States
Alabama 429 Alaska 35 Arizona 630 Arkansas 337 California 15,700 Colorado 1,537 Connecticut 325 Delaware 132 District of Columbia 1,311 Florida 1,316 Georgia 1,111 Hawaii 132 Idaho 175 Illinois 1,853 Indiana 305 Iowa 272 Kansas 111 Kentucky 166 Louisiana 101 Maine 74 Maryland 1,634 Massachusetts 2,272 Michigan 676 Minnesota 398 Mississippi 89 Missouri 481 Montana 49 Nebraska 178 Nevada 195 New Hampshire 111 New Jersey 788 New Mexico 161 New York 6,834 North Carolina 1,164 North Dakota 63 Ohio 689 Oklahoma 175 Oregon 356 Pennsylvania 889 Rhode Island 85 South Carolina 189 South Dakota 53 Tennessee 282 Texas 3,746 Utah 461 Vermont 63 Virginia 3,721 Washington 2,769 West Virginia 65 Wisconsin 321 Wyoming 48
Cities
San Francisco Bay Area, CA 10,637 New York, NY 5,749 Washington, DC 3,649 Seattle, WA 2,162 Los Angeles, CA 2,113 Boston, MA 1,341 Austin, TX 1,244 Chicago, IL 1,153 Dallas–Fort Worth, TX 1,087 Denver, CO 794 Atlanta, GA 721 Raleigh–Durham, NC 488 San Diego, CA 420 Phoenix, AZ 352 Charlotte, NC 339 Houston, TX 260 Pittsburgh, PA 229 Miami, FL 222 Salt Lake City, UT 174 Philadelphia, PA 164 Detroit, MI 140 Minneapolis, MN 124 Baltimore, MD 101 Nashville, TN 59 Portland, OR 31
Role
Software Engineer 11,218 Product Manager 3,368 Engineering Manager 2,141 Program Manager 1,971 Project Manager 1,953 Data Scientist 1,524 Machine Learning Engineer 1,523 Security Engineer 1,479 Marketing Manager 1,420 Full Stack Developer 1,212 AI Engineer 1,116 DevOps Engineer 1,081 Data Engineer 887 IT Support Specialist 868 Cybersecurity Analyst 853 Backend Developer 794 Systems Administrator 767 Site Reliability Engineer 747 Graphic Designer 728 Data Analyst 640 Product Marketing Manager 633 Mobile Developer 580 Network Engineer 569 Product Designer 547 Business Analyst 540 Content Writer 527 QA Engineer 492 Growth Marketing Manager 356 Frontend Developer 336 Cloud Engineer 289 UX Designer 239 PPC Specialist 218 Social Media Manager 203 Email Marketing Specialist 199 Marketing Analyst 181 Community Manager 178 Digital Marketing Specialist 174 Video Editor 105 Creative Director 98 Brand Manager 88 SEO Specialist 79 Content Creator 77 Scrum Master 72 Influencer Marketing Manager 64 BI Developer 62 Art Director 52 Web Developer 46 Copywriter 45 Game Designer 33 Motion Designer 31 3D Artist 30 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,829 Machine learning 9,092 Product roadmapping 8,744 AWS 8,164 CI/CD 7,583 Kubernetes 6,125 SQL 6,097 LLMs 5,799 AI agents 5,526 Linux 5,172 C++ 5,152 Java 4,977 Azure 4,883 Distributed systems 4,824 Agile 4,555 Docker 4,244 Google Cloud 4,057 Git 4,046 Go 3,978 TypeScript 3,908 React 3,531 Terraform 3,348 JavaScript 3,219 Go-to-market 2,985 Test automation 2,681 REST APIs 2,655 Jira 2,654 Incident response 2,454 Product strategy 2,451 C 2,449 PostgreSQL 2,432 Generative AI 2,397 Microservices 2,362 Bash 2,275 Positioning & messaging 2,241 Excel 2,070 Embedded systems 1,899 GitHub 1,865 Rust 1,823 Node.js 1,810 Stakeholder management 1,722 PyTorch 1,716 CRM 1,683 Kafka 1,670 Product marketing 1,668 IAM 1,661 CompTIA certifications 1,585 Computer vision 1,574 Scrum 1,573 Cryptography 1,566 C# 1,558 Ansible 1,553 Spark 1,542 Firmware 1,522 GitLab 1,474 Market research 1,466 Android 1,438 Data modeling 1,427 RAG 1,344 Jenkins 1,339 Data warehousing 1,334 Deep learning 1,333 PMP 1,332 iOS 1,330 PRDs 1,328 Confluence 1,272 Design systems 1,265 NIST 1,220 OpenAI API 1,214 NoSQL 1,213 Salesforce 1,212 Firewalls 1,211 ETL 1,210 Vulnerability management 1,201 Google Workspace 1,121 Grafana 1,109 Competitive analysis 1,107 TCP/IP 1,100 HTML 1,094 DNS / DHCP 1,094 Snowflake 1,082 Databricks 1,080 Tableau 1,043 PowerShell 1,032 Kotlin 1,026 CSS 1,021 Power BI 996 Prototyping 994 CISSP 993 Scala 971 Angular 966 Figma 963 Prometheus 930 MLOps 929 GitHub Actions 909 Brand marketing 908 User stories 896 SAP 895 TensorFlow 892 Active Directory 870 Pricing strategy 855 A/B testing 844 Prompt engineering 826 Zero Trust 813 Web accessibility (WCAG) 804 Reinforcement learning 802 OAuth 791 Demand generation 791 Airflow 790 R 788 MySQL 778 NLP 775 Sales enablement 773 Spring Boot 771 User research 771 Redis 767 Unix 761 Oracle 760 RTOS 755 SSO / SAML 754 Elasticsearch 751 Routing & switching 745 SOC 2 725 VPN 715 Splunk 714 ServiceNow 702 GraphQL 688 Datadog 682 MongoDB 677 Cisco 670 Microsoft 365 657 ITIL 655 Vector databases 654 SQL Server 648 CUDA 647 VMware 637 .NET 636 SIEM 635 Technical writing 635 BigQuery 631 Helm 629 SEO 628 Threat modeling 627 Serverless 626 JUnit 621 CCNA / CCNP 619 HIPAA 607 gRPC 596 Microsoft Project 592 CloudFormation 587 Budget management 581 Ruby 563 Marketing automation 562 LangChain 560 Next.js 558 Adobe Creative Cloud 553 FedRAMP 552 MATLAB 546 SAFe 540 dbt 536 SharePoint 532 Content strategy 528 Penetration testing 523 Jetpack Compose 517 Email marketing 514 Product analytics 510 ISO 27001 508 GIAC certifications 500 Argo CD 481 CMS 469 macOS 463 EDR 457 pandas 456 Windows Server 452 scikit-learn 451 HubSpot 450 Six Sigma 445 OpenTelemetry 438 Typography 413 FastAPI 412 ELK Stack 411 Vue.js 409 DynamoDB 406 Chef / Puppet 404 Looker 402 Event marketing 399 Google Analytics 380 Okta 379 FPGA 377 Photoshop 369 Video editing 368 SAST / DAST 354 Load testing 351 React Native 349 Hadoop 348 Account-based marketing 347 Flink 340 OpenShift 335 Paid social 334 CISM 328 Illustrator 327 Intune / SCCM 322 Service mesh 319 NumPy 318 Redshift 312 SD-WAN 308 Django 306 OWASP 304 GRC 300 Blockchain 297 Kanban 293 Motion graphics 284 Hugging Face 276 RabbitMQ 268 ClickHouse 267 Juniper 261 Swift 260 Wireframing 258 Perl 256 Ruby on Rails 255 Playwright 254 OKRs 253 Smartsheet 250 Content marketing 245 Power Platform 243 Selenium 241 Unreal Engine 239 WebSockets 233 Pulumi 231 Wireshark 231 Google Ads 228 PPC 226 PCI DSS 212 Canva 211 Cassandra 209 Information architecture 207 After Effects 207 Copywriting 207 SOAR 205 Premiere Pro 199 Marketo 199 Flask 195 SageMaker 195 Asana 193 NetSuite 185 Redux 184 Vertex AI 179 Presto / Trino 176 InDesign 174 Notion 174 Cypress 169 Tailwind CSS 161 Cloudflare 157 Hive 152 Kinesis 151 Salesforce Marketing Cloud 151 Jamf 150 Influencer marketing 150 OSCP 145 Zapier 144 Postman 142 Workday 142 pytest 141 Zendesk 134 PHP 131 Shopify 131 SEM 130 Jest 127 WordPress 126 jQuery 116 Conversion rate optimization 114 Amplitude 112 New Relic 112 Cucumber 109 Meta Ads 109 Verilog / VHDL 109 monday.com 106 CapCut 105 Unity 105 Neo4j 103 SwiftUI 97 Jupyter 97 NestJS 93 Braze 92 WebGL 89 SEO tools 89 Fivetran 87 SAS 87 Programmatic advertising 86 Nginx 85 Blender 83 Google Search Console 83 HashiCorp Vault 82 XGBoost 81 Social media tools 80 VBA 78 Keras 78 Sketch 77 PCB design 77 Final Cut Pro 76 Informatica 75 Vite 73 Airtable 71 LinkedIn Ads 70 Looker Studio 69 Webflow 69 Flutter 67 Affiliate marketing 67 Mixpanel 66 D3.js 64 Three.js 63 Firebase 63 Adobe Analytics 62 Iterable 60 Webpack 59 Qlik 58 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Storybook 52 Miro 51 Klaviyo 51 Elixir 50 Maya 49 Citrix 48 Lua 47 Objective-C 45 Cinema 4D 42 UIKit 41 Sass 39 Appium 39 Haskell 33 Adobe XD 32 Dart 31 Markdown 31 Xcode 30 Trello 29 TikTok Ads 29 Express.js 27 Laravel 27 Mailchimp 27 TestRail 26 Alteryx 24 AP Style 24 Retool 24 Framer 21 SPSS 20 Substance 3D 19 Houdini 16 Solidity 14 Amazon Ads 14 Clojure 12 Erlang 9 ZBrush 9 Stata 3
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