States
Alabama 440 Alaska 44 Arizona 632 Arkansas 389 California 15,139 Colorado 1,545 Connecticut 360 Delaware 129 District of Columbia 1,295 Florida 1,289 Georgia 1,063 Hawaii 128 Idaho 188 Illinois 1,830 Indiana 320 Iowa 289 Kansas 119 Kentucky 165 Louisiana 107 Maine 83 Maryland 1,624 Massachusetts 2,280 Michigan 701 Minnesota 401 Mississippi 93 Missouri 493 Montana 51 Nebraska 180 Nevada 195 New Hampshire 106 New Jersey 811 New Mexico 155 New York 6,598 North Carolina 1,205 North Dakota 80 Ohio 677 Oklahoma 199 Oregon 348 Pennsylvania 905 Rhode Island 96 South Carolina 194 South Dakota 61 Tennessee 272 Texas 3,613 Utah 458 Vermont 79 Virginia 3,644 Washington 2,726 West Virginia 76 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,246 New York, NY 5,524 Washington, DC 3,557 Seattle, WA 2,106 Los Angeles, CA 2,015 Boston, MA 1,354 Austin, TX 1,182 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,031 Denver, CO 792 Atlanta, GA 685 Raleigh–Durham, NC 483 San Diego, CA 429 Phoenix, AZ 359 Charlotte, NC 359 Houston, TX 263 Pittsburgh, PA 225 Miami, FL 210 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 125 Baltimore, MD 96 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,183 Product Manager 3,266 Engineering Manager 2,089 Project Manager 1,936 Program Manager 1,879 Data Scientist 1,545 Machine Learning Engineer 1,501 Security Engineer 1,433 Marketing Manager 1,344 Full Stack Developer 1,200 AI Engineer 1,057 DevOps Engineer 1,046 Data Engineer 894 Cybersecurity Analyst 844 IT Support Specialist 823 Backend Developer 800 Systems Administrator 743 Site Reliability Engineer 714 Graphic Designer 691 Data Analyst 674 Product Marketing Manager 606 Mobile Developer 591 Network Engineer 568 Business Analyst 566 Product Designer 519 Content Writer 506 QA Engineer 502 Growth Marketing Manager 351 Frontend Developer 336 Cloud Engineer 303 UX Designer 248 PPC Specialist 215 Social Media Manager 200 Email Marketing Specialist 196 Digital Marketing Specialist 177 Community Manager 176 Marketing Analyst 174 Video Editor 95 Brand Manager 92 Creative Director 84 SEO Specialist 80 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 67 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 41 Game Designer 36 3D Artist 28 UI Designer 25 Animator 23 Web Designer 15
Skills
Python 14,666 Machine learning 9,085 Product roadmapping 8,526 AWS 8,218 CI/CD 7,438 SQL 6,109 Kubernetes 6,024 LLMs 5,649 AI agents 5,216 C++ 5,074 Linux 5,036 Java 4,926 Azure 4,856 Distributed systems 4,693 Agile 4,643 Docker 4,220 Google Cloud 4,067 Git 3,981 TypeScript 3,842 Go 3,814 React 3,553 Terraform 3,303 JavaScript 3,214 Go-to-market 2,826 REST APIs 2,679 Jira 2,655 Test automation 2,567 PostgreSQL 2,459 C 2,454 Generative AI 2,418 Product strategy 2,388 Microservices 2,373 Incident response 2,373 Bash 2,183 Positioning & messaging 2,147 Excel 2,041 Embedded systems 1,882 GitHub 1,850 Node.js 1,820 Stakeholder management 1,777 Rust 1,715 PyTorch 1,705 Kafka 1,686 CRM 1,624 Product marketing 1,606 IAM 1,594 Scrum 1,584 CompTIA certifications 1,578 Spark 1,567 C# 1,554 Computer vision 1,553 Cryptography 1,505 GitLab 1,485 Ansible 1,473 Firmware 1,472 Data modeling 1,443 Market research 1,441 Android 1,418 Deep learning 1,362 Jenkins 1,345 PRDs 1,330 RAG 1,308 iOS 1,305 Data warehousing 1,305 PMP 1,271 Design systems 1,265 Confluence 1,251 NoSQL 1,240 ETL 1,214 OpenAI API 1,204 NIST 1,196 Vulnerability management 1,171 Google Workspace 1,167 Firewalls 1,164 Salesforce 1,163 HTML 1,135 Grafana 1,089 Competitive analysis 1,080 Databricks 1,076 Snowflake 1,074 CSS 1,065 TCP/IP 1,065 Tableau 1,039 Kotlin 1,002 DNS / DHCP 1,002 PowerShell 988 Angular 980 CISSP 977 Power BI 975 Prototyping 963 Figma 959 MLOps 941 TensorFlow 939 Scala 917 Prometheus 907 User stories 904 GitHub Actions 875 SAP 874 Brand marketing 873 R 860 Web accessibility (WCAG) 855 A/B testing 842 NLP 838 Active Directory 834 Prompt engineering 832 Zero Trust 811 Spring Boot 809 Airflow 804 User research 800 Redis 787 Pricing strategy 784 MySQL 783 Demand generation 781 Oracle 767 Sales enablement 767 Elasticsearch 766 RTOS 759 Reinforcement learning 753 Unix 752 SSO / SAML 729 OAuth 720 GraphQL 718 SOC 2 709 Routing & switching 708 ServiceNow 693 Vector databases 690 Splunk 690 VPN 689 MongoDB 687 Datadog 666 SQL Server 654 ITIL 652 Cisco 649 SIEM 636 CUDA 635 SEO 632 Helm 631 .NET 629 BigQuery 625 Microsoft 365 624 JUnit 616 VMware 613 CCNA / CCNP 606 HIPAA 599 Serverless 597 Threat modeling 587 Microsoft Project 587 Technical writing 587 gRPC 584 CloudFormation 584 Ruby 572 Next.js 568 LangChain 554 FedRAMP 544 dbt 541 SAFe 541 MATLAB 538 Budget management 535 Product analytics 531 Content strategy 529 Marketing automation 528 Adobe Creative Cloud 524 Email marketing 518 Jetpack Compose 513 Penetration testing 502 SharePoint 502 GIAC certifications 493 ISO 27001 491 CMS 483 scikit-learn 481 pandas 473 Argo CD 469 EDR 456 macOS 444 Looker 432 Windows Server 431 HubSpot 423 DynamoDB 419 Vue.js 417 ELK Stack 409 Typography 403 Event marketing 403 FastAPI 400 Six Sigma 397 Chef / Puppet 391 OpenTelemetry 390 FPGA 372 Google Analytics 371 Photoshop 368 React Native 349 Hadoop 349 Video editing 346 Okta 345 Load testing 344 SAST / DAST 340 OpenShift 334 Paid social 333 Django 330 Illustrator 330 NumPy 329 Service mesh 327 Account-based marketing 327 Redshift 314 Flink 305 CISM 302 Blockchain 302 Intune / SCCM 298 Kanban 291 SD-WAN 290 OWASP 290 Hugging Face 283 Motion graphics 279 RabbitMQ 273 GRC 273 Wireframing 273 Perl 267 Juniper 263 OKRs 259 Playwright 258 Swift 257 Ruby on Rails 252 Selenium 252 ClickHouse 249 Content marketing 242 Smartsheet 240 WebSockets 235 Power Platform 234 Unreal Engine 227 Wireshark 222 PPC 222 Flask 220 Google Ads 220 Pulumi 217 Cassandra 214 After Effects 207 Copywriting 205 SageMaker 202 PCI DSS 200 Information architecture 199 SOAR 197 Canva 197 Asana 193 Redux 190 Marketo 189 Premiere Pro 182 InDesign 180 Notion 179 Tailwind CSS 178 Vertex AI 172 NetSuite 172 Cypress 170 Presto / Trino 165 Cloudflare 160 Kinesis 154 Salesforce Marketing Cloud 152 PHP 151 Jamf 148 OSCP 147 Influencer marketing 147 Hive 146 Workday 145 Zapier 143 Postman 138 Zendesk 134 pytest 134 SEM 134 Jest 131 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 112 Cucumber 107 Verilog / VHDL 107 monday.com 104 Neo4j 101 Jupyter 101 CapCut 100 Meta Ads 99 XGBoost 97 SwiftUI 96 Fivetran 95 Unity 95 Braze 94 SAS 93 SEO tools 93 Google Search Console 89 WebGL 88 Programmatic advertising 87 Nginx 86 NestJS 85 VBA 82 Sketch 82 Social media tools 82 HashiCorp Vault 81 Keras 80 Blender 76 Vite 75 Airtable 75 PCB design 74 Informatica 73 D3.js 71 Looker Studio 69 Affiliate marketing 69 Webflow 67 LinkedIn Ads 67 Mixpanel 66 Adobe Analytics 65 Three.js 64 Flutter 63 Firebase 63 Final Cut Pro 61 Iterable 59 Webpack 58 Svelte 56 Google Tag Manager 55 Citrix 53 Storybook 51 Elixir 50 Qlik 50 DaVinci Resolve 49 Klaviyo 49 Appium 46 Cinema 4D 46 Objective-C 45 Miro 45 Maya 45 UIKit 44 Lua 42 Sass 41 Markdown 36 Adobe XD 34 Xcode 32 Express.js 31 Alteryx 31 Trello 31 Haskell 30 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 AP Style 24 SPSS 23 Framer 23 Retool 23 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 10 Clojure 9 ZBrush 9 Erlang 8 Stata 4
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