States
Alabama 442 Alaska 43 Arizona 628 Arkansas 377 California 15,154 Colorado 1,536 Connecticut 359 Delaware 128 District of Columbia 1,299 Florida 1,284 Georgia 1,070 Hawaii 132 Idaho 189 Illinois 1,829 Indiana 314 Iowa 286 Kansas 118 Kentucky 164 Louisiana 108 Maine 83 Maryland 1,638 Massachusetts 2,269 Michigan 706 Minnesota 400 Mississippi 93 Missouri 470 Montana 52 Nebraska 174 Nevada 196 New Hampshire 105 New Jersey 809 New Mexico 159 New York 6,587 North Carolina 1,204 North Dakota 77 Ohio 678 Oklahoma 189 Oregon 352 Pennsylvania 898 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 273 Texas 3,596 Utah 460 Vermont 76 Virginia 3,644 Washington 2,719 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,276 New York, NY 5,525 Washington, DC 3,567 Seattle, WA 2,103 Los Angeles, CA 2,006 Boston, MA 1,349 Austin, TX 1,174 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,040 Denver, CO 792 Atlanta, GA 682 Raleigh–Durham, NC 486 San Diego, CA 430 Charlotte, NC 361 Phoenix, AZ 357 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 164 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,165 Product Manager 3,264 Engineering Manager 2,100 Project Manager 1,926 Program Manager 1,880 Data Scientist 1,549 Machine Learning Engineer 1,505 Security Engineer 1,433 Marketing Manager 1,341 Full Stack Developer 1,192 AI Engineer 1,064 DevOps Engineer 1,042 Data Engineer 898 Cybersecurity Analyst 837 IT Support Specialist 829 Backend Developer 802 Systems Administrator 754 Site Reliability Engineer 723 Graphic Designer 700 Data Analyst 662 Product Marketing Manager 604 Mobile Developer 591 Business Analyst 567 Network Engineer 562 Product Designer 516 Content Writer 511 QA Engineer 500 Growth Marketing Manager 349 Frontend Developer 337 Cloud Engineer 304 UX Designer 242 PPC Specialist 216 Email Marketing Specialist 201 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 91 Creative Director 87 SEO Specialist 78 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 23 Animator 21 Web Designer 15
Skills
Python 14,690 Machine learning 9,072 Product roadmapping 8,518 AWS 8,235 CI/CD 7,464 SQL 6,104 Kubernetes 6,032 LLMs 5,649 AI agents 5,250 C++ 5,071 Linux 5,013 Java 4,919 Azure 4,870 Distributed systems 4,697 Agile 4,608 Docker 4,212 Google Cloud 4,068 Git 3,965 TypeScript 3,863 Go 3,820 React 3,542 Terraform 3,302 JavaScript 3,213 Go-to-market 2,807 REST APIs 2,671 Jira 2,652 Test automation 2,593 PostgreSQL 2,455 C 2,426 Generative AI 2,409 Product strategy 2,382 Microservices 2,369 Incident response 2,361 Bash 2,190 Positioning & messaging 2,141 Excel 2,031 Embedded systems 1,878 GitHub 1,843 Node.js 1,822 Stakeholder management 1,759 Rust 1,722 PyTorch 1,703 Kafka 1,686 CRM 1,643 Product marketing 1,599 IAM 1,589 Scrum 1,585 CompTIA certifications 1,577 Spark 1,559 C# 1,553 Computer vision 1,553 Cryptography 1,497 Ansible 1,474 GitLab 1,466 Firmware 1,462 Data modeling 1,441 Market research 1,422 Android 1,416 Deep learning 1,360 PRDs 1,336 Jenkins 1,332 RAG 1,325 Data warehousing 1,317 iOS 1,306 PMP 1,265 Design systems 1,256 Confluence 1,242 NoSQL 1,232 ETL 1,214 OpenAI API 1,205 NIST 1,181 Vulnerability management 1,177 Salesforce 1,171 Google Workspace 1,164 Firewalls 1,148 HTML 1,132 Grafana 1,085 Databricks 1,081 Competitive analysis 1,081 Snowflake 1,071 TCP/IP 1,065 CSS 1,060 Tableau 1,028 Kotlin 1,013 DNS / DHCP 1,001 PowerShell 987 Power BI 976 Angular 975 CISSP 975 Prototyping 963 Figma 958 MLOps 943 TensorFlow 931 Scala 921 User stories 915 Prometheus 906 GitHub Actions 875 Brand marketing 873 SAP 871 R 852 Prompt engineering 839 NLP 837 Web accessibility (WCAG) 836 Active Directory 836 A/B testing 833 Spring Boot 810 Zero Trust 802 Airflow 801 User research 794 Redis 792 MySQL 785 Pricing strategy 782 Demand generation 777 Elasticsearch 775 Oracle 767 Sales enablement 766 RTOS 758 Reinforcement learning 757 Unix 752 OAuth 731 SSO / SAML 731 GraphQL 715 SOC 2 713 Routing & switching 710 Splunk 698 Vector databases 695 VPN 690 ServiceNow 688 MongoDB 678 Datadog 674 SQL Server 654 ITIL 649 SIEM 640 Cisco 638 CUDA 632 .NET 628 SEO 628 BigQuery 625 Helm 623 VMware 615 Microsoft 365 615 JUnit 611 CCNA / CCNP 608 HIPAA 606 Serverless 595 Technical writing 590 gRPC 586 Threat modeling 586 CloudFormation 580 Microsoft Project 577 Ruby 567 LangChain 560 Next.js 559 FedRAMP 545 MATLAB 543 dbt 540 Budget management 534 Adobe Creative Cloud 531 SAFe 531 Content strategy 530 Marketing automation 528 Product analytics 525 Email marketing 522 Jetpack Compose 513 Penetration testing 505 SharePoint 496 GIAC certifications 495 ISO 27001 485 scikit-learn 481 CMS 475 pandas 468 Argo CD 465 EDR 453 Windows Server 440 macOS 439 Looker 432 HubSpot 424 DynamoDB 422 Vue.js 413 Event marketing 409 Six Sigma 406 ELK Stack 405 Typography 404 FastAPI 391 Chef / Puppet 387 OpenTelemetry 387 FPGA 372 Photoshop 370 Google Analytics 369 Video editing 353 React Native 352 Okta 352 Load testing 349 Hadoop 348 SAST / DAST 341 Django 336 Paid social 335 OpenShift 331 NumPy 330 Illustrator 329 Account-based marketing 328 Service mesh 324 Redshift 316 Flink 306 Blockchain 302 Intune / SCCM 297 CISM 297 Kanban 295 SD-WAN 288 Hugging Face 285 OWASP 284 Motion graphics 274 RabbitMQ 273 GRC 273 Wireframing 273 Perl 266 Swift 258 Juniper 258 Ruby on Rails 253 ClickHouse 253 OKRs 250 Selenium 249 Playwright 249 Smartsheet 243 Content marketing 240 Power Platform 239 WebSockets 235 Unreal Engine 230 PPC 224 Cassandra 221 Wireshark 221 Flask 219 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 201 PCI DSS 200 SOAR 199 SageMaker 198 Canva 197 Asana 194 Marketo 192 Redux 191 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 174 NetSuite 173 Presto / Trino 168 Cypress 163 Cloudflare 157 Kinesis 155 Salesforce Marketing Cloud 152 Jamf 148 Workday 147 Influencer marketing 146 Hive 145 OSCP 145 PHP 144 Zapier 142 Postman 140 pytest 138 Zendesk 135 SEM 132 Jest 128 Shopify 126 WordPress 124 Conversion rate optimization 117 New Relic 115 Amplitude 114 Verilog / VHDL 111 jQuery 110 Cucumber 103 monday.com 103 Neo4j 101 Jupyter 100 SwiftUI 99 Fivetran 98 CapCut 98 Unity 98 Meta Ads 98 XGBoost 94 Braze 94 WebGL 90 SAS 90 NestJS 89 Programmatic advertising 89 SEO tools 89 Nginx 86 Google Search Console 86 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 68 Three.js 66 Adobe Analytics 66 Affiliate marketing 66 Mixpanel 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 58 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 53 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 47 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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