States
Alabama 433 Alaska 32 Arizona 641 Arkansas 426 California 15,683 Colorado 1,536 Connecticut 333 Delaware 126 District of Columbia 1,325 Florida 1,294 Georgia 1,085 Hawaii 130 Idaho 172 Illinois 1,857 Indiana 292 Iowa 263 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,652 Massachusetts 2,280 Michigan 674 Minnesota 396 Mississippi 84 Missouri 453 Montana 48 Nebraska 178 Nevada 186 New Hampshire 104 New Jersey 775 New Mexico 152 New York 6,772 North Carolina 1,165 North Dakota 61 Ohio 672 Oklahoma 171 Oregon 356 Pennsylvania 863 Rhode Island 81 South Carolina 189 South Dakota 50 Tennessee 277 Texas 3,712 Utah 455 Vermont 61 Virginia 3,697 Washington 2,782 West Virginia 63 Wisconsin 315 Wyoming 48
Cities
San Francisco Bay Area, CA 10,672 New York, NY 5,679 Washington, DC 3,635 Seattle, WA 2,165 Los Angeles, CA 2,090 Boston, MA 1,345 Austin, TX 1,224 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,081 Denver, CO 788 Atlanta, GA 712 Raleigh–Durham, NC 480 San Diego, CA 424 Phoenix, AZ 366 Charlotte, NC 339 Houston, TX 256 Pittsburgh, PA 229 Miami, FL 220 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 129 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,298 Product Manager 3,346 Engineering Manager 2,118 Program Manager 1,960 Project Manager 1,935 Data Scientist 1,549 Machine Learning Engineer 1,515 Security Engineer 1,461 Marketing Manager 1,383 Full Stack Developer 1,203 AI Engineer 1,083 DevOps Engineer 1,067 Data Engineer 897 Cybersecurity Analyst 867 IT Support Specialist 864 Backend Developer 788 Systems Administrator 771 Site Reliability Engineer 735 Graphic Designer 717 Data Analyst 643 Product Marketing Manager 627 Mobile Developer 599 Network Engineer 574 Business Analyst 546 Product Designer 541 Content Writer 522 QA Engineer 486 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 305 UX Designer 244 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 173 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 78 Scrum Master 72 BI Developer 65 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,935 Machine learning 9,105 Product roadmapping 8,672 AWS 8,211 CI/CD 7,674 SQL 6,199 Kubernetes 6,158 LLMs 5,785 AI agents 5,431 Linux 5,169 C++ 5,168 Java 5,049 Azure 4,909 Distributed systems 4,794 Agile 4,606 Docker 4,291 Google Cloud 4,093 Git 4,080 Go 3,926 TypeScript 3,911 React 3,576 Terraform 3,352 JavaScript 3,310 Go-to-market 2,941 REST APIs 2,760 Jira 2,718 Test automation 2,665 PostgreSQL 2,462 C 2,457 Incident response 2,441 Generative AI 2,430 Product strategy 2,415 Microservices 2,399 Bash 2,287 Positioning & messaging 2,195 Excel 2,071 GitHub 1,898 Embedded systems 1,881 Node.js 1,857 Rust 1,799 PyTorch 1,742 Stakeholder management 1,728 Kafka 1,726 CRM 1,655 IAM 1,653 Product marketing 1,632 CompTIA certifications 1,609 C# 1,608 Computer vision 1,589 Scrum 1,573 Spark 1,563 Ansible 1,558 Cryptography 1,552 Firmware 1,527 GitLab 1,500 Android 1,466 Market research 1,454 Data modeling 1,421 Jenkins 1,412 Deep learning 1,366 PRDs 1,355 iOS 1,346 RAG 1,340 Data warehousing 1,319 PMP 1,300 Confluence 1,297 Design systems 1,280 NoSQL 1,254 OpenAI API 1,248 NIST 1,219 ETL 1,210 Firewalls 1,203 Vulnerability management 1,201 Salesforce 1,190 Google Workspace 1,156 Grafana 1,139 HTML 1,125 TCP/IP 1,090 Competitive analysis 1,090 Databricks 1,084 Snowflake 1,078 DNS / DHCP 1,070 Tableau 1,065 CSS 1,049 Kotlin 1,044 PowerShell 1,022 Power BI 997 Angular 988 CISSP 978 Prototyping 978 User stories 969 Figma 968 Scala 966 Prometheus 948 MLOps 921 TensorFlow 918 Brand marketing 900 GitHub Actions 892 SAP 877 Active Directory 870 A/B testing 864 Pricing strategy 837 Prompt engineering 824 MySQL 819 Spring Boot 816 Zero Trust 815 Web accessibility (WCAG) 814 R 803 Airflow 801 NLP 796 Reinforcement learning 794 Oracle 786 Elasticsearch 785 Redis 781 Unix 780 User research 776 OAuth 774 Sales enablement 770 Demand generation 767 RTOS 764 SSO / SAML 756 Splunk 748 Routing & switching 736 SOC 2 722 ServiceNow 721 VPN 708 GraphQL 703 Datadog 694 MongoDB 688 SQL Server 679 Cisco 676 Vector databases 669 CUDA 654 JUnit 652 ITIL 651 BigQuery 646 .NET 642 Helm 639 Microsoft 365 639 SIEM 635 Threat modeling 629 SEO 625 VMware 624 CCNA / CCNP 621 Technical writing 620 HIPAA 613 Serverless 604 gRPC 595 Ruby 579 CloudFormation 579 Microsoft Project 570 Next.js 566 Budget management 562 LangChain 556 Adobe Creative Cloud 552 Marketing automation 550 FedRAMP 548 MATLAB 546 SAFe 538 dbt 534 Product analytics 534 SharePoint 529 Penetration testing 527 Content strategy 523 Jetpack Compose 521 Email marketing 507 ISO 27001 504 GIAC certifications 493 Argo CD 484 pandas 471 CMS 461 scikit-learn 457 macOS 455 EDR 449 Windows Server 445 HubSpot 437 Six Sigma 429 OpenTelemetry 425 Vue.js 417 ELK Stack 414 Typography 414 DynamoDB 409 Looker 407 Chef / Puppet 407 FastAPI 404 Event marketing 390 Okta 381 Google Analytics 378 FPGA 371 Photoshop 369 Load testing 366 React Native 364 Video editing 364 Hadoop 363 Paid social 338 SAST / DAST 337 Account-based marketing 334 OpenShift 332 Illustrator 332 NumPy 330 Flink 329 Service mesh 324 Redshift 321 Intune / SCCM 320 Django 317 CISM 309 SD-WAN 301 OWASP 299 Blockchain 298 Kanban 295 GRC 293 RabbitMQ 281 Wireframing 281 Motion graphics 281 Hugging Face 280 Swift 273 Juniper 269 ClickHouse 268 Perl 265 Selenium 264 Ruby on Rails 261 OKRs 261 Playwright 250 Power Platform 249 Smartsheet 247 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Wireshark 228 Cassandra 227 Google Ads 227 PPC 222 Information architecture 211 After Effects 207 PCI DSS 206 Copywriting 206 SOAR 204 Canva 204 Flask 202 Marketo 196 Redux 194 SageMaker 193 Premiere Pro 192 Asana 191 Vertex AI 181 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 163 Hive 161 Cloudflare 160 Jamf 159 Salesforce Marketing Cloud 154 Kinesis 152 Postman 150 Influencer marketing 146 Zapier 146 pytest 145 Workday 143 OSCP 140 PHP 136 Jest 136 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 119 jQuery 116 New Relic 115 Conversion rate optimization 115 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 Jupyter 103 Unity 103 SwiftUI 102 CapCut 101 Braze 101 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 92 SAS 90 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 84 HashiCorp Vault 82 VBA 81 Keras 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Looker Studio 73 Vite 72 Firebase 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 65 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Dart 30 Alteryx 30 Trello 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 23 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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