States
Alabama 442 Alaska 44 Arizona 628 Arkansas 387 California 15,136 Colorado 1,556 Connecticut 360 Delaware 129 District of Columbia 1,294 Florida 1,295 Georgia 1,062 Hawaii 131 Idaho 192 Illinois 1,834 Indiana 316 Iowa 292 Kansas 120 Kentucky 165 Louisiana 108 Maine 86 Maryland 1,633 Massachusetts 2,265 Michigan 702 Minnesota 404 Mississippi 95 Missouri 476 Montana 52 Nebraska 178 Nevada 198 New Hampshire 109 New Jersey 805 New Mexico 161 New York 6,599 North Carolina 1,204 North Dakota 81 Ohio 677 Oklahoma 194 Oregon 349 Pennsylvania 903 Rhode Island 99 South Carolina 199 South Dakota 62 Tennessee 273 Texas 3,601 Utah 461 Vermont 79 Virginia 3,637 Washington 2,728 West Virginia 77 Wisconsin 345 Wyoming 67
Cities
San Francisco Bay Area, CA 10,254 New York, NY 5,525 Washington, DC 3,556 Seattle, WA 2,106 Los Angeles, CA 2,014 Boston, MA 1,347 Austin, TX 1,179 Chicago, IL 1,143 Dallas–Fort Worth, TX 1,028 Denver, CO 801 Atlanta, GA 680 Raleigh–Durham, NC 485 San Diego, CA 427 Charlotte, NC 358 Phoenix, AZ 356 Houston, TX 262 Pittsburgh, PA 226 Miami, FL 211 Philadelphia, PA 167 Salt Lake City, UT 163 Detroit, MI 143 Minneapolis, MN 127 Baltimore, MD 98 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,178 Product Manager 3,274 Engineering Manager 2,085 Project Manager 1,924 Program Manager 1,885 Data Scientist 1,546 Machine Learning Engineer 1,503 Security Engineer 1,435 Marketing Manager 1,342 Full Stack Developer 1,195 AI Engineer 1,062 DevOps Engineer 1,045 Data Engineer 895 Cybersecurity Analyst 843 IT Support Specialist 826 Backend Developer 799 Systems Administrator 743 Site Reliability Engineer 720 Graphic Designer 690 Data Analyst 666 Product Marketing Manager 607 Mobile Developer 590 Business Analyst 562 Network Engineer 562 Product Designer 521 Content Writer 502 QA Engineer 497 Growth Marketing Manager 351 Frontend Developer 339 Cloud Engineer 301 UX Designer 249 PPC Specialist 214 Email Marketing Specialist 203 Social Media Manager 199 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 171 Video Editor 95 Brand Manager 92 Creative Director 85 SEO Specialist 80 Content Creator 75 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 62 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 14,659 Machine learning 9,081 Product roadmapping 8,513 AWS 8,209 CI/CD 7,432 SQL 6,088 Kubernetes 6,013 LLMs 5,636 AI agents 5,226 C++ 5,067 Linux 5,011 Java 4,918 Azure 4,858 Distributed systems 4,694 Agile 4,613 Docker 4,199 Google Cloud 4,057 Git 3,972 TypeScript 3,846 Go 3,822 React 3,555 Terraform 3,295 JavaScript 3,210 Go-to-market 2,814 REST APIs 2,666 Jira 2,653 Test automation 2,568 PostgreSQL 2,462 C 2,447 Generative AI 2,413 Product strategy 2,387 Microservices 2,364 Incident response 2,363 Bash 2,189 Positioning & messaging 2,142 Excel 2,033 Embedded systems 1,882 GitHub 1,840 Node.js 1,822 Stakeholder management 1,760 Rust 1,715 PyTorch 1,703 Kafka 1,688 CRM 1,627 Product marketing 1,602 IAM 1,583 Scrum 1,575 CompTIA certifications 1,573 Spark 1,562 C# 1,551 Computer vision 1,544 Cryptography 1,492 Ansible 1,474 Firmware 1,466 GitLab 1,464 Data modeling 1,435 Market research 1,426 Android 1,414 Deep learning 1,363 Jenkins 1,342 PRDs 1,335 RAG 1,315 Data warehousing 1,305 iOS 1,302 Design systems 1,262 PMP 1,256 Confluence 1,250 NoSQL 1,236 ETL 1,216 OpenAI API 1,205 NIST 1,188 Vulnerability management 1,174 Salesforce 1,166 Google Workspace 1,162 Firewalls 1,151 HTML 1,137 Grafana 1,088 Databricks 1,076 Competitive analysis 1,076 Snowflake 1,073 CSS 1,069 TCP/IP 1,060 Tableau 1,035 Kotlin 1,007 DNS / DHCP 997 PowerShell 988 Angular 980 CISSP 976 Power BI 975 Prototyping 965 Figma 963 MLOps 948 TensorFlow 938 Scala 917 User stories 908 Prometheus 906 GitHub Actions 875 SAP 874 Brand marketing 872 R 857 Web accessibility (WCAG) 854 A/B testing 845 NLP 838 Prompt engineering 836 Active Directory 832 Spring Boot 809 Zero Trust 803 User research 802 Airflow 799 Redis 793 Pricing strategy 782 MySQL 779 Demand generation 777 Elasticsearch 770 Oracle 766 Sales enablement 763 RTOS 762 Unix 750 Reinforcement learning 748 SSO / SAML 728 OAuth 721 GraphQL 719 SOC 2 712 Routing & switching 699 Vector databases 694 Splunk 692 ServiceNow 692 MongoDB 683 VPN 679 Datadog 669 SQL Server 655 ITIL 654 Cisco 640 SIEM 638 CUDA 635 .NET 631 Helm 628 SEO 628 BigQuery 621 Microsoft 365 620 JUnit 614 VMware 610 CCNA / CCNP 603 HIPAA 603 gRPC 592 Serverless 592 Microsoft Project 586 Threat modeling 585 Technical writing 585 CloudFormation 578 Ruby 570 Next.js 566 LangChain 555 FedRAMP 543 MATLAB 541 dbt 539 SAFe 538 Marketing automation 532 Budget management 530 Product analytics 528 Content strategy 526 Adobe Creative Cloud 525 Email marketing 521 Jetpack Compose 513 Penetration testing 500 SharePoint 500 GIAC certifications 497 ISO 27001 491 scikit-learn 482 CMS 479 pandas 469 Argo CD 465 EDR 458 macOS 439 Windows Server 435 Looker 432 HubSpot 423 DynamoDB 417 Vue.js 415 ELK Stack 408 Event marketing 406 Typography 403 Six Sigma 401 FastAPI 399 OpenTelemetry 391 Chef / Puppet 388 Google Analytics 372 Photoshop 368 FPGA 368 React Native 351 Okta 347 Load testing 347 Video editing 347 Hadoop 346 SAST / DAST 338 Django 333 OpenShift 333 Paid social 333 NumPy 327 Illustrator 327 Account-based marketing 326 Service mesh 325 Redshift 313 Flink 305 CISM 301 Blockchain 300 Intune / SCCM 297 Kanban 293 SD-WAN 290 OWASP 289 Hugging Face 281 Motion graphics 277 GRC 274 Wireframing 274 RabbitMQ 271 Perl 262 Juniper 261 Swift 257 OKRs 256 Playwright 255 Selenium 254 Ruby on Rails 252 ClickHouse 251 Smartsheet 240 Content marketing 239 WebSockets 234 Power Platform 233 Unreal Engine 226 PPC 222 Flask 221 Wireshark 221 Google Ads 220 Pulumi 218 Cassandra 215 After Effects 206 Copywriting 204 Information architecture 202 SageMaker 200 PCI DSS 199 SOAR 198 Canva 197 Asana 192 Marketo 191 Redux 190 Notion 181 InDesign 180 Premiere Pro 179 Tailwind CSS 176 Vertex AI 172 NetSuite 170 Presto / Trino 165 Cypress 165 Cloudflare 158 Kinesis 157 Salesforce Marketing Cloud 152 Workday 149 PHP 147 Hive 146 OSCP 146 Influencer marketing 146 Jamf 144 Zapier 143 Postman 139 pytest 135 Zendesk 133 SEM 133 Jest 128 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 116 Amplitude 115 jQuery 112 Verilog / VHDL 108 monday.com 103 Cucumber 101 Neo4j 100 CapCut 99 Jupyter 98 Meta Ads 98 SwiftUI 97 XGBoost 97 Braze 96 Fivetran 95 Unity 95 SEO tools 93 SAS 92 Google Search Console 89 WebGL 88 NestJS 87 Programmatic advertising 87 Nginx 86 VBA 83 Sketch 82 Social media tools 82 HashiCorp Vault 80 Keras 78 Blender 76 Airtable 75 Vite 74 PCB design 73 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 47 Miro 46 Cinema 4D 46 Maya 45 Objective-C 44 UIKit 43 Lua 42 Sass 40 Markdown 37 Adobe XD 34 Express.js 31 Xcode 31 Trello 31 Haskell 30 Alteryx 29 TestRail 29 TikTok Ads 28 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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