States
Alabama 447 Alaska 43 Arizona 626 Arkansas 440 California 15,325 Colorado 1,543 Connecticut 346 Delaware 130 District of Columbia 1,292 Florida 1,258 Georgia 1,058 Hawaii 134 Idaho 174 Illinois 1,817 Indiana 302 Iowa 280 Kansas 117 Kentucky 157 Louisiana 108 Maine 76 Maryland 1,648 Massachusetts 2,266 Michigan 689 Minnesota 395 Mississippi 92 Missouri 462 Montana 47 Nebraska 180 Nevada 200 New Hampshire 107 New Jersey 799 New Mexico 159 New York 6,672 North Carolina 1,167 North Dakota 74 Ohio 677 Oklahoma 186 Oregon 344 Pennsylvania 890 Rhode Island 90 South Carolina 197 South Dakota 58 Tennessee 280 Texas 3,598 Utah 455 Vermont 71 Virginia 3,695 Washington 2,738 West Virginia 75 Wisconsin 327 Wyoming 62
Cities
San Francisco Bay Area, CA 10,428 New York, NY 5,595 Washington, DC 3,605 Seattle, WA 2,121 Los Angeles, CA 2,049 Boston, MA 1,354 Austin, TX 1,179 Chicago, IL 1,130 Dallas–Fort Worth, TX 1,045 Denver, CO 793 Atlanta, GA 679 Raleigh–Durham, NC 476 San Diego, CA 426 Phoenix, AZ 356 Charlotte, NC 335 Houston, TX 249 Pittsburgh, PA 225 Miami, FL 208 Philadelphia, PA 171 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,253 Product Manager 3,279 Engineering Manager 2,106 Program Manager 1,912 Project Manager 1,909 Data Scientist 1,574 Machine Learning Engineer 1,514 Security Engineer 1,427 Marketing Manager 1,352 Full Stack Developer 1,192 AI Engineer 1,068 DevOps Engineer 1,060 Data Engineer 904 IT Support Specialist 849 Cybersecurity Analyst 837 Backend Developer 795 Systems Administrator 767 Site Reliability Engineer 722 Graphic Designer 695 Data Analyst 650 Product Marketing Manager 605 Mobile Developer 597 Network Engineer 569 Business Analyst 548 Product Designer 525 Content Writer 518 QA Engineer 493 Growth Marketing Manager 348 Frontend Developer 334 Cloud Engineer 306 UX Designer 246 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 199 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 170 Video Editor 105 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 61 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,826 Machine learning 9,079 Product roadmapping 8,536 AWS 8,249 CI/CD 7,583 SQL 6,202 Kubernetes 6,114 LLMs 5,712 AI agents 5,320 C++ 5,124 Linux 5,055 Java 5,021 Azure 4,874 Distributed systems 4,705 Agile 4,624 Docker 4,273 Google Cloud 4,093 Git 4,088 TypeScript 3,893 Go 3,840 React 3,559 Terraform 3,334 JavaScript 3,302 Go-to-market 2,824 REST APIs 2,748 Jira 2,675 Test automation 2,635 PostgreSQL 2,474 Generative AI 2,457 C 2,433 Product strategy 2,414 Microservices 2,391 Incident response 2,370 Bash 2,231 Positioning & messaging 2,152 Excel 2,040 GitHub 1,876 Embedded systems 1,868 Node.js 1,844 Rust 1,758 Stakeholder management 1,725 PyTorch 1,712 Kafka 1,703 CRM 1,623 IAM 1,619 CompTIA certifications 1,613 Product marketing 1,602 C# 1,597 Scrum 1,597 Spark 1,584 Computer vision 1,564 Cryptography 1,509 Ansible 1,500 GitLab 1,478 Firmware 1,472 Android 1,463 Market research 1,430 Data modeling 1,424 Jenkins 1,400 Deep learning 1,369 PRDs 1,357 iOS 1,331 RAG 1,322 Data warehousing 1,309 Design systems 1,276 Confluence 1,269 PMP 1,255 NoSQL 1,252 OpenAI API 1,221 ETL 1,211 NIST 1,197 Google Workspace 1,176 Firewalls 1,169 Vulnerability management 1,169 Salesforce 1,161 HTML 1,145 Grafana 1,118 CSS 1,078 Databricks 1,070 Competitive analysis 1,069 Snowflake 1,068 TCP/IP 1,067 Tableau 1,060 Kotlin 1,034 DNS / DHCP 1,027 PowerShell 999 Power BI 980 Prototyping 980 Angular 978 CISSP 972 Figma 965 User stories 959 MLOps 947 TensorFlow 945 Scala 939 Prometheus 923 GitHub Actions 891 Brand marketing 878 SAP 874 R 858 A/B testing 858 Spring Boot 850 Active Directory 850 NLP 845 Web accessibility (WCAG) 833 Prompt engineering 823 MySQL 818 Airflow 818 Zero Trust 812 Pricing strategy 801 User research 793 Oracle 792 Redis 792 Elasticsearch 788 Demand generation 773 Reinforcement learning 761 Unix 759 RTOS 755 SSO / SAML 753 Sales enablement 750 OAuth 744 Splunk 725 Routing & switching 715 GraphQL 713 SOC 2 708 ServiceNow 707 VPN 695 MongoDB 692 Vector databases 684 Datadog 678 SQL Server 660 BigQuery 655 ITIL 653 JUnit 646 Cisco 645 Helm 635 SEO 629 CUDA 628 .NET 627 SIEM 626 VMware 622 Microsoft 365 619 CCNA / CCNP 611 HIPAA 610 Technical writing 602 Serverless 594 gRPC 588 CloudFormation 587 Threat modeling 583 Ruby 579 Microsoft Project 571 Next.js 563 LangChain 562 MATLAB 551 dbt 539 Budget management 538 Adobe Creative Cloud 536 Product analytics 536 FedRAMP 535 Marketing automation 529 Content strategy 529 SAFe 528 Jetpack Compose 519 Email marketing 519 Penetration testing 510 SharePoint 506 ISO 27001 494 scikit-learn 492 GIAC certifications 485 pandas 483 Argo CD 476 CMS 475 EDR 447 macOS 443 Windows Server 440 Looker 439 HubSpot 422 DynamoDB 421 Six Sigma 415 ELK Stack 413 Vue.js 410 Typography 409 OpenTelemetry 402 FastAPI 396 Event marketing 396 Chef / Puppet 385 Hadoop 375 FPGA 375 Okta 371 Photoshop 370 Google Analytics 369 Load testing 364 React Native 363 Video editing 360 Paid social 343 OpenShift 342 Service mesh 336 NumPy 334 SAST / DAST 331 Illustrator 331 Account-based marketing 331 Django 326 Redshift 322 Flink 315 Intune / SCCM 314 CISM 302 Kanban 301 Blockchain 296 Wireframing 295 SD-WAN 286 GRC 285 OWASP 284 Hugging Face 283 Motion graphics 278 RabbitMQ 274 Swift 271 Selenium 267 Ruby on Rails 265 Perl 260 Juniper 255 ClickHouse 254 Playwright 253 Power Platform 250 OKRs 248 WebSockets 236 Smartsheet 236 Content marketing 236 Cassandra 235 Unreal Engine 232 Google Ads 223 Wireshark 220 Pulumi 218 Flask 217 PPC 216 After Effects 206 PCI DSS 204 Information architecture 204 Copywriting 202 Canva 201 SageMaker 199 Redux 192 SOAR 192 Asana 192 Marketo 187 Premiere Pro 185 Vertex AI 182 Notion 178 Tailwind CSS 177 InDesign 177 Presto / Trino 172 NetSuite 170 Cypress 169 Hive 163 Kinesis 156 Jamf 155 Cloudflare 154 Salesforce Marketing Cloud 150 Workday 148 Postman 147 Influencer marketing 146 PHP 145 pytest 143 Zapier 141 Jest 139 OSCP 137 Zendesk 133 monday.com 130 SEM 128 Shopify 128 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 120 Cucumber 111 Verilog / VHDL 106 Neo4j 105 SwiftUI 103 Meta Ads 103 Unity 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 88 Google Search Console 85 Sketch 84 Nginx 82 Social media tools 81 HashiCorp Vault 80 Blender 79 Keras 78 Airtable 78 Informatica 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Vite 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Mixpanel 65 Adobe Analytics 65 Flutter 64 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 38 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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