States
Alabama 431 Alaska 33 Arizona 655 Arkansas 425 California 15,593 Colorado 1,534 Connecticut 340 Delaware 127 District of Columbia 1,321 Florida 1,302 Georgia 1,086 Hawaii 131 Idaho 174 Illinois 1,859 Indiana 296 Iowa 273 Kansas 108 Kentucky 158 Louisiana 101 Maine 80 Maryland 1,660 Massachusetts 2,272 Michigan 685 Minnesota 407 Mississippi 87 Missouri 475 Montana 49 Nebraska 182 Nevada 192 New Hampshire 107 New Jersey 794 New Mexico 153 New York 6,739 North Carolina 1,183 North Dakota 63 Ohio 684 Oklahoma 173 Oregon 356 Pennsylvania 872 Rhode Island 83 South Carolina 193 South Dakota 52 Tennessee 277 Texas 3,703 Utah 462 Vermont 63 Virginia 3,708 Washington 2,768 West Virginia 65 Wisconsin 319 Wyoming 50
Cities
San Francisco Bay Area, CA 10,597 New York, NY 5,650 Washington, DC 3,638 Seattle, WA 2,152 Los Angeles, CA 2,092 Boston, MA 1,344 Austin, TX 1,221 Chicago, IL 1,169 Dallas–Fort Worth, TX 1,081 Denver, CO 789 Atlanta, GA 717 Raleigh–Durham, NC 487 San Diego, CA 431 Phoenix, AZ 378 Charlotte, NC 350 Houston, TX 255 Pittsburgh, PA 229 Miami, FL 220 Salt Lake City, UT 170 Philadelphia, PA 164 Detroit, MI 141 Minneapolis, MN 136 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,291 Product Manager 3,344 Engineering Manager 2,119 Program Manager 1,952 Project Manager 1,945 Data Scientist 1,548 Machine Learning Engineer 1,508 Security Engineer 1,453 Marketing Manager 1,388 Full Stack Developer 1,199 AI Engineer 1,084 DevOps Engineer 1,070 Data Engineer 900 Cybersecurity Analyst 870 IT Support Specialist 866 Backend Developer 780 Systems Administrator 771 Site Reliability Engineer 732 Graphic Designer 715 Data Analyst 648 Product Marketing Manager 627 Mobile Developer 600 Network Engineer 574 Business Analyst 552 Product Designer 537 Content Writer 526 QA Engineer 495 Growth Marketing Manager 344 Frontend Developer 330 Cloud Engineer 306 UX Designer 244 PPC Specialist 219 Email Marketing Specialist 209 Social Media Manager 194 Digital Marketing Specialist 176 Marketing Analyst 175 Community Manager 174 Video Editor 105 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 79 Scrum Master 71 Influencer Marketing Manager 63 BI Developer 63 Art Director 53 Web Developer 51 Copywriter 44 Motion Designer 36 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,920 Machine learning 9,064 Product roadmapping 8,653 AWS 8,201 CI/CD 7,660 SQL 6,208 Kubernetes 6,137 LLMs 5,765 AI agents 5,415 C++ 5,159 Linux 5,150 Java 5,067 Azure 4,919 Distributed systems 4,776 Agile 4,648 Docker 4,284 Git 4,091 Google Cloud 4,083 TypeScript 3,902 Go 3,892 React 3,565 Terraform 3,334 JavaScript 3,315 Go-to-market 2,923 REST APIs 2,768 Jira 2,727 Test automation 2,679 PostgreSQL 2,457 C 2,454 Generative AI 2,437 Incident response 2,427 Product strategy 2,408 Microservices 2,402 Bash 2,291 Positioning & messaging 2,198 Excel 2,067 GitHub 1,903 Embedded systems 1,876 Node.js 1,854 Rust 1,780 PyTorch 1,731 Kafka 1,724 Stakeholder management 1,724 IAM 1,657 CRM 1,652 Product marketing 1,621 CompTIA certifications 1,610 C# 1,604 Computer vision 1,581 Scrum 1,575 Spark 1,566 Ansible 1,552 Cryptography 1,544 Firmware 1,521 GitLab 1,503 Android 1,469 Market research 1,457 Jenkins 1,415 Data modeling 1,414 Deep learning 1,371 PRDs 1,362 iOS 1,350 RAG 1,349 Data warehousing 1,317 Confluence 1,303 PMP 1,298 Design systems 1,273 NoSQL 1,255 OpenAI API 1,249 NIST 1,219 ETL 1,217 Firewalls 1,196 Vulnerability management 1,193 Salesforce 1,179 Google Workspace 1,158 Grafana 1,136 HTML 1,128 TCP/IP 1,088 Competitive analysis 1,086 Databricks 1,081 Snowflake 1,078 DNS / DHCP 1,069 Tableau 1,058 CSS 1,050 Kotlin 1,041 PowerShell 1,024 Power BI 992 Angular 990 CISSP 977 User stories 972 Prototyping 969 Figma 962 Scala 960 Prometheus 946 TensorFlow 921 MLOps 915 Brand marketing 901 GitHub Actions 891 SAP 879 Active Directory 869 A/B testing 866 Pricing strategy 839 Prompt engineering 830 Spring Boot 828 MySQL 821 Web accessibility (WCAG) 815 R 813 Zero Trust 809 NLP 806 Airflow 803 Oracle 795 Reinforcement learning 788 Elasticsearch 787 Redis 780 User research 780 OAuth 776 Unix 775 Sales enablement 769 Demand generation 760 RTOS 759 SSO / SAML 757 Splunk 751 Routing & switching 740 SOC 2 721 ServiceNow 720 VPN 706 GraphQL 701 Datadog 693 MongoDB 692 SQL Server 678 Vector databases 676 Cisco 671 JUnit 655 ITIL 652 BigQuery 649 .NET 645 CUDA 645 Helm 639 Microsoft 365 636 SIEM 634 VMware 624 SEO 623 Threat modeling 622 CCNA / CCNP 619 Technical writing 619 HIPAA 612 Serverless 602 gRPC 594 Ruby 581 CloudFormation 580 Microsoft Project 572 LangChain 561 Next.js 560 Budget management 559 Adobe Creative Cloud 553 FedRAMP 551 Marketing automation 547 MATLAB 544 Product analytics 540 SAFe 539 dbt 531 SharePoint 530 Content strategy 524 Penetration testing 522 Jetpack Compose 521 Email marketing 510 ISO 27001 500 GIAC certifications 492 Argo CD 483 pandas 469 CMS 467 scikit-learn 458 macOS 454 EDR 450 Windows Server 446 HubSpot 431 OpenTelemetry 424 Six Sigma 424 Vue.js 421 ELK Stack 418 DynamoDB 412 Typography 410 Looker 407 FastAPI 403 Chef / Puppet 401 Event marketing 386 Okta 384 FPGA 373 Google Analytics 371 Photoshop 371 Load testing 366 Video editing 365 Hadoop 363 React Native 361 SAST / DAST 339 OpenShift 338 Paid social 334 Account-based marketing 333 Illustrator 332 NumPy 328 Flink 326 Service mesh 326 Intune / SCCM 321 Redshift 318 Django 317 CISM 309 SD-WAN 301 OWASP 299 Blockchain 298 Kanban 296 GRC 294 Hugging Face 282 Wireframing 281 Motion graphics 281 RabbitMQ 278 Swift 273 Juniper 268 Selenium 266 Perl 262 Ruby on Rails 262 ClickHouse 262 OKRs 260 Playwright 256 Smartsheet 247 Power Platform 246 Content marketing 241 WebSockets 239 Cassandra 229 Unreal Engine 228 Pulumi 227 Google Ads 225 Wireshark 222 PPC 219 Information architecture 211 PCI DSS 206 Canva 205 After Effects 205 Copywriting 205 Flask 203 SOAR 202 Marketo 194 Redux 192 SageMaker 192 Premiere Pro 190 Asana 190 Vertex AI 179 InDesign 176 Notion 176 Presto / Trino 175 NetSuite 175 Cypress 172 Tailwind CSS 163 Jamf 161 Hive 160 Cloudflare 160 Kinesis 152 Salesforce Marketing Cloud 152 Postman 150 pytest 145 Zapier 145 Influencer marketing 144 Workday 144 Jest 139 OSCP 137 PHP 135 monday.com 131 SEM 131 Shopify 131 Zendesk 130 WordPress 126 Amplitude 119 Conversion rate optimization 116 jQuery 114 New Relic 114 Cucumber 113 Verilog / VHDL 107 Meta Ads 104 Jupyter 103 SwiftUI 102 Unity 102 Neo4j 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 93 WebGL 91 SEO tools 91 Google Search Console 87 Programmatic advertising 86 Fivetran 85 Nginx 84 HashiCorp Vault 84 Keras 83 VBA 82 Social media tools 79 Blender 78 PCB design 78 Informatica 76 Sketch 75 Firebase 73 Looker Studio 73 Vite 72 Affiliate marketing 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Flutter 67 Adobe Analytics 67 LinkedIn Ads 67 Three.js 66 Webflow 64 Webpack 61 Iterable 58 Google Tag Manager 57 DaVinci Resolve 55 Svelte 54 Qlik 54 Citrix 51 Klaviyo 51 Miro 50 Objective-C 49 UIKit 47 Elixir 46 Storybook 46 Cinema 4D 44 Maya 44 Lua 43 Appium 42 Sass 40 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Dart 29 Express.js 29 Alteryx 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 24 Retool 24 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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