States
Alabama 445 Alaska 44 Arizona 640 Arkansas 434 California 15,365 Colorado 1,538 Connecticut 341 Delaware 136 District of Columbia 1,310 Florida 1,285 Georgia 1,076 Hawaii 139 Idaho 176 Illinois 1,848 Indiana 305 Iowa 279 Kansas 118 Kentucky 162 Louisiana 113 Maine 82 Maryland 1,646 Massachusetts 2,274 Michigan 694 Minnesota 405 Mississippi 96 Missouri 481 Montana 49 Nebraska 188 Nevada 201 New Hampshire 111 New Jersey 814 New Mexico 163 New York 6,696 North Carolina 1,181 North Dakota 73 Ohio 691 Oklahoma 188 Oregon 349 Pennsylvania 875 Rhode Island 93 South Carolina 202 South Dakota 61 Tennessee 287 Texas 3,647 Utah 462 Vermont 72 Virginia 3,689 Washington 2,761 West Virginia 77 Wisconsin 334 Wyoming 61
Cities
San Francisco Bay Area, CA 10,437 New York, NY 5,615 Washington, DC 3,615 Seattle, WA 2,142 Los Angeles, CA 2,071 Boston, MA 1,343 Austin, TX 1,195 Chicago, IL 1,156 Dallas–Fort Worth, TX 1,062 Denver, CO 794 Atlanta, GA 697 Raleigh–Durham, NC 475 San Diego, CA 428 Phoenix, AZ 358 Charlotte, NC 342 Houston, TX 252 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 164 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 129 Baltimore, MD 106 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,215 Product Manager 3,310 Engineering Manager 2,101 Project Manager 1,930 Program Manager 1,920 Data Scientist 1,552 Machine Learning Engineer 1,501 Security Engineer 1,441 Marketing Manager 1,354 Full Stack Developer 1,212 AI Engineer 1,070 DevOps Engineer 1,065 Data Engineer 890 IT Support Specialist 854 Cybersecurity Analyst 847 Backend Developer 788 Systems Administrator 776 Site Reliability Engineer 730 Graphic Designer 700 Data Analyst 648 Product Marketing Manager 621 Mobile Developer 592 Network Engineer 568 Business Analyst 553 Product Designer 535 Content Writer 514 QA Engineer 501 Growth Marketing Manager 342 Frontend Developer 334 Cloud Engineer 301 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 174 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 89 SEO Specialist 79 Content Creator 79 Scrum Master 68 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 27 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,834 Machine learning 9,036 Product roadmapping 8,551 AWS 8,203 CI/CD 7,583 SQL 6,183 Kubernetes 6,117 LLMs 5,740 AI agents 5,356 C++ 5,131 Linux 5,071 Java 5,026 Azure 4,856 Distributed systems 4,729 Agile 4,579 Docker 4,258 Google Cloud 4,083 Git 4,059 TypeScript 3,888 Go 3,842 React 3,583 Terraform 3,329 JavaScript 3,302 Go-to-market 2,852 REST APIs 2,754 Jira 2,673 Test automation 2,628 PostgreSQL 2,468 C 2,449 Generative AI 2,442 Incident response 2,404 Product strategy 2,404 Microservices 2,368 Bash 2,235 Positioning & messaging 2,153 Excel 2,040 GitHub 1,895 Embedded systems 1,859 Node.js 1,853 Rust 1,754 PyTorch 1,714 Stakeholder management 1,709 Kafka 1,700 IAM 1,636 CompTIA certifications 1,621 CRM 1,619 Product marketing 1,615 C# 1,602 Spark 1,567 Scrum 1,567 Computer vision 1,561 Cryptography 1,511 Ansible 1,504 GitLab 1,486 Firmware 1,478 Android 1,460 Market research 1,437 Data modeling 1,406 Jenkins 1,387 Deep learning 1,373 PRDs 1,359 iOS 1,333 RAG 1,328 Data warehousing 1,303 Design systems 1,283 PMP 1,283 Confluence 1,267 NoSQL 1,229 ETL 1,224 OpenAI API 1,223 NIST 1,193 Vulnerability management 1,181 Firewalls 1,175 Google Workspace 1,160 Salesforce 1,157 HTML 1,143 Grafana 1,122 Competitive analysis 1,087 CSS 1,079 Snowflake 1,073 TCP/IP 1,067 Databricks 1,063 DNS / DHCP 1,049 Tableau 1,047 Kotlin 1,038 PowerShell 1,007 Prototyping 981 Power BI 979 Angular 975 CISSP 968 User stories 967 Figma 961 MLOps 936 Prometheus 933 Scala 930 TensorFlow 917 SAP 894 GitHub Actions 891 Brand marketing 883 A/B testing 862 Active Directory 856 Spring Boot 831 NLP 824 Web accessibility (WCAG) 823 MySQL 823 R 821 Prompt engineering 821 Pricing strategy 814 Airflow 812 Zero Trust 800 Oracle 792 Elasticsearch 786 Redis 785 User research 781 Demand generation 773 Unix 769 Reinforcement learning 766 OAuth 755 SSO / SAML 755 RTOS 753 Sales enablement 753 Splunk 728 Routing & switching 719 SOC 2 711 ServiceNow 708 GraphQL 703 VPN 695 MongoDB 687 Datadog 681 Vector databases 678 SQL Server 663 ITIL 659 BigQuery 651 Cisco 645 JUnit 641 CUDA 635 Helm 635 .NET 631 SIEM 629 VMware 627 SEO 623 Microsoft 365 616 HIPAA 616 CCNA / CCNP 610 Technical writing 603 Threat modeling 593 Serverless 592 gRPC 589 CloudFormation 580 Microsoft Project 579 Ruby 571 Next.js 564 LangChain 556 MATLAB 552 Budget management 544 Adobe Creative Cloud 542 Marketing automation 541 Product analytics 540 FedRAMP 534 dbt 532 Content strategy 524 SAFe 523 SharePoint 520 Jetpack Compose 518 Email marketing 518 Penetration testing 517 ISO 27001 498 GIAC certifications 492 pandas 478 scikit-learn 473 Argo CD 473 CMS 470 macOS 445 EDR 443 Windows Server 439 HubSpot 430 Looker 425 Six Sigma 425 Vue.js 422 ELK Stack 413 DynamoDB 412 Typography 410 FastAPI 400 OpenTelemetry 398 Event marketing 396 Chef / Puppet 387 Photoshop 372 Hadoop 369 Google Analytics 368 Load testing 367 FPGA 367 Video editing 366 Okta 365 React Native 363 Paid social 341 Illustrator 338 OpenShift 336 SAST / DAST 333 NumPy 332 Service mesh 330 Account-based marketing 330 Django 327 Intune / SCCM 318 Flink 316 Redshift 310 CISM 301 OWASP 294 Wireframing 292 Blockchain 291 SD-WAN 287 Kanban 287 GRC 284 Motion graphics 284 Hugging Face 279 RabbitMQ 269 Swift 267 Juniper 262 Selenium 262 Ruby on Rails 260 ClickHouse 260 Playwright 252 Perl 251 OKRs 251 Power Platform 251 Smartsheet 242 Content marketing 239 WebSockets 237 Unreal Engine 229 Cassandra 226 Wireshark 223 Google Ads 223 Pulumi 221 Flask 217 PPC 214 After Effects 212 Canva 205 PCI DSS 204 Information architecture 204 Copywriting 200 SageMaker 196 Marketo 195 Redux 194 SOAR 192 Premiere Pro 190 Asana 189 Vertex AI 184 Tailwind CSS 178 Presto / Trino 175 InDesign 175 Notion 172 NetSuite 172 Cypress 164 Hive 159 Salesforce Marketing Cloud 156 Cloudflare 155 Jamf 155 pytest 150 Postman 150 Kinesis 149 Influencer marketing 146 Workday 145 Zapier 141 PHP 140 Jest 140 OSCP 139 monday.com 133 Zendesk 132 Shopify 132 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 120 New Relic 118 jQuery 116 Cucumber 109 Jupyter 106 Unity 104 Meta Ads 104 Verilog / VHDL 104 SwiftUI 103 Neo4j 100 CapCut 100 XGBoost 99 SAS 97 Braze 97 Fivetran 92 NestJS 91 VBA 89 WebGL 89 Programmatic advertising 88 Nginx 86 SEO tools 86 Sketch 82 HashiCorp Vault 81 Google Search Console 81 Social media tools 81 Informatica 78 Blender 78 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 Firebase 72 PCB design 72 Final Cut Pro 71 LinkedIn Ads 70 Affiliate marketing 69 Vite 68 Flutter 68 Webflow 68 Three.js 67 Mixpanel 66 Adobe Analytics 62 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Citrix 55 Qlik 54 DaVinci Resolve 54 Klaviyo 51 Elixir 48 Miro 48 Objective-C 47 Storybook 47 UIKit 47 Maya 44 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 Retool 23 SPSS 21 AP Style 20 Solidity 16 Amazon Ads 16 Substance 3D 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 6 Stata 3
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