States
Alabama 446 Alaska 44 Arizona 640 Arkansas 435 California 15,418 Colorado 1,544 Connecticut 343 Delaware 136 District of Columbia 1,317 Florida 1,281 Georgia 1,080 Hawaii 139 Idaho 177 Illinois 1,850 Indiana 308 Iowa 278 Kansas 118 Kentucky 161 Louisiana 113 Maine 83 Maryland 1,646 Massachusetts 2,274 Michigan 695 Minnesota 409 Mississippi 96 Missouri 483 Montana 49 Nebraska 187 Nevada 201 New Hampshire 112 New Jersey 816 New Mexico 164 New York 6,707 North Carolina 1,183 North Dakota 73 Ohio 689 Oklahoma 188 Oregon 356 Pennsylvania 882 Rhode Island 96 South Carolina 202 South Dakota 61 Tennessee 286 Texas 3,663 Utah 460 Vermont 72 Virginia 3,678 Washington 2,770 West Virginia 77 Wisconsin 337 Wyoming 61
Cities
San Francisco Bay Area, CA 10,470 New York, NY 5,620 Washington, DC 3,610 Seattle, WA 2,148 Los Angeles, CA 2,070 Boston, MA 1,342 Austin, TX 1,198 Chicago, IL 1,159 Dallas–Fort Worth, TX 1,067 Denver, CO 796 Atlanta, GA 700 Raleigh–Durham, NC 474 San Diego, CA 426 Phoenix, AZ 357 Charlotte, NC 342 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 132 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,233 Product Manager 3,313 Engineering Manager 2,110 Project Manager 1,933 Program Manager 1,930 Data Scientist 1,555 Machine Learning Engineer 1,503 Security Engineer 1,445 Marketing Manager 1,357 Full Stack Developer 1,212 AI Engineer 1,075 DevOps Engineer 1,067 Data Engineer 890 IT Support Specialist 857 Cybersecurity Analyst 849 Backend Developer 796 Systems Administrator 775 Site Reliability Engineer 728 Graphic Designer 696 Data Analyst 647 Product Marketing Manager 629 Mobile Developer 594 Network Engineer 569 Business Analyst 553 Product Designer 534 Content Writer 517 QA Engineer 502 Growth Marketing Manager 344 Frontend Developer 337 Cloud Engineer 303 UX Designer 242 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 199 Digital Marketing Specialist 182 Marketing Analyst 173 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 89 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 14,859 Machine learning 9,052 Product roadmapping 8,582 AWS 8,213 CI/CD 7,594 SQL 6,200 Kubernetes 6,116 LLMs 5,742 AI agents 5,375 C++ 5,143 Linux 5,082 Java 5,038 Azure 4,865 Distributed systems 4,740 Agile 4,591 Docker 4,258 Google Cloud 4,090 Git 4,060 TypeScript 3,902 Go 3,858 React 3,592 Terraform 3,327 JavaScript 3,316 Go-to-market 2,875 REST APIs 2,757 Jira 2,681 Test automation 2,629 PostgreSQL 2,467 C 2,448 Generative AI 2,437 Incident response 2,409 Product strategy 2,407 Microservices 2,377 Bash 2,231 Positioning & messaging 2,160 Excel 2,041 GitHub 1,900 Embedded systems 1,864 Node.js 1,859 Rust 1,759 Stakeholder management 1,718 PyTorch 1,716 Kafka 1,705 IAM 1,637 Product marketing 1,626 CRM 1,624 CompTIA certifications 1,618 C# 1,606 Computer vision 1,570 Scrum 1,570 Spark 1,568 Cryptography 1,515 Ansible 1,500 GitLab 1,485 Firmware 1,480 Android 1,462 Market research 1,439 Data modeling 1,411 Jenkins 1,386 Deep learning 1,379 PRDs 1,359 iOS 1,335 RAG 1,332 Data warehousing 1,306 PMP 1,290 Design systems 1,285 Confluence 1,270 NoSQL 1,234 OpenAI API 1,227 ETL 1,225 NIST 1,197 Vulnerability management 1,184 Firewalls 1,175 Google Workspace 1,160 Salesforce 1,159 HTML 1,144 Grafana 1,121 Competitive analysis 1,092 CSS 1,079 Snowflake 1,075 TCP/IP 1,069 Databricks 1,065 DNS / DHCP 1,053 Tableau 1,052 Kotlin 1,038 PowerShell 1,004 Power BI 980 Angular 979 Prototyping 978 CISSP 973 User stories 971 Figma 960 Scala 934 MLOps 933 Prometheus 933 TensorFlow 918 GitHub Actions 893 SAP 891 Brand marketing 887 A/B testing 863 Active Directory 860 Spring Boot 831 MySQL 825 Prompt engineering 825 R 824 NLP 824 Web accessibility (WCAG) 822 Pricing strategy 819 Airflow 811 Zero Trust 803 Oracle 794 Redis 793 Elasticsearch 786 User research 781 Demand generation 773 Reinforcement learning 768 Unix 767 Sales enablement 756 SSO / SAML 755 OAuth 754 RTOS 751 Splunk 727 Routing & switching 721 SOC 2 712 ServiceNow 709 GraphQL 706 VPN 694 MongoDB 687 Datadog 682 Vector databases 677 SQL Server 666 ITIL 657 BigQuery 655 Cisco 646 JUnit 641 CUDA 638 Helm 637 SIEM 633 .NET 631 VMware 628 SEO 623 Microsoft 365 615 HIPAA 615 CCNA / CCNP 612 Technical writing 605 Threat modeling 597 Serverless 593 gRPC 589 Microsoft Project 579 Ruby 577 CloudFormation 577 Next.js 569 LangChain 559 MATLAB 552 Budget management 546 Marketing automation 542 Product analytics 540 Adobe Creative Cloud 539 dbt 535 FedRAMP 533 SAFe 528 Content strategy 525 Email marketing 520 Jetpack Compose 519 SharePoint 519 Penetration testing 517 ISO 27001 497 GIAC certifications 495 pandas 479 Argo CD 475 scikit-learn 471 CMS 467 macOS 446 EDR 445 Windows Server 442 HubSpot 431 Six Sigma 426 Looker 425 Vue.js 423 ELK Stack 413 DynamoDB 410 Typography 408 FastAPI 400 OpenTelemetry 399 Event marketing 397 Chef / Puppet 385 Photoshop 370 Hadoop 369 Google Analytics 369 FPGA 368 Okta 366 Video editing 365 React Native 364 Load testing 364 Paid social 342 Illustrator 336 OpenShift 334 SAST / DAST 332 Account-based marketing 332 NumPy 331 Service mesh 330 Django 329 Flink 318 Intune / SCCM 318 Redshift 309 CISM 303 OWASP 294 Kanban 292 Wireframing 291 Blockchain 291 SD-WAN 287 GRC 285 Motion graphics 283 Hugging Face 279 Swift 268 RabbitMQ 268 ClickHouse 262 Selenium 262 Ruby on Rails 260 Juniper 260 Playwright 254 OKRs 254 Perl 252 Power Platform 252 WebSockets 242 Content marketing 241 Smartsheet 239 Unreal Engine 231 Cassandra 228 Google Ads 225 Wireshark 222 Pulumi 221 Flask 215 PPC 215 After Effects 210 PCI DSS 204 Canva 204 Information architecture 203 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 166 Hive 160 Jamf 156 Cloudflare 155 Salesforce Marketing Cloud 154 Postman 151 Kinesis 150 pytest 149 Influencer marketing 147 Workday 147 Jest 141 Zapier 141 OSCP 139 PHP 138 Zendesk 132 monday.com 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 120 New Relic 117 jQuery 116 Cucumber 110 Jupyter 107 Meta Ads 105 SwiftUI 104 Unity 104 Verilog / VHDL 104 CapCut 100 XGBoost 99 Neo4j 98 SAS 98 Braze 96 WebGL 91 NestJS 91 Fivetran 91 VBA 89 Programmatic advertising 88 SEO tools 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 73 Firebase 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Vite 68 Three.js 68 Flutter 68 Webflow 68 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 48 Objective-C 47 Storybook 47 UIKit 47 Miro 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 SPSS 23 Framer 23 Retool 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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