States
Alabama 435 Alaska 37 Arizona 628 Arkansas 379 California 15,054 Colorado 1,522 Connecticut 352 Delaware 122 District of Columbia 1,288 Florida 1,285 Georgia 1,055 Hawaii 122 Idaho 183 Illinois 1,821 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 79 Maryland 1,618 Massachusetts 2,277 Michigan 688 Minnesota 398 Mississippi 90 Missouri 499 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 799 New Mexico 147 New York 6,563 North Carolina 1,200 North Dakota 76 Ohio 668 Oklahoma 191 Oregon 349 Pennsylvania 884 Rhode Island 92 South Carolina 190 South Dakota 57 Tennessee 269 Texas 3,590 Utah 458 Vermont 74 Virginia 3,625 Washington 2,716 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,221 New York, NY 5,493 Washington, DC 3,538 Seattle, WA 2,101 Los Angeles, CA 2,003 Boston, MA 1,370 Austin, TX 1,174 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,027 Denver, CO 776 Atlanta, GA 685 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 360 Phoenix, AZ 354 Houston, TX 259 Pittsburgh, PA 223 Miami, FL 211 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,188 Product Manager 3,283 Engineering Manager 2,095 Project Manager 1,935 Program Manager 1,884 Data Scientist 1,542 Machine Learning Engineer 1,489 Security Engineer 1,427 Marketing Manager 1,351 Full Stack Developer 1,190 AI Engineer 1,054 DevOps Engineer 1,028 Data Engineer 890 Cybersecurity Analyst 831 IT Support Specialist 831 Backend Developer 807 Systems Administrator 741 Site Reliability Engineer 711 Graphic Designer 690 Data Analyst 670 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 574 Business Analyst 553 Product Designer 521 QA Engineer 504 Content Writer 490 Growth Marketing Manager 348 Frontend Developer 333 Cloud Engineer 298 UX Designer 248 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 198 Community Manager 177 Marketing Analyst 175 Digital Marketing Specialist 175 Video Editor 90 Brand Manager 90 Creative Director 80 SEO Specialist 76 Content Creator 75 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,606 Machine learning 9,099 Product roadmapping 8,548 AWS 8,192 CI/CD 7,417 SQL 6,090 Kubernetes 6,003 LLMs 5,599 AI agents 5,198 C++ 5,070 Linux 5,024 Java 4,911 Azure 4,855 Distributed systems 4,685 Agile 4,627 Docker 4,198 Google Cloud 4,058 Git 3,975 TypeScript 3,821 Go 3,797 React 3,526 Terraform 3,281 JavaScript 3,189 Go-to-market 2,836 REST APIs 2,674 Jira 2,640 Test automation 2,576 PostgreSQL 2,462 C 2,454 Generative AI 2,421 Product strategy 2,398 Microservices 2,369 Incident response 2,368 Positioning & messaging 2,172 Bash 2,165 Excel 2,044 Embedded systems 1,894 GitHub 1,856 Node.js 1,819 Stakeholder management 1,776 Rust 1,716 PyTorch 1,691 Kafka 1,690 CRM 1,619 Product marketing 1,618 IAM 1,576 C# 1,570 Spark 1,568 CompTIA certifications 1,566 Scrum 1,562 Computer vision 1,546 Cryptography 1,502 Firmware 1,481 GitLab 1,463 Ansible 1,456 Market research 1,456 Data modeling 1,431 Android 1,430 Deep learning 1,362 Jenkins 1,326 PRDs 1,325 RAG 1,313 iOS 1,312 Data warehousing 1,293 Design systems 1,263 PMP 1,260 NoSQL 1,241 Confluence 1,235 ETL 1,222 OpenAI API 1,197 NIST 1,184 Vulnerability management 1,168 Google Workspace 1,167 Firewalls 1,162 Salesforce 1,155 HTML 1,131 Competitive analysis 1,082 Databricks 1,076 Grafana 1,074 TCP/IP 1,069 Snowflake 1,065 CSS 1,057 Tableau 1,044 Kotlin 1,006 DNS / DHCP 1,005 PowerShell 986 Angular 979 Power BI 978 Prototyping 961 Figma 957 CISSP 955 MLOps 949 TensorFlow 932 Scala 917 User stories 900 Prometheus 888 GitHub Actions 871 SAP 865 Brand marketing 865 A/B testing 862 Web accessibility (WCAG) 861 R 848 NLP 840 Active Directory 839 Prompt engineering 831 Spring Boot 812 Airflow 809 User research 798 Zero Trust 795 Redis 785 Pricing strategy 784 MySQL 778 Demand generation 778 Elasticsearch 770 Sales enablement 770 Oracle 768 RTOS 761 Reinforcement learning 754 Unix 751 GraphQL 724 SSO / SAML 723 OAuth 712 Routing & switching 712 SOC 2 702 Vector databases 700 MongoDB 692 Splunk 690 VPN 687 ServiceNow 681 Datadog 665 SQL Server 659 Cisco 655 ITIL 648 SIEM 631 .NET 629 SEO 629 CUDA 623 Microsoft 365 621 Helm 620 BigQuery 613 JUnit 612 VMware 606 CCNA / CCNP 606 Serverless 594 Technical writing 590 HIPAA 588 Threat modeling 587 Microsoft Project 581 gRPC 580 CloudFormation 578 Next.js 573 Ruby 569 LangChain 557 MATLAB 544 FedRAMP 543 dbt 539 Budget management 534 SAFe 533 Product analytics 531 Marketing automation 530 Content strategy 528 Adobe Creative Cloud 519 Email marketing 518 Jetpack Compose 516 Penetration testing 508 SharePoint 502 GIAC certifications 485 ISO 27001 483 CMS 482 scikit-learn 478 pandas 470 Argo CD 461 macOS 449 EDR 446 Looker 435 Windows Server 434 HubSpot 421 Vue.js 416 DynamoDB 408 ELK Stack 408 Event marketing 406 FastAPI 399 Typography 397 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 387 FPGA 375 Google Analytics 368 Photoshop 360 Hadoop 351 Load testing 349 React Native 345 Okta 341 SAST / DAST 341 Paid social 338 OpenShift 334 Video editing 333 Django 332 Account-based marketing 329 NumPy 328 Illustrator 323 Service mesh 322 Redshift 313 Flink 302 Blockchain 302 Intune / SCCM 301 CISM 295 OWASP 291 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 275 GRC 271 Juniper 268 Motion graphics 268 Perl 261 OKRs 261 Swift 258 Selenium 256 Playwright 255 Ruby on Rails 252 ClickHouse 251 Smartsheet 243 Content marketing 238 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 223 Flask 222 Google Ads 220 PPC 218 Pulumi 215 Cassandra 213 SageMaker 206 Information architecture 199 Copywriting 199 PCI DSS 198 After Effects 197 Canva 195 SOAR 194 Asana 193 Marketo 192 Redux 189 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 Premiere Pro 167 NetSuite 167 Cloudflare 164 Presto / Trino 161 Salesforce Marketing Cloud 154 PHP 152 OSCP 152 Kinesis 151 Jamf 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 140 Postman 138 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 124 WordPress 121 Conversion rate optimization 119 Amplitude 118 New Relic 118 jQuery 112 monday.com 107 Cucumber 106 Verilog / VHDL 106 Neo4j 103 Jupyter 100 Meta Ads 100 SwiftUI 98 XGBoost 97 CapCut 95 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Sketch 81 Keras 80 HashiCorp Vault 78 Blender 77 Vite 75 Informatica 75 PCB design 75 Airtable 75 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Adobe Analytics 65 Flutter 63 Webflow 63 Three.js 62 Firebase 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 55 Citrix 54 Elixir 53 Storybook 52 Qlik 52 Miro 48 Klaviyo 48 Maya 47 DaVinci Resolve 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 26 Retool 26 Framer 22 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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