States
Alabama 435 Alaska 38 Arizona 627 Arkansas 377 California 15,055 Colorado 1,520 Connecticut 353 Delaware 122 District of Columbia 1,286 Florida 1,279 Georgia 1,058 Hawaii 123 Idaho 183 Illinois 1,820 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 77 Maryland 1,619 Massachusetts 2,278 Michigan 686 Minnesota 398 Mississippi 89 Missouri 498 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 794 New Mexico 148 New York 6,560 North Carolina 1,195 North Dakota 76 Ohio 667 Oklahoma 191 Oregon 345 Pennsylvania 883 Rhode Island 92 South Carolina 188 South Dakota 57 Tennessee 268 Texas 3,586 Utah 460 Vermont 76 Virginia 3,624 Washington 2,714 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,214 New York, NY 5,488 Washington, DC 3,536 Seattle, WA 2,099 Los Angeles, CA 2,007 Boston, MA 1,370 Austin, TX 1,176 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,020 Denver, CO 777 Atlanta, GA 687 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 355 Phoenix, AZ 353 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 210 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,177 Product Manager 3,275 Engineering Manager 2,093 Project Manager 1,933 Program Manager 1,883 Data Scientist 1,542 Machine Learning Engineer 1,490 Security Engineer 1,424 Marketing Manager 1,353 Full Stack Developer 1,189 AI Engineer 1,054 DevOps Engineer 1,028 Data Engineer 887 Cybersecurity Analyst 831 IT Support Specialist 828 Backend Developer 807 Systems Administrator 743 Site Reliability Engineer 709 Graphic Designer 685 Data Analyst 671 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 572 Business Analyst 554 Product Designer 521 QA Engineer 506 Content Writer 492 Growth Marketing Manager 349 Frontend Developer 332 Cloud Engineer 299 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 175 Brand Manager 90 Video Editor 89 Creative Director 81 SEO Specialist 76 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 UI Designer 22 Animator 22 Web Designer 15
Skills
Python 14,596 Machine learning 9,088 Product roadmapping 8,540 AWS 8,177 CI/CD 7,404 SQL 6,088 Kubernetes 5,997 LLMs 5,594 AI agents 5,189 C++ 5,068 Linux 5,017 Java 4,900 Azure 4,843 Distributed systems 4,686 Agile 4,621 Docker 4,195 Google Cloud 4,049 Git 3,970 TypeScript 3,819 Go 3,793 React 3,528 Terraform 3,281 JavaScript 3,189 Go-to-market 2,838 REST APIs 2,672 Jira 2,639 Test automation 2,570 C 2,453 PostgreSQL 2,453 Generative AI 2,415 Product strategy 2,398 Incident response 2,366 Microservices 2,362 Positioning & messaging 2,169 Bash 2,163 Excel 2,042 Embedded systems 1,894 GitHub 1,853 Node.js 1,816 Stakeholder management 1,773 Rust 1,717 PyTorch 1,689 Kafka 1,688 CRM 1,619 Product marketing 1,619 IAM 1,574 C# 1,567 CompTIA certifications 1,567 Spark 1,564 Scrum 1,562 Computer vision 1,546 Cryptography 1,500 Firmware 1,482 GitLab 1,462 Ansible 1,455 Market research 1,455 Data modeling 1,428 Android 1,427 Deep learning 1,360 Jenkins 1,326 PRDs 1,323 iOS 1,310 RAG 1,310 Data warehousing 1,290 Design systems 1,263 PMP 1,261 NoSQL 1,237 Confluence 1,233 ETL 1,219 OpenAI API 1,198 NIST 1,185 Vulnerability management 1,171 Google Workspace 1,167 Firewalls 1,160 Salesforce 1,156 HTML 1,130 Competitive analysis 1,079 Grafana 1,075 Databricks 1,074 TCP/IP 1,067 Snowflake 1,062 CSS 1,056 Tableau 1,043 DNS / DHCP 1,005 Kotlin 1,003 PowerShell 983 Power BI 977 Angular 975 Prototyping 962 Figma 958 CISSP 955 MLOps 949 TensorFlow 931 Scala 916 User stories 900 Prometheus 890 GitHub Actions 871 Brand marketing 866 SAP 864 A/B testing 862 Web accessibility (WCAG) 860 R 849 NLP 841 Active Directory 839 Prompt engineering 829 Spring Boot 809 Airflow 808 User research 799 Zero Trust 793 Pricing strategy 787 Redis 785 Demand generation 778 MySQL 775 Sales enablement 770 Elasticsearch 767 Oracle 766 RTOS 759 Reinforcement learning 753 Unix 749 GraphQL 724 SSO / SAML 721 OAuth 714 Routing & switching 711 SOC 2 706 Vector databases 700 MongoDB 691 Splunk 688 VPN 685 ServiceNow 681 Datadog 663 SQL Server 659 Cisco 655 ITIL 649 SEO 632 .NET 628 SIEM 628 CUDA 623 Helm 621 Microsoft 365 619 BigQuery 614 JUnit 611 VMware 609 CCNA / CCNP 606 Serverless 595 Technical writing 590 HIPAA 589 Threat modeling 586 gRPC 581 Microsoft Project 580 CloudFormation 577 Next.js 570 Ruby 569 LangChain 557 MATLAB 543 FedRAMP 543 dbt 540 Budget management 533 SAFe 532 Product analytics 532 Marketing automation 530 Content strategy 530 Email marketing 519 Adobe Creative Cloud 518 Jetpack Compose 516 Penetration testing 505 SharePoint 500 ISO 27001 486 GIAC certifications 483 CMS 482 scikit-learn 478 pandas 470 Argo CD 462 macOS 444 EDR 443 Windows Server 437 Looker 435 HubSpot 422 Vue.js 416 ELK Stack 408 DynamoDB 407 Event marketing 406 FastAPI 401 Typography 400 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 386 FPGA 375 Google Analytics 369 Photoshop 361 Hadoop 349 Load testing 347 React Native 345 Okta 340 SAST / DAST 338 Paid social 336 Video editing 334 OpenShift 333 Django 331 Account-based marketing 329 NumPy 328 Illustrator 324 Service mesh 322 Redshift 312 Flink 302 Intune / SCCM 302 Blockchain 302 CISM 295 OWASP 290 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 274 GRC 271 Motion graphics 269 Juniper 267 Perl 261 OKRs 260 Swift 258 Selenium 255 Playwright 253 Ruby on Rails 252 ClickHouse 252 Smartsheet 241 Content marketing 238 WebSockets 233 Power Platform 233 Unreal Engine 229 Wireshark 222 Flask 221 Google Ads 221 PPC 219 Pulumi 216 Cassandra 213 SageMaker 206 Information architecture 201 Copywriting 199 PCI DSS 198 After Effects 198 Canva 195 Asana 193 SOAR 192 Marketo 192 Redux 189 Notion 181 Tailwind CSS 177 InDesign 176 Vertex AI 172 Premiere Pro 168 NetSuite 168 Cypress 166 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 154 PHP 152 Kinesis 151 Jamf 151 OSCP 149 Hive 147 Influencer marketing 146 Zapier 143 Workday 140 Postman 137 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 125 WordPress 121 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 112 monday.com 107 Verilog / VHDL 106 Cucumber 105 Neo4j 103 Meta Ads 101 Jupyter 100 SwiftUI 98 XGBoost 97 CapCut 96 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 WebGL 86 NestJS 86 Social media tools 83 VBA 82 Keras 80 Sketch 80 HashiCorp Vault 78 Blender 77 Vite 75 PCB design 75 Airtable 75 D3.js 73 Informatica 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Webflow 66 Adobe Analytics 65 Flutter 64 Firebase 64 Three.js 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 56 Citrix 55 Elixir 53 Storybook 52 Qlik 52 Klaviyo 48 Miro 46 DaVinci Resolve 46 Maya 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 34 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 26 Retool 24 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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