States
Alabama 444 Alaska 43 Arizona 632 Arkansas 374 California 15,189 Colorado 1,543 Connecticut 358 Delaware 127 District of Columbia 1,287 Florida 1,283 Georgia 1,078 Hawaii 131 Idaho 188 Illinois 1,833 Indiana 315 Iowa 291 Kansas 117 Kentucky 160 Louisiana 103 Maine 81 Maryland 1,640 Massachusetts 2,281 Michigan 703 Minnesota 394 Mississippi 92 Missouri 483 Montana 52 Nebraska 177 Nevada 196 New Hampshire 106 New Jersey 830 New Mexico 158 New York 6,602 North Carolina 1,216 North Dakota 76 Ohio 688 Oklahoma 190 Oregon 356 Pennsylvania 912 Rhode Island 96 South Carolina 201 South Dakota 59 Tennessee 275 Texas 3,609 Utah 460 Vermont 75 Virginia 3,669 Washington 2,711 West Virginia 75 Wisconsin 342 Wyoming 63
Cities
San Francisco Bay Area, CA 10,309 New York, NY 5,535 Washington, DC 3,588 Seattle, WA 2,104 Los Angeles, CA 2,011 Boston, MA 1,354 Austin, TX 1,171 Chicago, IL 1,148 Dallas–Fort Worth, TX 1,051 Denver, CO 793 Atlanta, GA 693 Raleigh–Durham, NC 487 San Diego, CA 432 Charlotte, NC 371 Phoenix, AZ 361 Houston, TX 259 Pittsburgh, PA 228 Miami, FL 207 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,188 Product Manager 3,296 Engineering Manager 2,113 Project Manager 1,938 Program Manager 1,895 Data Scientist 1,573 Machine Learning Engineer 1,496 Security Engineer 1,431 Marketing Manager 1,359 Full Stack Developer 1,191 AI Engineer 1,061 DevOps Engineer 1,047 Data Engineer 900 Cybersecurity Analyst 842 IT Support Specialist 819 Backend Developer 800 Systems Administrator 745 Site Reliability Engineer 718 Graphic Designer 698 Data Analyst 672 Product Marketing Manager 603 Mobile Developer 591 Network Engineer 565 Business Analyst 563 Product Designer 522 Content Writer 515 QA Engineer 498 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 310 UX Designer 243 PPC Specialist 218 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 173 Marketing Analyst 172 Video Editor 99 Brand Manager 94 Creative Director 86 SEO Specialist 78 Content Creator 75 Scrum Master 72 Influencer Marketing Manager 69 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 45 Motion Designer 39 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,745 Machine learning 9,085 Product roadmapping 8,555 AWS 8,259 CI/CD 7,483 SQL 6,139 Kubernetes 6,051 LLMs 5,663 AI agents 5,276 C++ 5,072 Linux 5,012 Java 4,941 Azure 4,876 Distributed systems 4,703 Agile 4,624 Docker 4,225 Google Cloud 4,080 Git 3,995 TypeScript 3,870 Go 3,829 React 3,558 Terraform 3,308 JavaScript 3,218 Go-to-market 2,834 REST APIs 2,690 Jira 2,653 Test automation 2,609 PostgreSQL 2,469 Generative AI 2,442 C 2,430 Product strategy 2,400 Microservices 2,379 Incident response 2,362 Bash 2,202 Positioning & messaging 2,150 Excel 2,033 Embedded systems 1,884 GitHub 1,853 Node.js 1,818 Stakeholder management 1,755 Rust 1,715 PyTorch 1,706 Kafka 1,686 CRM 1,641 Product marketing 1,616 IAM 1,600 CompTIA certifications 1,594 Scrum 1,580 Spark 1,577 C# 1,555 Computer vision 1,553 Cryptography 1,504 Ansible 1,477 GitLab 1,467 Firmware 1,457 Data modeling 1,445 Market research 1,426 Android 1,420 Deep learning 1,359 PRDs 1,345 Jenkins 1,343 RAG 1,339 Data warehousing 1,321 iOS 1,311 Design systems 1,275 PMP 1,268 Confluence 1,246 NoSQL 1,229 ETL 1,214 OpenAI API 1,209 NIST 1,192 Vulnerability management 1,181 Salesforce 1,167 Firewalls 1,166 Google Workspace 1,158 HTML 1,139 Grafana 1,084 Databricks 1,083 Competitive analysis 1,082 Snowflake 1,078 TCP/IP 1,070 CSS 1,067 Tableau 1,040 Kotlin 1,016 DNS / DHCP 1,004 PowerShell 998 Power BI 989 CISSP 984 Prototyping 971 Angular 970 Figma 967 MLOps 956 TensorFlow 939 Scala 927 User stories 917 Prometheus 903 Brand marketing 888 GitHub Actions 883 SAP 867 R 864 NLP 845 Active Directory 845 A/B testing 842 Web accessibility (WCAG) 835 Prompt engineering 833 Spring Boot 816 Airflow 804 Zero Trust 800 Pricing strategy 796 User research 793 MySQL 789 Redis 788 Demand generation 781 Elasticsearch 779 Oracle 769 Sales enablement 763 RTOS 758 Unix 750 Reinforcement learning 747 OAuth 734 SSO / SAML 728 GraphQL 716 Routing & switching 715 SOC 2 711 Vector databases 706 Splunk 697 ServiceNow 691 VPN 689 MongoDB 676 Datadog 672 SQL Server 658 ITIL 646 Cisco 645 SIEM 636 SEO 631 CUDA 628 BigQuery 627 .NET 626 Helm 624 Microsoft 365 624 VMware 619 CCNA / CCNP 615 JUnit 614 HIPAA 600 Technical writing 600 Serverless 591 gRPC 590 Threat modeling 589 CloudFormation 584 Microsoft Project 576 Ruby 573 LangChain 565 Next.js 564 MATLAB 546 FedRAMP 543 Budget management 542 dbt 537 Content strategy 537 Adobe Creative Cloud 535 SAFe 534 Marketing automation 532 Product analytics 525 Email marketing 521 Penetration testing 516 Jetpack Compose 512 SharePoint 498 GIAC certifications 496 scikit-learn 491 ISO 27001 485 CMS 481 pandas 475 Argo CD 470 EDR 450 Windows Server 443 Looker 434 macOS 432 HubSpot 427 DynamoDB 424 Vue.js 414 Typography 412 Event marketing 411 Six Sigma 410 ELK Stack 405 FastAPI 398 OpenTelemetry 389 Chef / Puppet 387 FPGA 373 Photoshop 372 Google Analytics 368 React Native 356 Okta 355 Load testing 354 Video editing 354 Hadoop 352 SAST / DAST 340 Paid social 338 NumPy 336 Account-based marketing 333 Django 331 Illustrator 331 OpenShift 330 Service mesh 325 Redshift 318 Flink 316 CISM 306 Blockchain 301 Intune / SCCM 299 Kanban 298 Hugging Face 288 OWASP 288 SD-WAN 285 GRC 279 Motion graphics 279 RabbitMQ 277 Wireframing 275 Perl 266 Swift 262 Ruby on Rails 262 ClickHouse 259 Juniper 259 OKRs 251 Selenium 248 Playwright 248 Smartsheet 243 Power Platform 241 Content marketing 239 WebSockets 236 Unreal Engine 232 PPC 223 Wireshark 222 Google Ads 222 Cassandra 221 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 204 SageMaker 202 PCI DSS 200 Canva 199 SOAR 196 Asana 196 Redux 193 Marketo 190 InDesign 181 Vertex AI 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 NetSuite 171 Presto / Trino 168 Cypress 163 Kinesis 157 Cloudflare 154 Salesforce Marketing Cloud 153 Hive 148 Influencer marketing 146 PHP 145 Jamf 145 OSCP 145 Workday 144 Postman 142 pytest 138 Zapier 137 Zendesk 135 SEM 132 Jest 131 Shopify 125 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 112 jQuery 109 Verilog / VHDL 109 Neo4j 102 monday.com 102 Cucumber 101 Meta Ads 100 SwiftUI 99 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 Braze 96 Fivetran 95 SAS 94 WebGL 91 NestJS 90 Programmatic advertising 90 SEO tools 89 VBA 87 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 79 Informatica 77 Airtable 77 Keras 76 PCB design 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 Adobe Analytics 67 LinkedIn Ads 67 Three.js 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 60 Webpack 58 Iterable 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 UIKit 45 Maya 45 Objective-C 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 36 Adobe XD 35 Express.js 31 Xcode 31 Haskell 30 Trello 30 Dart 29 TikTok Ads 29 TestRail 28 Alteryx 27 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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