 Data modeling 1,439 Market research 1,427 Android 1,415 Deep learning 1,363 Jenkins 1,341 PRDs 1,331 RAG 1,313 iOS 1,303 Data warehousing 1,303 Design systems 1,262 PMP 1,257 Confluence 1,245 NoSQL 1,233 ETL 1,215 OpenAI API 1,205 NIST 1,189 Vulnerability management 1,173 Salesforce 1,167 Google Workspace 1,162 Firewalls 1,152 HTML 1,140 Grafana 1,091 Competitive analysis 1,077 Databricks 1,073 Snowflake 1,072 CSS 1,070 TCP/IP 1,060 Tableau 1,035 Kotlin 1,006 DNS / DHCP 998 PowerShell 988 Angular 978 CISSP 976 Power BI 975 Prototyping 965 Figma 963 MLOps 949 TensorFlow 940 Scala 917 Prometheus 907 User stories 901 GitHub Actions 881 SAP 874 Brand marketing 873 R 857 Web accessibility (WCAG) 853 A/B testing 845 Prompt engineering 837 NLP 836 Active Directory 830 Zero Trust 807 Spring Boot 806 Airflow 802 User research 799 Redis 792 Pricing strategy 787 MySQL 781 Demand generation 779 Elasticsearch 770 Oracle 768 Sales enablement 765 RTOS 758 Reinforcement learning 751 Unix 748 SSO / SAML 727 OAuth 719 GraphQL 718 SOC 2 714 Routing & switching 700 Vector databases 695 ServiceNow 692 Splunk 690 MongoDB 682 VPN 681 Datadog 669 SQL Server 656 ITIL 655 Cisco 641 SIEM 637 CUDA 636 .NET 631 Helm 628 SEO 628 BigQuery 622 Microsoft 365 620 JUnit 611 VMware 609 HIPAA 606 CCNA / CCNP 604 Serverless 593 gRPC 592 Microsoft Project 588 Threat modeling 586 Technical writing 585 CloudFormation 581 Ruby 571 Next.js 566 LangChain 555 FedRAMP 545 dbt 541 MATLAB 539 SAFe 534 Marketing automation 532 Budget management 532 Product analytics 528 Content strategy 526 Adobe Creative Cloud 525 Email marketing 521 Jetpack Compose 514 Penetration testing 501 SharePoint 501 GIAC certifications 495 ISO 27001 493 scikit-learn 482 CMS 479 pandas 469 Argo CD 469 EDR 456 macOS 441 Windows Server 434 Looker 431 HubSpot 424 Vue.js 417 DynamoDB 417 ELK Stack 408 Event marketing 407 Typography 402 Six Sigma 399 FastAPI 398 OpenTelemetry 391 Chef / Puppet 388 Google Analytics 372 Photoshop 369 FPGA 368 React Native 350 Hadoop 346 Video editing 346 Okta 345 Load testing 344 SAST / DAST 337 Paid social 333 Django 331 OpenShift 330 Illustrator 329 Account-based marketing 328 NumPy 326 Service mesh 326 Redshift 313 Flink 305 Blockchain 301 CISM 300 Intune / SCCM 298 Kanban 293 SD-WAN 289 OWASP 289 Hugging Face 281 Motion graphics 277 GRC 275 Wireframing 273 RabbitMQ 271 Perl 262 Juniper 261 Swift 258 OKRs 256 Playwright 254 Ruby on Rails 253 ClickHouse 251 Selenium 251 Smartsheet 240 Content marketing 239 WebSockets 235 Power Platform 233 Unreal Engine 227 Wireshark 222 PPC 222 Flask 220 Pulumi 220 Google Ads 220 Cassandra 215 After Effects 206 Copywriting 204 Information architecture 201 SageMaker 200 PCI DSS 199 SOAR 198 Canva 197 Asana 192 Redux 190 Marketo 190 Notion 181 InDesign 180 Premiere Pro 179 Tailwind CSS 176 Vertex AI 172 NetSuite 171 Cypress 166 Presto / Trino 165 Cloudflare 158 Kinesis 157 Salesforce Marketing Cloud 152 Workday 149 PHP 148 Influencer marketing 148 OSCP 147 Hive 146 Jamf 144 Zapier 143 Postman 137 pytest 135 Zendesk 134 SEM 133 Jest 128 Shopify 126 WordPress 122 New Relic 117 Conversion rate optimization 116 Amplitude 115 jQuery 111 Verilog / VHDL 108 monday.com 103 Cucumber 102 Neo4j 100 Jupyter 99 CapCut 99 Meta Ads 99 SwiftUI 97 XGBoost 96 Braze 96 Fivetran 95 Unity 95 SEO tools 93 SAS 92 Google Search Console 89 WebGL 88 NestJS 87 Programmatic advertising 87 Nginx 85 VBA 83 Sketch 83 Social media tools 82 Keras 79 HashiCorp Vault 79 Blender 76 Airtable 75 Vite 74 PCB design 74 Informatica 72 D3.js 71 Looker Studio 69 Affiliate marketing 68 Webflow 67 LinkedIn Ads 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 62 Firebase 62 Iterable 60 Webpack 59 Final Cut Pro 58 Svelte 56 Google Tag Manager 55 Citrix 52 Storybook 51 Qlik 51 Elixir 50 Klaviyo 50 DaVinci Resolve 48 Appium 46 Miro 46 Cinema 4D 46 Maya 45 Objective-C 44 UIKit 44 Lua 42 Sass 40 Markdown 37 Adobe XD 35 Xcode 32 Express.js 31 Trello 31 Haskell 30 Alteryx 29 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 SPSS 23 Framer 23 Retool 23 AP Style 22 Substance 3D 18 Solidity 17 Amazon Ads 14 Houdini 10 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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