States
Alabama 452 Alaska 45 Arizona 634 Arkansas 446 California 15,343 Colorado 1,548 Connecticut 348 Delaware 135 District of Columbia 1,297 Florida 1,271 Georgia 1,069 Hawaii 136 Idaho 176 Illinois 1,830 Indiana 311 Iowa 292 Kansas 120 Kentucky 160 Louisiana 109 Maine 83 Maryland 1,647 Massachusetts 2,287 Michigan 693 Minnesota 397 Mississippi 94 Missouri 471 Montana 47 Nebraska 181 Nevada 202 New Hampshire 109 New Jersey 825 New Mexico 161 New York 6,688 North Carolina 1,195 North Dakota 76 Ohio 686 Oklahoma 190 Oregon 348 Pennsylvania 911 Rhode Island 92 South Carolina 204 South Dakota 60 Tennessee 281 Texas 3,614 Utah 458 Vermont 73 Virginia 3,697 Washington 2,743 West Virginia 77 Wisconsin 334 Wyoming 64
Cities
San Francisco Bay Area, CA 10,433 New York, NY 5,605 Washington, DC 3,608 Seattle, WA 2,122 Los Angeles, CA 2,036 Boston, MA 1,368 Austin, TX 1,181 Chicago, IL 1,135 Dallas–Fort Worth, TX 1,050 Denver, CO 795 Atlanta, GA 687 Raleigh–Durham, NC 484 San Diego, CA 432 Phoenix, AZ 362 Charlotte, NC 351 Houston, TX 250 Pittsburgh, PA 227 Miami, FL 208 Philadelphia, PA 172 Salt Lake City, UT 165 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,018 Product Manager 3,304 Engineering Manager 2,113 Project Manager 1,920 Program Manager 1,917 Data Scientist 1,583 Machine Learning Engineer 1,519 Security Engineer 1,434 Marketing Manager 1,360 Full Stack Developer 1,197 AI Engineer 1,068 DevOps Engineer 1,065 Data Engineer 906 IT Support Specialist 846 Cybersecurity Analyst 834 Backend Developer 800 Systems Administrator 767 Site Reliability Engineer 724 Graphic Designer 693 Data Analyst 660 Product Marketing Manager 604 Mobile Developer 595 Network Engineer 569 Business Analyst 551 Product Designer 528 Content Writer 521 QA Engineer 495 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 311 UX Designer 247 PPC Specialist 218 Email Marketing Specialist 205 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 142 Video Editor 105 Brand Manager 95 Creative Director 86 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 68 BI Developer 62 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 22 Web Designer 16
Skills
Python 14,568 Machine learning 8,924 Product roadmapping 8,423 AWS 8,245 CI/CD 7,549 SQL 6,202 Kubernetes 6,025 LLMs 5,549 AI agents 5,207 Java 5,025 C++ 4,902 Linux 4,898 Azure 4,869 Agile 4,641 Distributed systems 4,615 Docker 4,240 Google Cloud 4,075 Git 4,057 TypeScript 3,887 Go 3,778 React 3,560 Terraform 3,332 JavaScript 3,293 Go-to-market 2,780 REST APIs 2,749 Jira 2,673 Test automation 2,617 PostgreSQL 2,478 Product strategy 2,405 Generative AI 2,401 Microservices 2,388 Incident response 2,354 C 2,272 Bash 2,193 Positioning & messaging 2,128 Excel 2,042 GitHub 1,876 Node.js 1,846 Embedded systems 1,803 Stakeholder management 1,734 Rust 1,717 Kafka 1,704 PyTorch 1,622 CRM 1,622 IAM 1,619 CompTIA certifications 1,616 C# 1,601 Scrum 1,600 Product marketing 1,589 Spark 1,587 Computer vision 1,531 Cryptography 1,493 Ansible 1,481 GitLab 1,465 Android 1,458 Market research 1,439 Data modeling 1,423 Jenkins 1,393 Firmware 1,380 PRDs 1,335 iOS 1,329 Data warehousing 1,314 RAG 1,304 Design systems 1,279 Confluence 1,266 PMP 1,263 NoSQL 1,251 OpenAI API 1,208 ETL 1,204 Deep learning 1,199 NIST 1,198 Google Workspace 1,172 Vulnerability management 1,169 Salesforce 1,158 HTML 1,152 Firewalls 1,152 Grafana 1,100 CSS 1,081 Competitive analysis 1,075 Snowflake 1,070 Databricks 1,064 TCP/IP 1,058 Tableau 1,057 Kotlin 1,032 DNS / DHCP 1,009 PowerShell 993 Power BI 987 Angular 981 CISSP 977 Prototyping 977 Figma 970 User stories 963 Scala 937 MLOps 929 TensorFlow 915 Prometheus 907 GitHub Actions 889 Brand marketing 889 SAP 876 R 860 A/B testing 859 Spring Boot 851 Active Directory 845 Web accessibility (WCAG) 837 NLP 830 Prompt engineering 821 Airflow 819 MySQL 818 Zero Trust 810 Pricing strategy 801 User research 799 Redis 791 Oracle 790 Elasticsearch 785 Demand generation 773 Unix 753 SSO / SAML 751 Sales enablement 746 OAuth 743 Splunk 727 RTOS 725 GraphQL 721 Reinforcement learning 719 SOC 2 706 ServiceNow 698 Routing & switching 695 MongoDB 688 VPN 685 Vector databases 676 Datadog 672 SQL Server 664 BigQuery 660 ITIL 648 JUnit 644 Cisco 642 Helm 631 .NET 630 SEO 625 SIEM 624 VMware 617 Microsoft 365 617 CCNA / CCNP 607 HIPAA 602 Serverless 593 Technical writing 593 CloudFormation 591 gRPC 581 Microsoft Project 575 Ruby 573 Threat modeling 570 Next.js 562 Budget management 552 LangChain 551 MATLAB 546 Product analytics 540 Adobe Creative Cloud 539 FedRAMP 536 dbt 535 Marketing automation 529 Content strategy 529 SAFe 526 Email marketing 519 Jetpack Compose 514 SharePoint 502 Penetration testing 495 scikit-learn 487 ISO 27001 484 GIAC certifications 483 pandas 481 CMS 478 Argo CD 468 CUDA 457 EDR 448 Windows Server 439 Looker 438 macOS 436 HubSpot 424 DynamoDB 422 Typography 414 Six Sigma 412 Vue.js 410 ELK Stack 409 Event marketing 399 FastAPI 395 OpenTelemetry 389 Chef / Puppet 384 Hadoop 376 Photoshop 371 Google Analytics 370 FPGA 369 Okta 368 React Native 361 Load testing 361 Video editing 358 Paid social 343 OpenShift 341 Service mesh 334 SAST / DAST 333 Illustrator 332 NumPy 330 Account-based marketing 330 Django 324 Redshift 322 Flink 316 Intune / SCCM 307 CISM 304 Kanban 302 Blockchain 297 Wireframing 294 SD-WAN 287 GRC 285 OWASP 283 Motion graphics 279 RabbitMQ 277 Hugging Face 275 Swift 270 Selenium 267 Ruby on Rails 264 Juniper 255 OKRs 253 ClickHouse 252 Playwright 252 Perl 250 Power Platform 249 Content marketing 238 WebSockets 237 Cassandra 237 Smartsheet 234 Unreal Engine 229 Google Ads 221 Pulumi 220 Flask 217 Wireshark 217 PPC 215 After Effects 207 Copywriting 204 Canva 202 Information architecture 201 SageMaker 200 PCI DSS 198 Redux 195 SOAR 194 Asana 192 Marketo 188 Premiere Pro 185 Vertex AI 180 Notion 180 InDesign 178 Tailwind CSS 176 NetSuite 170 Cypress 169 Presto / Trino 167 Hive 163 Kinesis 157 Cloudflare 153 Jamf 152 Salesforce Marketing Cloud 152 Workday 150 Postman 148 Influencer marketing 145 PHP 144 pytest 142 Zapier 141 Jest 139 OSCP 138 Zendesk 133 monday.com 132 SEM 128 Shopify 128 Amplitude 122 WordPress 122 New Relic 121 Conversion rate optimization 121 jQuery 118 Cucumber 109 Neo4j 105 Verilog / VHDL 104 SwiftUI 103 Meta Ads 103 CapCut 101 Unity 101 Jupyter 100 XGBoost 100 SAS 97 Braze 97 NestJS 92 Fivetran 92 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Nginx 86 Google Search Console 85 Sketch 83 Social media tools 82 HashiCorp Vault 81 Keras 78 Blender 78 Airtable 78 Informatica 75 D3.js 74 PCB design 73 Looker Studio 72 Vite 70 Affiliate marketing 70 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 Mixpanel 66 Adobe Analytics 66 LinkedIn Ads 66 Flutter 63 Webpack 61 Iterable 57 Google Tag Manager 57 Svelte 56 Qlik 56 DaVinci Resolve 53 Storybook 52 Citrix 52 Elixir 51 Klaviyo 50 UIKit 48 Miro 48 Objective-C 47 Appium 47 Maya 47 Lua 42 Cinema 4D 42 Sass 38 Markdown 35 Adobe XD 34 Xcode 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 TestRail 27 Mailchimp 27 Alteryx 26 Laravel 25 Framer 24 AP Style 22 Retool 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Clojure 11 Houdini 11 Erlang 8 ZBrush 7 Stata 4
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