States
Alabama 442 Alaska 43 Arizona 638 Arkansas 433 California 15,430 Colorado 1,537 Connecticut 341 Delaware 133 District of Columbia 1,317 Florida 1,279 Georgia 1,080 Hawaii 138 Idaho 176 Illinois 1,843 Indiana 307 Iowa 277 Kansas 117 Kentucky 160 Louisiana 112 Maine 81 Maryland 1,637 Massachusetts 2,275 Michigan 693 Minnesota 408 Mississippi 96 Missouri 481 Montana 49 Nebraska 186 Nevada 198 New Hampshire 112 New Jersey 808 New Mexico 164 New York 6,700 North Carolina 1,184 North Dakota 72 Ohio 687 Oklahoma 188 Oregon 355 Pennsylvania 879 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 285 Texas 3,679 Utah 461 Vermont 71 Virginia 3,668 Washington 2,768 West Virginia 76 Wisconsin 337 Wyoming 60
Cities
San Francisco Bay Area, CA 10,471 New York, NY 5,611 Washington, DC 3,603 Seattle, WA 2,146 Los Angeles, CA 2,070 Boston, MA 1,343 Austin, TX 1,204 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,060 Denver, CO 790 Atlanta, GA 701 Raleigh–Durham, NC 479 San Diego, CA 428 Phoenix, AZ 356 Charlotte, NC 338 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 11,225 Product Manager 3,309 Engineering Manager 2,107 Program Manager 1,931 Project Manager 1,929 Data Scientist 1,550 Machine Learning Engineer 1,505 Security Engineer 1,448 Marketing Manager 1,361 Full Stack Developer 1,210 AI Engineer 1,074 DevOps Engineer 1,067 Data Engineer 888 IT Support Specialist 855 Cybersecurity Analyst 849 Backend Developer 796 Systems Administrator 771 Site Reliability Engineer 726 Graphic Designer 695 Data Analyst 649 Product Marketing Manager 629 Mobile Developer 596 Network Engineer 570 Business Analyst 549 Product Designer 533 Content Writer 517 QA Engineer 503 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 303 UX Designer 242 PPC Specialist 220 Email Marketing Specialist 210 Social Media Manager 201 Digital Marketing Specialist 182 Marketing Analyst 173 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 Web Developer 51 Art Director 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,858 Machine learning 9,052 Product roadmapping 8,589 AWS 8,220 CI/CD 7,591 SQL 6,195 Kubernetes 6,121 LLMs 5,741 AI agents 5,370 C++ 5,134 Linux 5,077 Java 5,047 Azure 4,861 Distributed systems 4,749 Agile 4,587 Docker 4,256 Google Cloud 4,087 Git 4,056 TypeScript 3,897 Go 3,868 React 3,590 Terraform 3,323 JavaScript 3,308 Go-to-market 2,878 REST APIs 2,758 Jira 2,682 Test automation 2,625 PostgreSQL 2,469 C 2,442 Generative AI 2,438 Incident response 2,413 Product strategy 2,400 Microservices 2,383 Bash 2,233 Positioning & messaging 2,163 Excel 2,036 GitHub 1,905 Embedded systems 1,861 Node.js 1,853 Rust 1,756 Stakeholder management 1,716 PyTorch 1,715 Kafka 1,711 IAM 1,636 Product marketing 1,629 CRM 1,627 CompTIA certifications 1,616 C# 1,607 Spark 1,572 Computer vision 1,570 Scrum 1,566 Cryptography 1,516 Ansible 1,500 GitLab 1,486 Firmware 1,481 Android 1,464 Market research 1,436 Data modeling 1,413 Jenkins 1,400 Deep learning 1,380 PRDs 1,350 iOS 1,337 RAG 1,333 Data warehousing 1,305 PMP 1,287 Design systems 1,286 Confluence 1,267 NoSQL 1,234 OpenAI API 1,228 ETL 1,224 NIST 1,199 Vulnerability management 1,185 Firewalls 1,173 Google Workspace 1,160 Salesforce 1,158 HTML 1,143 Grafana 1,123 Competitive analysis 1,091 Snowflake 1,080 CSS 1,076 TCP/IP 1,071 Databricks 1,065 Tableau 1,057 DNS / DHCP 1,051 Kotlin 1,040 PowerShell 1,001 Power BI 984 Prototyping 981 Angular 978 CISSP 974 User stories 963 Figma 961 Scala 937 Prometheus 935 MLOps 931 TensorFlow 917 SAP 892 GitHub Actions 891 Brand marketing 886 A/B testing 863 Active Directory 858 Spring Boot 832 MySQL 827 R 825 Web accessibility (WCAG) 821 NLP 821 Prompt engineering 820 Pricing strategy 819 Airflow 809 Oracle 801 Zero Trust 800 Redis 788 Elasticsearch 787 User research 780 Demand generation 774 Reinforcement learning 770 Unix 765 Sales enablement 757 OAuth 756 SSO / SAML 753 RTOS 750 Splunk 732 Routing & switching 723 SOC 2 710 GraphQL 707 ServiceNow 705 VPN 692 MongoDB 688 Datadog 687 Vector databases 678 SQL Server 666 BigQuery 656 ITIL 652 Cisco 648 JUnit 648 CUDA 637 Helm 637 .NET 633 SIEM 632 VMware 626 SEO 623 Microsoft 365 616 HIPAA 614 CCNA / CCNP 613 Technical writing 605 Threat modeling 598 Serverless 596 gRPC 588 CloudFormation 578 Ruby 576 Microsoft Project 576 Next.js 568 LangChain 558 MATLAB 549 Budget management 546 Marketing automation 543 Adobe Creative Cloud 538 Product analytics 537 dbt 533 FedRAMP 532 Content strategy 527 SAFe 526 Email marketing 521 Jetpack Compose 519 SharePoint 519 Penetration testing 518 ISO 27001 496 GIAC certifications 491 pandas 477 Argo CD 477 scikit-learn 468 CMS 468 macOS 446 EDR 444 Windows Server 440 HubSpot 432 Looker 426 Six Sigma 426 Vue.js 424 DynamoDB 414 ELK Stack 412 Typography 407 OpenTelemetry 403 FastAPI 401 Event marketing 399 Chef / Puppet 382 Hadoop 370 Google Analytics 370 Photoshop 368 FPGA 367 Video editing 366 Okta 364 Load testing 364 React Native 362 Paid social 341 Illustrator 334 Account-based marketing 334 OpenShift 333 SAST / DAST 333 NumPy 331 Django 329 Service mesh 329 Intune / SCCM 319 Flink 317 Redshift 310 CISM 302 OWASP 292 Wireframing 292 Kanban 292 Blockchain 291 SD-WAN 290 GRC 285 Motion graphics 283 Hugging Face 280 Swift 269 RabbitMQ 267 Selenium 263 ClickHouse 262 Ruby on Rails 260 Juniper 258 Playwright 252 OKRs 252 Power Platform 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 Canva 205 PCI DSS 203 Information architecture 202 Copywriting 202 SageMaker 197 SOAR 194 Redux 193 Marketo 193 Premiere Pro 190 Asana 188 Vertex AI 183 Tailwind CSS 177 Presto / Trino 175 NetSuite 175 InDesign 173 Notion 171 Cypress 166 Hive 160 Cloudflare 156 Jamf 156 Salesforce Marketing Cloud 152 Kinesis 151 Postman 151 pytest 149 Influencer marketing 147 Workday 146 Zapier 141 Jest 140 PHP 138 OSCP 138 monday.com 133 Zendesk 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 121 jQuery 116 New Relic 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 87 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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