States
Alabama 443 Alaska 43 Arizona 641 Arkansas 433 California 15,416 Colorado 1,538 Connecticut 341 Delaware 133 District of Columbia 1,317 Florida 1,279 Georgia 1,079 Hawaii 138 Idaho 176 Illinois 1,843 Indiana 307 Iowa 277 Kansas 117 Kentucky 160 Louisiana 112 Maine 81 Maryland 1,637 Massachusetts 2,274 Michigan 693 Minnesota 408 Mississippi 95 Missouri 481 Montana 49 Nebraska 186 Nevada 199 New Hampshire 112 New Jersey 807 New Mexico 164 New York 6,697 North Carolina 1,187 North Dakota 72 Ohio 687 Oklahoma 188 Oregon 356 Pennsylvania 879 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 285 Texas 3,667 Utah 460 Vermont 71 Virginia 3,668 Washington 2,767 West Virginia 76 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,467 New York, NY 5,608 Washington, DC 3,603 Seattle, WA 2,145 Los Angeles, CA 2,070 Boston, MA 1,343 Austin, TX 1,197 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,058 Denver, CO 792 Atlanta, GA 700 Raleigh–Durham, NC 479 San Diego, CA 426 Phoenix, AZ 358 Charlotte, NC 341 Houston, TX 252 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 131 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,230 Product Manager 3,309 Engineering Manager 2,106 Project Manager 1,930 Program Manager 1,928 Data Scientist 1,551 Machine Learning Engineer 1,504 Security Engineer 1,446 Marketing Manager 1,359 Full Stack Developer 1,213 AI Engineer 1,076 DevOps Engineer 1,066 Data Engineer 888 IT Support Specialist 855 Cybersecurity Analyst 849 Backend Developer 794 Systems Administrator 771 Site Reliability Engineer 726 Graphic Designer 695 Data Analyst 648 Product Marketing Manager 628 Mobile Developer 596 Network Engineer 568 Business Analyst 550 Product Designer 533 Content Writer 516 QA Engineer 504 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 305 UX Designer 242 PPC Specialist 220 Email Marketing Specialist 210 Social Media Manager 201 Digital Marketing Specialist 182 Marketing Analyst 172 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 90 SEO Specialist 80 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,863 Machine learning 9,050 Product roadmapping 8,587 AWS 8,222 CI/CD 7,596 SQL 6,199 Kubernetes 6,118 LLMs 5,739 AI agents 5,367 C++ 5,137 Linux 5,077 Java 5,047 Azure 4,863 Distributed systems 4,747 Agile 4,586 Docker 4,260 Google Cloud 4,088 Git 4,055 TypeScript 3,900 Go 3,867 React 3,593 Terraform 3,325 JavaScript 3,313 Go-to-market 2,876 REST APIs 2,758 Jira 2,679 Test automation 2,626 PostgreSQL 2,469 C 2,445 Generative AI 2,435 Incident response 2,414 Product strategy 2,404 Microservices 2,383 Bash 2,234 Positioning & messaging 2,162 Excel 2,038 GitHub 1,901 Embedded systems 1,861 Node.js 1,853 Rust 1,758 PyTorch 1,714 Stakeholder management 1,714 Kafka 1,712 IAM 1,638 Product marketing 1,627 CRM 1,624 CompTIA certifications 1,619 C# 1,608 Spark 1,572 Computer vision 1,570 Scrum 1,566 Cryptography 1,517 Ansible 1,501 GitLab 1,483 Firmware 1,482 Android 1,464 Market research 1,436 Data modeling 1,415 Jenkins 1,400 Deep learning 1,379 PRDs 1,354 iOS 1,336 RAG 1,331 Data warehousing 1,306 PMP 1,288 Design systems 1,287 Confluence 1,267 NoSQL 1,234 OpenAI API 1,228 ETL 1,225 NIST 1,199 Vulnerability management 1,186 Firewalls 1,172 Google Workspace 1,160 Salesforce 1,158 HTML 1,143 Grafana 1,123 Competitive analysis 1,090 Snowflake 1,080 CSS 1,077 TCP/IP 1,068 Databricks 1,065 Tableau 1,057 DNS / DHCP 1,051 Kotlin 1,040 PowerShell 1,002 Power BI 985 Prototyping 980 Angular 979 CISSP 973 User stories 963 Figma 961 Scala 936 Prometheus 935 MLOps 931 TensorFlow 915 GitHub Actions 892 SAP 889 Brand marketing 887 A/B testing 864 Active Directory 858 Spring Boot 833 MySQL 827 R 824 NLP 822 Prompt engineering 820 Web accessibility (WCAG) 818 Pricing strategy 818 Airflow 810 Zero Trust 801 Oracle 800 Redis 792 Elasticsearch 786 User research 780 Demand generation 774 Reinforcement learning 768 Unix 765 OAuth 756 Sales enablement 756 SSO / SAML 753 RTOS 750 Splunk 729 Routing & switching 720 SOC 2 711 GraphQL 706 ServiceNow 706 VPN 693 MongoDB 689 Datadog 688 Vector databases 678 SQL Server 667 BigQuery 655 ITIL 652 JUnit 648 Cisco 646 Helm 637 CUDA 635 SIEM 635 .NET 633 VMware 624 SEO 623 Microsoft 365 616 HIPAA 615 CCNA / CCNP 611 Technical writing 605 Threat modeling 597 Serverless 596 gRPC 588 CloudFormation 578 Ruby 577 Microsoft Project 577 Next.js 569 LangChain 558 MATLAB 550 Budget management 546 Marketing automation 542 Adobe Creative Cloud 538 Product analytics 538 dbt 533 FedRAMP 532 Content strategy 527 SAFe 526 Email marketing 521 Jetpack Compose 519 SharePoint 519 Penetration testing 516 ISO 27001 497 GIAC certifications 494 pandas 479 Argo CD 476 scikit-learn 468 CMS 468 macOS 446 EDR 446 Windows Server 441 HubSpot 431 Six Sigma 426 Vue.js 425 Looker 425 DynamoDB 415 ELK Stack 414 Typography 407 FastAPI 401 OpenTelemetry 401 Event marketing 398 Chef / Puppet 383 Hadoop 370 Google Analytics 370 Photoshop 369 FPGA 367 Video editing 366 Load testing 365 Okta 364 React Native 362 Paid social 341 Illustrator 335 OpenShift 334 NumPy 333 Account-based marketing 333 SAST / DAST 332 Django 330 Service mesh 329 Intune / SCCM 319 Flink 316 Redshift 310 CISM 302 OWASP 293 Wireframing 292 Kanban 292 Blockchain 292 SD-WAN 288 GRC 286 Motion graphics 283 Hugging Face 280 Swift 269 RabbitMQ 268 Selenium 264 ClickHouse 262 Ruby on Rails 260 Juniper 258 Playwright 254 Power Platform 253 OKRs 252 Perl 251 Content marketing 242 WebSockets 241 Smartsheet 239 Unreal Engine 231 Cassandra 229 Google Ads 225 Wireshark 222 Pulumi 221 Flask 216 PPC 215 After Effects 209 PCI DSS 205 Canva 205 Information architecture 202 Copywriting 202 SageMaker 196 Redux 194 SOAR 194 Marketo 193 Premiere Pro 190 Asana 188 Vertex AI 183 Tailwind CSS 178 Presto / Trino 175 NetSuite 174 InDesign 173 Notion 172 Cypress 167 Hive 160 Cloudflare 156 Jamf 156 Salesforce Marketing Cloud 152 Kinesis 151 Postman 151 pytest 149 Influencer marketing 147 Workday 146 Jest 141 Zapier 141 OSCP 139 PHP 138 monday.com 133 Zendesk 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 121 New Relic 117 jQuery 116 Cucumber 113 SwiftUI 106 Jupyter 105 Meta Ads 105 Unity 104 Verilog / VHDL 103 CapCut 100 Neo4j 99 XGBoost 99 SAS 96 Braze 96 NestJS 92 WebGL 91 Fivetran 91 Programmatic advertising 89 VBA 88 SEO tools 86 Nginx 84 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Informatica 79 Blender 79 Keras 77 D3.js 74 Firebase 73 Looker Studio 73 PCB design 73 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 69 Vite 68 Three.js 68 Flutter 68 Airtable 67 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Google Tag Manager 57 Iterable 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Objective-C 48 Elixir 48 UIKit 48 Miro 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Xcode 32 Adobe XD 32 Haskell 31 Alteryx 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 23 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 16 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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