States
Alabama 442 Alaska 44 Arizona 629 Arkansas 380 California 15,120 Colorado 1,548 Connecticut 362 Delaware 132 District of Columbia 1,291 Florida 1,294 Georgia 1,066 Hawaii 131 Idaho 192 Illinois 1,841 Indiana 316 Iowa 289 Kansas 119 Kentucky 167 Louisiana 109 Maine 85 Maryland 1,638 Massachusetts 2,265 Michigan 709 Minnesota 402 Mississippi 94 Missouri 475 Montana 52 Nebraska 178 Nevada 198 New Hampshire 108 New Jersey 811 New Mexico 160 New York 6,592 North Carolina 1,204 North Dakota 81 Ohio 680 Oklahoma 194 Oregon 346 Pennsylvania 909 Rhode Island 99 South Carolina 204 South Dakota 61 Tennessee 276 Texas 3,592 Utah 463 Vermont 79 Virginia 3,644 Washington 2,717 West Virginia 77 Wisconsin 347 Wyoming 66
Cities
San Francisco Bay Area, CA 10,243 New York, NY 5,526 Washington, DC 3,558 Seattle, WA 2,098 Los Angeles, CA 2,008 Boston, MA 1,350 Austin, TX 1,178 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,031 Denver, CO 800 Atlanta, GA 682 Raleigh–Durham, NC 484 San Diego, CA 431 Charlotte, NC 362 Phoenix, AZ 358 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 210 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 145 Minneapolis, MN 127 Baltimore, MD 99 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,150 Product Manager 3,267 Engineering Manager 2,100 Project Manager 1,921 Program Manager 1,882 Data Scientist 1,549 Machine Learning Engineer 1,508 Security Engineer 1,436 Marketing Manager 1,349 Full Stack Developer 1,193 AI Engineer 1,063 DevOps Engineer 1,043 Data Engineer 894 Cybersecurity Analyst 842 IT Support Specialist 830 Backend Developer 794 Systems Administrator 750 Site Reliability Engineer 722 Graphic Designer 696 Data Analyst 664 Product Marketing Manager 606 Mobile Developer 593 Business Analyst 564 Network Engineer 563 Product Designer 520 Content Writer 504 QA Engineer 498 Growth Marketing Manager 349 Frontend Developer 335 Cloud Engineer 303 UX Designer 244 PPC Specialist 215 Email Marketing Specialist 202 Social Media Manager 200 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 169 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 80 Content Creator 77 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 49 Copywriter 48 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 23 Web Designer 15
Skills
Python 14,666 Machine learning 9,073 Product roadmapping 8,508 AWS 8,226 CI/CD 7,448 SQL 6,092 Kubernetes 6,022 LLMs 5,635 AI agents 5,229 C++ 5,064 Linux 5,011 Java 4,920 Azure 4,864 Distributed systems 4,691 Agile 4,616 Docker 4,206 Google Cloud 4,058 Git 3,972 TypeScript 3,847 Go 3,810 React 3,540 Terraform 3,299 JavaScript 3,206 Go-to-market 2,823 REST APIs 2,671 Jira 2,656 Test automation 2,578 PostgreSQL 2,460 C 2,432 Generative AI 2,406 Product strategy 2,379 Microservices 2,359 Incident response 2,358 Bash 2,193 Positioning & messaging 2,147 Excel 2,027 Embedded systems 1,878 GitHub 1,842 Node.js 1,819 Stakeholder management 1,760 Rust 1,711 PyTorch 1,703 Kafka 1,688 CRM 1,629 Product marketing 1,597 IAM 1,593 CompTIA certifications 1,578 Scrum 1,575 Spark 1,559 C# 1,557 Computer vision 1,548 Cryptography 1,487 Ansible 1,476 GitLab 1,470 Firmware 1,461 Data modeling 1,433 Market research 1,428 Android 1,418 Deep learning 1,358 Jenkins 1,340 PRDs 1,335 RAG 1,321 Data warehousing 1,315 iOS 1,304 Design systems 1,260 PMP 1,259 Confluence 1,244 NoSQL 1,236 ETL 1,214 OpenAI API 1,210 NIST 1,187 Vulnerability management 1,183 Salesforce 1,171 Google Workspace 1,161 Firewalls 1,148 HTML 1,126 Grafana 1,082 Competitive analysis 1,077 Databricks 1,076 Snowflake 1,075 TCP/IP 1,060 CSS 1,056 Tableau 1,028 Kotlin 1,010 DNS / DHCP 999 PowerShell 989 CISSP 977 Angular 973 Power BI 973 Prototyping 967 Figma 956 MLOps 947 TensorFlow 937 Scala 922 User stories 915 Prometheus 903 GitHub Actions 879 SAP 878 Brand marketing 875 R 853 A/B testing 841 Web accessibility (WCAG) 839 NLP 836 Prompt engineering 835 Active Directory 834 Spring Boot 811 Zero Trust 805 Airflow 799 User research 799 Redis 795 MySQL 785 Pricing strategy 784 Demand generation 779 Elasticsearch 772 Oracle 768 Sales enablement 767 RTOS 759 Reinforcement learning 755 Unix 752 SSO / SAML 734 OAuth 727 GraphQL 715 SOC 2 714 Routing & switching 705 Splunk 696 Vector databases 691 ServiceNow 691 MongoDB 683 VPN 681 Datadog 669 SQL Server 654 ITIL 653 Cisco 642 SIEM 641 .NET 629 CUDA 629 SEO 629 Helm 624 BigQuery 623 VMware 619 Microsoft 365 615 JUnit 612 HIPAA 610 CCNA / CCNP 606 Serverless 595 gRPC 590 Technical writing 590 Threat modeling 587 CloudFormation 581 Microsoft Project 579 Ruby 569 Next.js 560 LangChain 557 FedRAMP 544 dbt 543 MATLAB 541 SAFe 533 Budget management 533 Marketing automation 530 Adobe Creative Cloud 529 Content strategy 529 Product analytics 525 Email marketing 521 Jetpack Compose 513 Penetration testing 499 SharePoint 498 GIAC certifications 497 ISO 27001 491 scikit-learn 480 CMS 477 pandas 468 Argo CD 467 EDR 459 Windows Server 441 macOS 438 Looker 433 HubSpot 426 DynamoDB 417 Vue.js 413 Event marketing 409 ELK Stack 406 Six Sigma 405 Typography 403 FastAPI 394 OpenTelemetry 387 Chef / Puppet 386 Google Analytics 370 Photoshop 369 FPGA 368 React Native 352 Video editing 351 Okta 349 Hadoop 347 Load testing 345 SAST / DAST 343 Django 335 Paid social 335 OpenShift 334 Account-based marketing 330 Illustrator 328 NumPy 327 Service mesh 325 Redshift 313 Flink 306 Blockchain 302 CISM 300 Intune / SCCM 294 Kanban 294 SD-WAN 288 Hugging Face 286 OWASP 286 GRC 275 Wireframing 275 Motion graphics 275 RabbitMQ 271 Perl 264 Swift 260 Juniper 259 Playwright 252 OKRs 252 Ruby on Rails 251 ClickHouse 251 Selenium 248 Smartsheet 241 Content marketing 241 Power Platform 237 WebSockets 233 Unreal Engine 231 PPC 224 Google Ads 221 Flask 220 Wireshark 219 Cassandra 218 Pulumi 218 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 SOAR 199 PCI DSS 198 Canva 198 Asana 195 Marketo 191 Redux 189 Notion 181 Premiere Pro 180 InDesign 179 Tailwind CSS 175 NetSuite 173 Vertex AI 172 Presto / Trino 168 Cypress 162 Cloudflare 158 Kinesis 157 Salesforce Marketing Cloud 151 Influencer marketing 146 Workday 146 PHP 145 Jamf 145 OSCP 145 Hive 144 Zapier 142 Postman 140 pytest 138 Zendesk 135 SEM 133 Jest 126 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 111 Verilog / VHDL 110 monday.com 102 Jupyter 100 Cucumber 100 SwiftUI 99 Neo4j 99 CapCut 99 Meta Ads 98 Fivetran 97 XGBoost 97 Unity 96 SAS 93 Braze 93 SEO tools 91 WebGL 89 Programmatic advertising 89 NestJS 88 Google Search Console 88 Nginx 87 Social media tools 85 VBA 84 Sketch 81 Blender 80 HashiCorp Vault 79 Keras 77 Airtable 76 Informatica 75 PCB design 75 Vite 73 D3.js 71 Looker Studio 69 Webflow 68 Adobe Analytics 67 Affiliate marketing 67 LinkedIn Ads 66 Three.js 65 Mixpanel 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 58 Svelte 56 Google Tag Manager 55 Qlik 53 Storybook 51 Citrix 51 Elixir 50 DaVinci Resolve 49 Klaviyo 49 Appium 47 Miro 46 Maya 46 Objective-C 45 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 31 Xcode 31 Trello 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 SPSS 23 Framer 23 AP Style 23 Retool 23 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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