States
Alabama 440 Alaska 44 Arizona 627 Arkansas 384 California 15,135 Colorado 1,546 Connecticut 358 Delaware 128 District of Columbia 1,297 Florida 1,288 Georgia 1,059 Hawaii 128 Idaho 187 Illinois 1,828 Indiana 319 Iowa 289 Kansas 120 Kentucky 165 Louisiana 107 Maine 85 Maryland 1,624 Massachusetts 2,268 Michigan 696 Minnesota 400 Mississippi 93 Missouri 486 Montana 51 Nebraska 177 Nevada 196 New Hampshire 107 New Jersey 803 New Mexico 155 New York 6,596 North Carolina 1,195 North Dakota 80 Ohio 677 Oklahoma 199 Oregon 347 Pennsylvania 899 Rhode Island 96 South Carolina 197 South Dakota 61 Tennessee 272 Texas 3,602 Utah 459 Vermont 78 Virginia 3,637 Washington 2,725 West Virginia 76 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,251 New York, NY 5,523 Washington, DC 3,554 Seattle, WA 2,104 Los Angeles, CA 2,012 Boston, MA 1,348 Austin, TX 1,182 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,025 Denver, CO 793 Atlanta, GA 683 Raleigh–Durham, NC 483 San Diego, CA 428 Phoenix, AZ 355 Charlotte, NC 351 Houston, TX 263 Pittsburgh, PA 225 Miami, FL 210 Philadelphia, PA 168 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 96 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,172 Product Manager 3,263 Engineering Manager 2,078 Project Manager 1,929 Program Manager 1,875 Data Scientist 1,545 Machine Learning Engineer 1,500 Security Engineer 1,433 Marketing Manager 1,339 Full Stack Developer 1,197 AI Engineer 1,054 DevOps Engineer 1,046 Data Engineer 894 Cybersecurity Analyst 837 IT Support Specialist 825 Backend Developer 801 Systems Administrator 740 Site Reliability Engineer 718 Graphic Designer 691 Data Analyst 669 Product Marketing Manager 609 Mobile Developer 592 Network Engineer 565 Business Analyst 560 Product Designer 520 Content Writer 504 QA Engineer 497 Growth Marketing Manager 351 Frontend Developer 337 Cloud Engineer 304 UX Designer 247 PPC Specialist 213 Social Media Manager 200 Email Marketing Specialist 198 Digital Marketing Specialist 177 Community Manager 176 Marketing Analyst 173 Video Editor 95 Brand Manager 92 Creative Director 83 SEO Specialist 80 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 62 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 41 Game Designer 35 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,647 Machine learning 9,075 Product roadmapping 8,515 AWS 8,211 CI/CD 7,430 SQL 6,095 Kubernetes 6,025 LLMs 5,643 AI agents 5,218 C++ 5,073 Linux 5,030 Java 4,920 Azure 4,850 Distributed systems 4,690 Agile 4,622 Docker 4,215 Google Cloud 4,062 Git 3,972 TypeScript 3,843 Go 3,821 React 3,556 Terraform 3,294 JavaScript 3,208 Go-to-market 2,822 REST APIs 2,667 Jira 2,646 Test automation 2,559 PostgreSQL 2,463 C 2,451 Generative AI 2,409 Product strategy 2,382 Microservices 2,372 Incident response 2,366 Bash 2,179 Positioning & messaging 2,148 Excel 2,037 Embedded systems 1,880 GitHub 1,842 Node.js 1,820 Stakeholder management 1,761 Rust 1,716 PyTorch 1,700 Kafka 1,688 CRM 1,621 Product marketing 1,608 IAM 1,588 Scrum 1,580 CompTIA certifications 1,574 Spark 1,569 Computer vision 1,554 C# 1,551 Cryptography 1,497 GitLab 1,482 Ansible 1,469 Firmware 1,469 Data modeling 1,439 Market research 1,432 Android 1,415 Deep learning 1,360 Jenkins 1,345 PRDs 1,326 RAG 1,307 Data warehousing 1,306 iOS 1,304 Design systems 1,262 PMP 1,262 Confluence 1,246 NoSQL 1,239 ETL 1,217 OpenAI API 1,201 NIST 1,191 Vulnerability management 1,173 Google Workspace 1,165 Salesforce 1,164 Firewalls 1,153 HTML 1,132 Grafana 1,090 Competitive analysis 1,081 Databricks 1,076 Snowflake 1,073 CSS 1,063 TCP/IP 1,059 Tableau 1,038 Kotlin 1,001 DNS / DHCP 997 PowerShell 985 Angular 977 CISSP 974 Power BI 973 Prototyping 961 Figma 960 MLOps 944 TensorFlow 938 Scala 918 Prometheus 907 User stories 899 GitHub Actions 880 SAP 871 Brand marketing 869 R 859 Web accessibility (WCAG) 854 A/B testing 844 Active Directory 835 NLP 834 Prompt engineering 831 Spring Boot 809 Zero Trust 806 Airflow 803 User research 800 Redis 789 Pricing strategy 786 MySQL 780 Demand generation 779 Oracle 772 Elasticsearch 767 Sales enablement 767 RTOS 759 Reinforcement learning 751 Unix 750 SSO / SAML 727 GraphQL 718 OAuth 718 SOC 2 713 Routing & switching 702 Vector databases 694 ServiceNow 691 Splunk 690 MongoDB 685 VPN 683 Datadog 667 SQL Server 654 ITIL 652 Cisco 642 CUDA 635 SIEM 634 SEO 629 Helm 628 .NET 625 BigQuery 624 Microsoft 365 622 VMware 613 JUnit 612 HIPAA 605 CCNA / CCNP 603 Serverless 596 gRPC 592 Threat modeling 585 Microsoft Project 585 Technical writing 584 CloudFormation 580 Ruby 570 Next.js 566 LangChain 555 FedRAMP 546 dbt 541 MATLAB 539 SAFe 537 Budget management 532 Product analytics 531 Marketing automation 527 Content strategy 527 Adobe Creative Cloud 524 Email marketing 516 Jetpack Compose 514 SharePoint 503 Penetration testing 501 GIAC certifications 494 ISO 27001 491 scikit-learn 482 CMS 479 pandas 469 Argo CD 468 EDR 458 macOS 444 Windows Server 432 Looker 431 HubSpot 423 Vue.js 419 DynamoDB 418 ELK Stack 410 Event marketing 404 Typography 403 Six Sigma 398 FastAPI 397 Chef / Puppet 390 OpenTelemetry 390 Google Analytics 371 FPGA 370 Photoshop 368 React Native 351 Hadoop 348 Video editing 346 Okta 345 Load testing 343 SAST / DAST 337 Paid social 332 OpenShift 331 Illustrator 330 Django 329 Account-based marketing 327 NumPy 326 Service mesh 325 Redshift 314 Flink 305 CISM 300 Blockchain 300 Intune / SCCM 298 OWASP 291 Kanban 290 SD-WAN 287 Hugging Face 281 Motion graphics 279 GRC 274 RabbitMQ 273 Wireframing 273 Perl 266 Juniper 262 Swift 258 OKRs 257 Playwright 255 Ruby on Rails 251 ClickHouse 250 Selenium 250 Smartsheet 240 Content marketing 240 WebSockets 235 Power Platform 234 Unreal Engine 226 Wireshark 221 PPC 221 Google Ads 220 Flask 219 Pulumi 218 Cassandra 215 After Effects 207 Copywriting 204 PCI DSS 201 Information architecture 201 SageMaker 199 SOAR 196 Canva 196 Asana 193 Redux 190 Marketo 190 Premiere Pro 182 InDesign 180 Notion 179 Tailwind CSS 176 Vertex AI 172 NetSuite 171 Cypress 167 Presto / Trino 165 Cloudflare 158 Kinesis 154 Salesforce Marketing Cloud 151 PHP 150 Influencer marketing 148 OSCP 147 Hive 146 Jamf 146 Workday 146 Zapier 143 Postman 137 Zendesk 134 pytest 134 SEM 134 Jest 130 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 110 Verilog / VHDL 107 monday.com 104 Cucumber 103 Neo4j 101 Jupyter 101 CapCut 100 Meta Ads 99 SwiftUI 97 Fivetran 95 XGBoost 95 Unity 94 Braze 94 SEO tools 93 SAS 92 Google Search Console 89 WebGL 88 NestJS 88 Programmatic advertising 88 Nginx 85 VBA 83 Sketch 83 Social media tools 82 HashiCorp Vault 80 Keras 78 Blender 76 Airtable 75 Vite 74 PCB design 74 D3.js 71 Informatica 71 Looker Studio 69 Affiliate marketing 68 Webflow 67 LinkedIn Ads 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 63 Firebase 62 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 55 Citrix 52 Storybook 51 Qlik 51 Elixir 50 DaVinci Resolve 49 Klaviyo 49 Appium 46 Miro 46 Cinema 4D 46 Maya 45 Objective-C 44 UIKit 44 Lua 42 Sass 40 Markdown 36 Adobe XD 35 Xcode 32 Express.js 31 Trello 31 Haskell 30 Alteryx 29 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 SPSS 23 Framer 23 AP Style 23 Retool 23 Substance 3D 18 Solidity 17 Amazon Ads 14 Houdini 10 Clojure 9 ZBrush 9 Erlang 8 Stata 4
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