States
Alabama 428 Alaska 33 Arizona 637 Arkansas 336 California 15,804 Colorado 1,547 Connecticut 336 Delaware 129 District of Columbia 1,302 Florida 1,342 Georgia 1,144 Hawaii 132 Idaho 178 Illinois 1,859 Indiana 315 Iowa 280 Kansas 113 Kentucky 170 Louisiana 103 Maine 74 Maryland 1,645 Massachusetts 2,284 Michigan 674 Minnesota 394 Mississippi 90 Missouri 478 Montana 51 Nebraska 186 Nevada 217 New Hampshire 115 New Jersey 802 New Mexico 160 New York 7,020 North Carolina 1,185 North Dakota 65 Ohio 688 Oklahoma 176 Oregon 350 Pennsylvania 876 Rhode Island 89 South Carolina 186 South Dakota 54 Tennessee 283 Texas 3,762 Utah 465 Vermont 64 Virginia 3,755 Washington 2,779 West Virginia 66 Wisconsin 318 Wyoming 51
Cities
San Francisco Bay Area, CA 10,676 New York, NY 5,933 Washington, DC 3,665 Seattle, WA 2,163 Los Angeles, CA 2,118 Boston, MA 1,351 Austin, TX 1,264 Chicago, IL 1,167 Dallas–Fort Worth, TX 1,084 Denver, CO 799 Atlanta, GA 732 Raleigh–Durham, NC 489 San Diego, CA 423 Phoenix, AZ 353 Charlotte, NC 350 Houston, TX 265 Miami, FL 228 Pittsburgh, PA 225 Salt Lake City, UT 171 Philadelphia, PA 166 Detroit, MI 141 Minneapolis, MN 122 Baltimore, MD 103 Nashville, TN 60 Portland, OR 30
Role
Software Engineer 11,332 Product Manager 3,436 Engineering Manager 2,144 Program Manager 1,973 Project Manager 1,962 Data Scientist 1,545 Machine Learning Engineer 1,543 Security Engineer 1,492 Marketing Manager 1,467 Full Stack Developer 1,233 AI Engineer 1,106 DevOps Engineer 1,098 Data Engineer 915 IT Support Specialist 879 Cybersecurity Analyst 871 Backend Developer 812 Systems Administrator 778 Site Reliability Engineer 746 Graphic Designer 734 Data Analyst 664 Product Marketing Manager 633 Mobile Developer 588 Network Engineer 567 Product Designer 561 Business Analyst 541 Content Writer 531 QA Engineer 497 Growth Marketing Manager 372 Frontend Developer 348 Cloud Engineer 288 PPC Specialist 255 UX Designer 250 Email Marketing Specialist 213 Social Media Manager 213 Community Manager 182 Marketing Analyst 178 Digital Marketing Specialist 178 Creative Director 104 Video Editor 104 SEO Specialist 93 Content Creator 88 Brand Manager 84 Scrum Master 73 Influencer Marketing Manager 71 BI Developer 60 Art Director 54 Web Developer 46 Copywriter 44 Motion Designer 32 Game Designer 32 3D Artist 30 UI Designer 25 Animator 22 Affiliate Manager 21 Web Designer 15
Skills
Python 15,003 Machine learning 9,174 Product roadmapping 8,911 AWS 8,337 CI/CD 7,680 SQL 6,249 Kubernetes 6,214 LLMs 5,863 AI agents 5,600 Linux 5,193 C++ 5,158 Java 5,007 Azure 4,917 Distributed systems 4,875 Agile 4,546 Docker 4,292 Google Cloud 4,116 Git 4,060 Go 4,018 TypeScript 3,989 React 3,612 Terraform 3,396 JavaScript 3,282 Go-to-market 3,005 Jira 2,718 Test automation 2,701 REST APIs 2,673 Product strategy 2,491 Incident response 2,488 PostgreSQL 2,469 C 2,446 Generative AI 2,397 Microservices 2,367 Bash 2,305 Positioning & messaging 2,250 Excel 2,109 Embedded systems 1,880 GitHub 1,877 Node.js 1,856 Rust 1,821 Stakeholder management 1,736 Kafka 1,730 PyTorch 1,726 CRM 1,720 Product marketing 1,698 IAM 1,686 CompTIA certifications 1,597 Spark 1,586 C# 1,583 Cryptography 1,576 Computer vision 1,574 Ansible 1,570 Scrum 1,567 Firmware 1,516 GitLab 1,505 Market research 1,478 Data modeling 1,457 Android 1,453 Data warehousing 1,366 iOS 1,360 Jenkins 1,351 PRDs 1,349 Deep learning 1,346 RAG 1,333 PMP 1,324 Confluence 1,299 Design systems 1,276 NoSQL 1,251 ETL 1,232 OpenAI API 1,232 NIST 1,231 Vulnerability management 1,227 Salesforce 1,219 Firewalls 1,216 Competitive analysis 1,131 Google Workspace 1,126 HTML 1,118 Snowflake 1,113 Databricks 1,113 Grafana 1,106 TCP/IP 1,105 DNS / DHCP 1,099 Tableau 1,067 Kotlin 1,059 PowerShell 1,047 CSS 1,036 Prototyping 1,018 Power BI 1,006 CISSP 1,006 Figma 984 Scala 976 Angular 975 MLOps 939 Prometheus 925 GitHub Actions 922 SAP 913 Brand marketing 913 A/B testing 898 User stories 895 TensorFlow 892 Active Directory 890 Pricing strategy 871 Prompt engineering 833 Airflow 832 Zero Trust 816 Web accessibility (WCAG) 815 MySQL 812 OAuth 810 R 808 Demand generation 808 Redis 806 Reinforcement learning 806 User research 790 NLP 780 SSO / SAML 777 Sales enablement 777 Oracle 775 Spring Boot 773 Elasticsearch 772 Unix 759 Routing & switching 746 RTOS 738 SOC 2 734 Splunk 720 VPN 718 Datadog 715 GraphQL 705 ServiceNow 695 MongoDB 689 ITIL 669 Cisco 665 SEO 665 Microsoft 365 663 SQL Server 656 Vector databases 652 CUDA 646 VMware 644 .NET 642 Helm 642 BigQuery 640 SIEM 640 Serverless 639 Threat modeling 639 Technical writing 620 JUnit 618 CCNA / CCNP 617 HIPAA 607 gRPC 601 Budget management 600 CloudFormation 595 Microsoft Project 591 Next.js 575 Marketing automation 573 Ruby 563 LangChain 559 dbt 558 Adobe Creative Cloud 557 FedRAMP 556 Content strategy 546 MATLAB 544 Email marketing 542 SharePoint 539 Product analytics 536 Penetration testing 531 SAFe 525 Jetpack Compose 517 ISO 27001 514 GIAC certifications 506 Argo CD 476 macOS 471 pandas 466 EDR 466 CMS 463 HubSpot 461 scikit-learn 453 Windows Server 453 OpenTelemetry 444 Six Sigma 439 Vue.js 424 FastAPI 423 DynamoDB 423 Typography 416 ELK Stack 411 Looker 409 Google Analytics 409 Event marketing 404 Chef / Puppet 400 Okta 396 Paid social 375 FPGA 375 Photoshop 373 React Native 368 Video editing 368 Hadoop 363 SAST / DAST 356 Flink 354 Load testing 352 Account-based marketing 352 CISM 337 OpenShift 333 Intune / SCCM 333 Blockchain 332 Illustrator 327 NumPy 322 Redshift 320 SD-WAN 313 OWASP 312 Django 311 Service mesh 311 GRC 300 Kanban 293 Motion graphics 291 Swift 277 Hugging Face 275 RabbitMQ 267 ClickHouse 267 Perl 264 Playwright 263 Wireframing 260 Ruby on Rails 258 Juniper 256 OKRs 256 PPC 254 Content marketing 250 Unreal Engine 249 Google Ads 249 Smartsheet 246 Selenium 245 Power Platform 243 WebSockets 240 Wireshark 234 Pulumi 231 Copywriting 223 PCI DSS 219 Cassandra 216 Information architecture 214 Canva 209 After Effects 209 SageMaker 206 SOAR 203 Asana 201 Premiere Pro 199 Flask 198 Marketo 197 Redux 188 NetSuite 188 Vertex AI 185 Presto / Trino 181 InDesign 175 Notion 175 Cypress 172 Influencer marketing 162 Tailwind CSS 161 Cloudflare 161 Jamf 158 Kinesis 157 Hive 154 Salesforce Marketing Cloud 154 OSCP 146 Workday 144 Zapier 144 Postman 142 PHP 141 pytest 140 SEM 140 Shopify 138 Zendesk 135 Jest 129 Conversion rate optimization 127 WordPress 125 Amplitude 123 New Relic 121 jQuery 116 Meta Ads 116 Unity 112 Verilog / VHDL 110 CapCut 109 monday.com 108 SwiftUI 106 Cucumber 105 Neo4j 103 Braze 103 SEO tools 99 Jupyter 97 NestJS 95 Programmatic advertising 95 Fivetran 94 WebGL 93 Google Search Console 89 SAS 87 Nginx 84 Blender 83 Sketch 82 Affiliate marketing 82 HashiCorp Vault 81 XGBoost 80 Social media tools 80 Informatica 79 Keras 78 Final Cut Pro 77 VBA 76 LinkedIn Ads 76 Mixpanel 75 Vite 73 PCB design 72 Airtable 72 Webflow 71 Looker Studio 70 Flutter 69 D3.js 67 Three.js 67 Firebase 65 Iterable 64 Webpack 63 Adobe Analytics 63 Qlik 60 Google Tag Manager 57 Svelte 56 DaVinci Resolve 56 Klaviyo 53 Miro 52 Objective-C 50 Lua 50 Elixir 50 Storybook 50 Maya 49 UIKit 47 Citrix 47 Cinema 4D 43 Sass 42 Appium 39 TikTok Ads 36 Haskell 35 Xcode 35 Adobe XD 32 Dart 31 Trello 31 Markdown 30 Express.js 28 TestRail 27 Mailchimp 27 Laravel 26 Alteryx 25 Retool 25 Framer 23 AP Style 23 SPSS 21 Substance 3D 19 Amazon Ads 16 Solidity 14 Houdini 14 Clojure 12 ZBrush 10 Erlang 9 Stata 3
