States
Alabama 450 Alaska 34 Arizona 648 Arkansas 335 California 15,739 Colorado 1,563 Connecticut 346 Delaware 130 District of Columbia 1,261 Florida 1,364 Georgia 1,140 Hawaii 133 Idaho 184 Illinois 1,860 Indiana 320 Iowa 286 Kansas 116 Kentucky 174 Louisiana 106 Maine 77 Maryland 1,658 Massachusetts 2,254 Michigan 674 Minnesota 397 Mississippi 92 Missouri 494 Montana 55 Nebraska 190 Nevada 223 New Hampshire 119 New Jersey 808 New Mexico 165 New York 7,015 North Carolina 1,184 North Dakota 69 Ohio 684 Oklahoma 180 Oregon 351 Pennsylvania 876 Rhode Island 94 South Carolina 192 South Dakota 57 Tennessee 288 Texas 3,737 Utah 463 Vermont 67 Virginia 3,776 Washington 2,783 West Virginia 71 Wisconsin 320 Wyoming 54
Cities
San Francisco Bay Area, CA 10,672 New York, NY 5,934 Washington, DC 3,650 Seattle, WA 2,168 Los Angeles, CA 2,104 Boston, MA 1,331 Austin, TX 1,271 Chicago, IL 1,172 Dallas–Fort Worth, TX 1,035 Denver, CO 813 Atlanta, GA 725 Raleigh–Durham, NC 491 San Diego, CA 369 Phoenix, AZ 360 Charlotte, NC 346 Houston, TX 264 Miami, FL 227 Pittsburgh, PA 222 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 121 Baltimore, MD 102 Nashville, TN 62 Portland, OR 30
Role
Software Engineer 11,273 Product Manager 3,426 Engineering Manager 2,154 Project Manager 1,967 Program Manager 1,955 Machine Learning Engineer 1,545 Data Scientist 1,543 Security Engineer 1,499 Marketing Manager 1,474 Full Stack Developer 1,226 AI Engineer 1,105 DevOps Engineer 1,097 Data Engineer 919 IT Support Specialist 888 Cybersecurity Analyst 880 Backend Developer 810 Systems Administrator 778 Site Reliability Engineer 742 Graphic Designer 732 Data Analyst 663 Product Marketing Manager 637 Mobile Developer 595 Network Engineer 563 Product Designer 554 Business Analyst 543 Content Writer 527 QA Engineer 495 Growth Marketing Manager 373 Frontend Developer 344 Cloud Engineer 289 PPC Specialist 253 UX Designer 248 Email Marketing Specialist 217 Social Media Manager 212 Community Manager 183 Marketing Analyst 181 Digital Marketing Specialist 181 Creative Director 103 Video Editor 102 SEO Specialist 94 Content Creator 91 Brand Manager 82 Scrum Master 71 Influencer Marketing Manager 69 BI Developer 60 Art Director 53 Web Developer 45 Copywriter 42 Motion Designer 31 3D Artist 31 Game Designer 31 UI Designer 26 Affiliate Manager 22 Animator 22 Web Designer 15
Skills
Python 14,978 Machine learning 9,164 Product roadmapping 8,929 AWS 8,346 CI/CD 7,659 SQL 6,242 Kubernetes 6,222 LLMs 5,859 AI agents 5,602 Linux 5,164 C++ 5,101 Java 5,009 Azure 4,907 Distributed systems 4,863 Agile 4,557 Docker 4,291 Google Cloud 4,129 Git 4,059 Go 4,018 TypeScript 3,977 React 3,608 Terraform 3,393 JavaScript 3,267 Go-to-market 3,023 Jira 2,713 REST APIs 2,697 Test automation 2,692 Incident response 2,502 Product strategy 2,480 PostgreSQL 2,467 C 2,427 Generative AI 2,386 Microservices 2,363 Bash 2,296 Positioning & messaging 2,257 Excel 2,101 GitHub 1,882 Embedded systems 1,855 Node.js 1,851 Rust 1,812 Kafka 1,731 Stakeholder management 1,731 CRM 1,725 PyTorch 1,715 Product marketing 1,705 IAM 1,704 CompTIA certifications 1,607 C# 1,585 Spark 1,585 Computer vision 1,573 Ansible 1,571 Cryptography 1,569 Scrum 1,555 Firmware 1,512 GitLab 1,505 Market research 1,476 Data modeling 1,472 Android 1,461 iOS 1,374 Data warehousing 1,373 PRDs 1,356 Jenkins 1,349 Deep learning 1,339 RAG 1,331 PMP 1,317 Confluence 1,294 Design systems 1,271 NoSQL 1,255 ETL 1,251 Vulnerability management 1,242 OpenAI API 1,241 NIST 1,234 Firewalls 1,218 Salesforce 1,218 Competitive analysis 1,128 Google Workspace 1,125 Databricks 1,116 HTML 1,114 Snowflake 1,109 Grafana 1,108 DNS / DHCP 1,100 TCP/IP 1,097 Kotlin 1,070 Tableau 1,059 PowerShell 1,054 CSS 1,033 Power BI 1,012 Prototyping 1,012 CISSP 1,006 Figma 982 Scala 979 Angular 978 MLOps 930 GitHub Actions 928 Prometheus 928 Brand marketing 914 SAP 909 User stories 906 A/B testing 894 Active Directory 889 TensorFlow 881 Pricing strategy 868 Airflow 843 Prompt engineering 832 Zero Trust 823 OAuth 822 Web accessibility (WCAG) 818 MySQL 813 R 808 Redis 807 Demand generation 805 Reinforcement learning 795 User research 781 SSO / SAML 777 Spring Boot 776 Elasticsearch 776 Sales enablement 775 Oracle 771 NLP 770 Unix 748 SOC 2 745 Routing & switching 744 RTOS 743 Splunk 727 VPN 715 Datadog 713 GraphQL 708 ServiceNow 694 MongoDB 688 SEO 674 Microsoft 365 667 ITIL 667 Cisco 667 Vector databases 657 SIEM 653 CUDA 646 Serverless 646 SQL Server 645 VMware 645 .NET 641 BigQuery 640 Threat modeling 640 Helm 638 Technical writing 621 CCNA / CCNP 618 JUnit 616 HIPAA 609 gRPC 600 Budget management 596 CloudFormation 595 Microsoft Project 590 Next.js 579 Marketing automation 573 Ruby 562 LangChain 562 FedRAMP 562 dbt 560 Email marketing 550 Adobe Creative Cloud 549 Content strategy 546 MATLAB 543 Penetration testing 539 SharePoint 539 Product analytics 535 SAFe 522 Jetpack Compose 517 ISO 27001 517 GIAC certifications 504 Argo CD 480 macOS 472 EDR 471 pandas 463 HubSpot 463 CMS 463 Windows Server 453 Six Sigma 450 scikit-learn 446 OpenTelemetry 445 Vue.js 424 FastAPI 424 DynamoDB 419 ELK Stack 414 Event marketing 410 Typography 408 Looker 405 Google Analytics 403 Okta 401 Chef / Puppet 395 Paid social 376 React Native 374 FPGA 371 Photoshop 370 Video editing 365 Hadoop 358 Load testing 355 Flink 352 SAST / DAST 352 Account-based marketing 350 CISM 339 OpenShift 336 Blockchain 334 Intune / SCCM 332 Illustrator 326 NumPy 320 Redshift 318 OWASP 315 SD-WAN 311 Service mesh 309 Django 306 GRC 304 Kanban 295 Motion graphics 287 Swift 282 Hugging Face 275 ClickHouse 268 Playwright 266 RabbitMQ 265 Perl 264 Wireframing 263 PPC 258 Ruby on Rails 257 Juniper 257 OKRs 251 Content marketing 251 Unreal Engine 249 Selenium 247 Google Ads 247 Smartsheet 243 Power Platform 241 Pulumi 235 WebSockets 233 Wireshark 233 Copywriting 224 PCI DSS 219 Cassandra 215 Information architecture 209 SageMaker 206 Canva 206 After Effects 205 SOAR 204 Flask 199 Premiere Pro 198 Asana 198 Marketo 197 NetSuite 192 Redux 187 Vertex AI 187 Presto / Trino 181 InDesign 176 Cypress 175 Notion 175 Tailwind CSS 162 Influencer marketing 161 Kinesis 160 Jamf 157 Hive 155 Salesforce Marketing Cloud 152 OSCP 145 Workday 143 Zapier 143 PHP 142 SEM 142 Cloudflare 140 Postman 140 pytest 139 Shopify 138 Zendesk 136 Jest 131 Conversion rate optimization 129 WordPress 123 Amplitude 122 New Relic 121 jQuery 117 Meta Ads 115 Unity 110 Verilog / VHDL 110 CapCut 109 SwiftUI 108 Neo4j 106 Cucumber 104 Braze 103 SEO tools 98 Fivetran 96 Jupyter 95 NestJS 94 Programmatic advertising 94 SAS 90 WebGL 89 Google Search Console 89 Affiliate marketing 86 HashiCorp Vault 85 monday.com 85 Nginx 83 Informatica 82 Blender 81 Sketch 80 Social media tools 80 Keras 79 XGBoost 77 Final Cut Pro 77 VBA 76 Mixpanel 75 LinkedIn Ads 75 Vite 73 PCB design 72 Airtable 72 Flutter 70 Webflow 70 Looker Studio 69 Firebase 67 D3.js 66 Adobe Analytics 64 Iterable 64 Webpack 63 Three.js 63 Qlik 60 Svelte 57 DaVinci Resolve 56 Google Tag Manager 56 Klaviyo 54 Objective-C 53 Miro 53 Maya 50 Lua 49 Elixir 49 Storybook 47 UIKit 47 Citrix 47 Sass 42 Appium 42 Cinema 4D 39 TikTok Ads 37 Xcode 36 Haskell 33 Dart 31 Adobe XD 31 Trello 31 Express.js 29 Alteryx 28 Markdown 28 Mailchimp 27 Laravel 26 TestRail 26 Retool 25 AP Style 23 SPSS 21 Framer 21 Substance 3D 20 Amazon Ads 16 Solidity 14 Houdini 14 Clojure 12 ZBrush 10 Erlang 8 Stata 4
