States
Alabama 450 Alaska 44 Arizona 619 Arkansas 439 California 15,306 Colorado 1,532 Connecticut 341 Delaware 128 District of Columbia 1,292 Florida 1,264 Georgia 1,057 Hawaii 135 Idaho 174 Illinois 1,809 Indiana 305 Iowa 281 Kansas 119 Kentucky 159 Louisiana 109 Maine 77 Maryland 1,645 Massachusetts 2,279 Michigan 687 Minnesota 395 Mississippi 95 Missouri 454 Montana 47 Nebraska 181 Nevada 202 New Hampshire 107 New Jersey 796 New Mexico 159 New York 6,671 North Carolina 1,157 North Dakota 75 Ohio 681 Oklahoma 189 Oregon 345 Pennsylvania 889 Rhode Island 91 South Carolina 198 South Dakota 59 Tennessee 282 Texas 3,588 Utah 461 Vermont 72 Virginia 3,685 Washington 2,738 West Virginia 75 Wisconsin 325 Wyoming 63
Cities
San Francisco Bay Area, CA 10,420 New York, NY 5,598 Washington, DC 3,601 Seattle, WA 2,118 Los Angeles, CA 2,047 Boston, MA 1,349 Austin, TX 1,178 Chicago, IL 1,129 Dallas–Fort Worth, TX 1,035 Denver, CO 790 Atlanta, GA 680 Raleigh–Durham, NC 473 San Diego, CA 423 Phoenix, AZ 349 Charlotte, NC 327 Houston, TX 252 Pittsburgh, PA 223 Miami, FL 210 Philadelphia, PA 171 Salt Lake City, UT 163 Detroit, MI 143 Minneapolis, MN 123 Baltimore, MD 105 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,228 Product Manager 3,276 Engineering Manager 2,098 Program Manager 1,911 Project Manager 1,909 Data Scientist 1,567 Machine Learning Engineer 1,510 Security Engineer 1,427 Marketing Manager 1,345 Full Stack Developer 1,191 AI Engineer 1,064 DevOps Engineer 1,058 Data Engineer 898 IT Support Specialist 854 Cybersecurity Analyst 829 Backend Developer 791 Systems Administrator 762 Site Reliability Engineer 717 Graphic Designer 694 Data Analyst 638 Product Marketing Manager 607 Mobile Developer 592 Network Engineer 568 Business Analyst 545 Product Designer 524 Content Writer 518 QA Engineer 491 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 304 UX Designer 246 PPC Specialist 218 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 183 Marketing Analyst 173 Community Manager 169 Video Editor 104 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 69 Influencer Marketing Manager 67 BI Developer 59 Web Developer 50 Art Director 50 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,793 Machine learning 9,053 Product roadmapping 8,519 AWS 8,219 CI/CD 7,551 SQL 6,173 Kubernetes 6,101 LLMs 5,702 AI agents 5,295 C++ 5,118 Linux 5,051 Java 4,998 Azure 4,847 Distributed systems 4,704 Agile 4,598 Docker 4,262 Google Cloud 4,072 Git 4,058 TypeScript 3,892 Go 3,830 React 3,551 Terraform 3,320 JavaScript 3,296 Go-to-market 2,821 REST APIs 2,733 Jira 2,660 Test automation 2,623 PostgreSQL 2,466 Generative AI 2,445 C 2,431 Product strategy 2,398 Microservices 2,377 Incident response 2,364 Bash 2,227 Positioning & messaging 2,149 Excel 2,032 GitHub 1,869 Embedded systems 1,863 Node.js 1,842 Rust 1,754 Stakeholder management 1,720 PyTorch 1,715 Kafka 1,699 CRM 1,614 IAM 1,610 CompTIA certifications 1,610 Product marketing 1,603 C# 1,591 Scrum 1,583 Spark 1,572 Computer vision 1,566 Cryptography 1,504 Ansible 1,496 Firmware 1,472 GitLab 1,469 Android 1,459 Market research 1,430 Data modeling 1,416 Jenkins 1,391 Deep learning 1,365 PRDs 1,352 iOS 1,327 RAG 1,315 Data warehousing 1,306 Design systems 1,271 Confluence 1,259 PMP 1,253 NoSQL 1,241 OpenAI API 1,218 ETL 1,212 NIST 1,180 Google Workspace 1,176 Vulnerability management 1,165 Firewalls 1,161 Salesforce 1,157 HTML 1,139 Grafana 1,116 CSS 1,071 Competitive analysis 1,068 Databricks 1,064 TCP/IP 1,061 Snowflake 1,059 Tableau 1,049 Kotlin 1,032 DNS / DHCP 1,024 PowerShell 992 Angular 973 Prototyping 972 Power BI 971 CISSP 964 Figma 961 User stories 954 MLOps 941 TensorFlow 940 Scala 933 Prometheus 922 GitHub Actions 884 Brand marketing 876 SAP 871 A/B testing 851 R 850 Active Directory 848 Spring Boot 847 Web accessibility (WCAG) 831 NLP 831 Prompt engineering 823 MySQL 815 Airflow 814 Zero Trust 807 Pricing strategy 800 Redis 792 Elasticsearch 788 User research 784 Oracle 782 Demand generation 775 Reinforcement learning 767 Unix 758 RTOS 757 Sales enablement 752 SSO / SAML 749 OAuth 738 Splunk 728 Routing & switching 715 GraphQL 711 ServiceNow 707 SOC 2 705 VPN 695 MongoDB 686 Vector databases 680 Datadog 680 SQL Server 656 ITIL 653 BigQuery 652 JUnit 646 Cisco 638 Helm 631 CUDA 629 SEO 627 SIEM 625 .NET 624 VMware 621 Microsoft 365 616 HIPAA 612 CCNA / CCNP 608 Technical writing 598 Serverless 592 gRPC 589 Threat modeling 583 Ruby 577 CloudFormation 577 Microsoft Project 569 Next.js 564 LangChain 555 MATLAB 546 Budget management 541 dbt 539 Product analytics 535 Adobe Creative Cloud 534 FedRAMP 530 Marketing automation 529 Content strategy 527 Email marketing 522 SAFe 519 Jetpack Compose 517 SharePoint 507 Penetration testing 506 ISO 27001 491 scikit-learn 486 GIAC certifications 482 pandas 479 CMS 473 Argo CD 472 EDR 442 macOS 440 Windows Server 437 Looker 433 DynamoDB 419 HubSpot 418 Six Sigma 415 ELK Stack 414 Typography 411 Vue.js 410 OpenTelemetry 397 Event marketing 394 FastAPI 393 Chef / Puppet 382 FPGA 375 Hadoop 372 Google Analytics 369 Photoshop 369 Okta 367 Load testing 364 React Native 362 Video editing 359 OpenShift 340 Paid social 339 Service mesh 335 NumPy 332 Account-based marketing 331 Illustrator 330 SAST / DAST 329 Django 326 Redshift 322 Intune / SCCM 314 Flink 312 CISM 303 Kanban 299 Blockchain 296 Wireframing 294 SD-WAN 286 OWASP 283 GRC 282 Hugging Face 281 Motion graphics 279 RabbitMQ 272 Swift 267 Selenium 267 Ruby on Rails 264 Perl 261 Juniper 256 ClickHouse 252 Playwright 251 OKRs 250 Power Platform 249 Content marketing 236 WebSockets 235 Smartsheet 235 Cassandra 234 Unreal Engine 231 Google Ads 222 Wireshark 221 Pulumi 219 Flask 217 PPC 214 After Effects 207 Information architecture 202 PCI DSS 201 Canva 200 Copywriting 200 SageMaker 198 Redux 192 SOAR 191 Asana 191 Marketo 187 Premiere Pro 186 Vertex AI 180 Notion 178 Tailwind CSS 177 InDesign 177 Presto / Trino 172 NetSuite 169 Cypress 166 Hive 163 Kinesis 157 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 150 Workday 149 Influencer marketing 146 PHP 145 Postman 145 pytest 142 Zapier 141 Jest 138 OSCP 135 Zendesk 131 monday.com 130 Shopify 128 SEM 127 New Relic 122 WordPress 122 Amplitude 121 Conversion rate optimization 121 jQuery 119 Cucumber 110 Verilog / VHDL 106 Neo4j 103 Jupyter 102 Unity 102 Meta Ads 102 SwiftUI 100 XGBoost 100 CapCut 100 Braze 96 SAS 95 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 87 Sketch 84 Google Search Console 84 Social media tools 81 Nginx 80 HashiCorp Vault 80 Blender 79 Airtable 78 Keras 77 Informatica 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Vite 67 Mixpanel 65 Flutter 64 Adobe Analytics 64 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 49 Klaviyo 49 Maya 48 Objective-C 47 Appium 47 UIKit 46 Cinema 4D 42 Lua 41 Sass 38 Markdown 35 Adobe XD 33 Express.js 32 Xcode 32 Haskell 30 Dart 29 Trello 29 Alteryx 28 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 20 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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