States
Alabama 431 Alaska 32 Arizona 639 Arkansas 422 California 15,668 Colorado 1,533 Connecticut 332 Delaware 126 District of Columbia 1,325 Florida 1,293 Georgia 1,083 Hawaii 130 Idaho 172 Illinois 1,857 Indiana 292 Iowa 263 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,650 Massachusetts 2,282 Michigan 674 Minnesota 393 Mississippi 84 Missouri 454 Montana 48 Nebraska 178 Nevada 186 New Hampshire 104 New Jersey 774 New Mexico 150 New York 6,772 North Carolina 1,163 North Dakota 61 Ohio 672 Oklahoma 171 Oregon 355 Pennsylvania 863 Rhode Island 81 South Carolina 189 South Dakota 50 Tennessee 277 Texas 3,711 Utah 453 Vermont 61 Virginia 3,699 Washington 2,776 West Virginia 63 Wisconsin 315 Wyoming 48
Cities
San Francisco Bay Area, CA 10,661 New York, NY 5,677 Washington, DC 3,637 Seattle, WA 2,160 Los Angeles, CA 2,088 Boston, MA 1,346 Austin, TX 1,225 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,078 Denver, CO 787 Atlanta, GA 710 Raleigh–Durham, NC 480 San Diego, CA 423 Phoenix, AZ 365 Charlotte, NC 338 Houston, TX 256 Pittsburgh, PA 229 Miami, FL 220 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 127 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,292 Product Manager 3,341 Engineering Manager 2,116 Program Manager 1,956 Project Manager 1,929 Data Scientist 1,549 Machine Learning Engineer 1,513 Security Engineer 1,460 Marketing Manager 1,384 Full Stack Developer 1,202 AI Engineer 1,083 DevOps Engineer 1,069 Data Engineer 897 Cybersecurity Analyst 865 IT Support Specialist 864 Backend Developer 788 Systems Administrator 771 Site Reliability Engineer 735 Graphic Designer 717 Data Analyst 641 Product Marketing Manager 627 Mobile Developer 598 Network Engineer 574 Business Analyst 543 Product Designer 540 Content Writer 522 QA Engineer 486 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 306 UX Designer 244 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 172 Video Editor 106 Creative Director 96 Brand Manager 94 SEO Specialist 82 Content Creator 78 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,929 Machine learning 9,103 Product roadmapping 8,664 AWS 8,204 CI/CD 7,664 SQL 6,192 Kubernetes 6,160 LLMs 5,779 AI agents 5,428 Linux 5,164 C++ 5,163 Java 5,049 Azure 4,901 Distributed systems 4,799 Agile 4,599 Docker 4,290 Google Cloud 4,090 Git 4,071 Go 3,926 TypeScript 3,910 React 3,576 Terraform 3,351 JavaScript 3,305 Go-to-market 2,940 REST APIs 2,754 Jira 2,720 Test automation 2,660 PostgreSQL 2,459 C 2,454 Incident response 2,435 Generative AI 2,425 Product strategy 2,411 Microservices 2,395 Bash 2,288 Positioning & messaging 2,193 Excel 2,065 GitHub 1,897 Embedded systems 1,880 Node.js 1,856 Rust 1,801 PyTorch 1,740 Kafka 1,727 Stakeholder management 1,727 CRM 1,654 IAM 1,651 Product marketing 1,632 CompTIA certifications 1,610 C# 1,608 Computer vision 1,588 Scrum 1,573 Spark 1,564 Ansible 1,558 Cryptography 1,554 Firmware 1,527 GitLab 1,499 Android 1,466 Market research 1,453 Data modeling 1,417 Jenkins 1,406 Deep learning 1,367 PRDs 1,353 iOS 1,346 RAG 1,340 Data warehousing 1,319 PMP 1,299 Confluence 1,296 Design systems 1,278 NoSQL 1,253 OpenAI API 1,248 NIST 1,217 ETL 1,208 Firewalls 1,201 Vulnerability management 1,197 Salesforce 1,187 Google Workspace 1,155 Grafana 1,139 HTML 1,124 TCP/IP 1,090 Competitive analysis 1,090 Databricks 1,081 Snowflake 1,074 DNS / DHCP 1,072 Tableau 1,064 CSS 1,048 Kotlin 1,043 PowerShell 1,024 Power BI 993 Angular 986 Prototyping 978 CISSP 977 Scala 967 Figma 967 User stories 965 Prometheus 948 MLOps 921 TensorFlow 918 Brand marketing 899 GitHub Actions 893 SAP 876 Active Directory 868 A/B testing 862 Pricing strategy 838 Prompt engineering 819 MySQL 818 Web accessibility (WCAG) 816 Spring Boot 814 Zero Trust 812 R 804 Airflow 801 NLP 795 Reinforcement learning 795 Elasticsearch 785 Oracle 783 Redis 780 Unix 779 User research 776 OAuth 774 Sales enablement 769 Demand generation 768 RTOS 763 SSO / SAML 756 Splunk 747 Routing & switching 736 SOC 2 722 ServiceNow 717 VPN 708 GraphQL 703 Datadog 697 MongoDB 685 SQL Server 678 Cisco 674 Vector databases 666 CUDA 654 JUnit 652 ITIL 649 BigQuery 647 .NET 641 Helm 639 Microsoft 365 638 SIEM 634 Threat modeling 629 SEO 625 VMware 624 CCNA / CCNP 621 Technical writing 618 HIPAA 612 Serverless 602 gRPC 595 Ruby 579 CloudFormation 579 Microsoft Project 571 Next.js 566 Budget management 560 LangChain 555 Adobe Creative Cloud 552 Marketing automation 552 FedRAMP 548 MATLAB 544 SAFe 537 dbt 533 Product analytics 533 Penetration testing 527 SharePoint 527 Content strategy 522 Jetpack Compose 521 Email marketing 507 ISO 27001 504 GIAC certifications 491 Argo CD 484 pandas 471 CMS 461 scikit-learn 458 macOS 456 EDR 447 Windows Server 444 HubSpot 436 Six Sigma 429 OpenTelemetry 425 Vue.js 416 ELK Stack 414 Typography 414 DynamoDB 408 Chef / Puppet 407 Looker 405 FastAPI 404 Event marketing 392 Okta 381 Google Analytics 378 Photoshop 369 FPGA 369 Load testing 366 React Native 364 Hadoop 364 Video editing 364 SAST / DAST 339 Paid social 338 OpenShift 334 Account-based marketing 334 Illustrator 331 Flink 330 NumPy 330 Service mesh 322 Redshift 321 Intune / SCCM 320 Django 317 CISM 307 OWASP 301 SD-WAN 300 Blockchain 298 Kanban 294 GRC 293 RabbitMQ 281 Wireframing 281 Motion graphics 281 Hugging Face 280 Swift 272 Juniper 269 ClickHouse 268 Perl 264 Selenium 264 Ruby on Rails 261 OKRs 261 Playwright 251 Smartsheet 247 Power Platform 247 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Wireshark 228 Cassandra 227 Google Ads 227 PPC 222 Information architecture 211 PCI DSS 207 After Effects 207 Copywriting 205 Canva 204 SOAR 203 Flask 202 Marketo 196 Redux 194 SageMaker 193 Premiere Pro 192 Asana 191 Vertex AI 180 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 160 Salesforce Marketing Cloud 154 Kinesis 152 Postman 150 Influencer marketing 146 Zapier 146 pytest 145 Workday 143 OSCP 139 PHP 138 Jest 136 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 119 New Relic 117 Conversion rate optimization 115 jQuery 114 Cucumber 112 Meta Ads 107 Verilog / VHDL 107 Jupyter 103 Unity 103 SwiftUI 101 CapCut 101 Braze 101 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 92 SAS 89 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 84 VBA 81 Keras 81 HashiCorp Vault 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Vite 73 Looker Studio 73 Firebase 72 LinkedIn Ads 71 Affiliate marketing 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 65 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Dart 30 Alteryx 30 Trello 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 23 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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