States
Alabama 445 Alaska 43 Arizona 639 Arkansas 434 California 15,421 Colorado 1,543 Connecticut 341 Delaware 133 District of Columbia 1,317 Florida 1,280 Georgia 1,078 Hawaii 138 Idaho 176 Illinois 1,850 Indiana 307 Iowa 277 Kansas 117 Kentucky 160 Louisiana 112 Maine 81 Maryland 1,638 Massachusetts 2,274 Michigan 693 Minnesota 409 Mississippi 95 Missouri 482 Montana 49 Nebraska 186 Nevada 200 New Hampshire 112 New Jersey 807 New Mexico 164 New York 6,697 North Carolina 1,185 North Dakota 72 Ohio 687 Oklahoma 188 Oregon 356 Pennsylvania 879 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 284 Texas 3,664 Utah 460 Vermont 71 Virginia 3,668 Washington 2,769 West Virginia 76 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,470 New York, NY 5,608 Washington, DC 3,603 Seattle, WA 2,147 Los Angeles, CA 2,070 Boston, MA 1,343 Austin, TX 1,198 Chicago, IL 1,158 Dallas–Fort Worth, TX 1,066 Denver, CO 794 Atlanta, GA 699 Raleigh–Durham, NC 479 San Diego, CA 426 Phoenix, AZ 356 Charlotte, NC 339 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 132 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,236 Product Manager 3,312 Engineering Manager 2,107 Project Manager 1,931 Program Manager 1,927 Data Scientist 1,553 Machine Learning Engineer 1,503 Security Engineer 1,446 Marketing Manager 1,359 Full Stack Developer 1,214 AI Engineer 1,076 DevOps Engineer 1,067 Data Engineer 889 IT Support Specialist 856 Cybersecurity Analyst 848 Backend Developer 796 Systems Administrator 771 Site Reliability Engineer 728 Graphic Designer 695 Data Analyst 648 Product Marketing Manager 628 Mobile Developer 594 Network Engineer 568 Business Analyst 550 Product Designer 533 Content Writer 516 QA Engineer 503 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 303 UX Designer 242 PPC Specialist 219 Email Marketing Specialist 210 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 172 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 90 SEO Specialist 80 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,858 Machine learning 9,050 Product roadmapping 8,587 AWS 8,215 CI/CD 7,590 SQL 6,195 Kubernetes 6,114 LLMs 5,741 AI agents 5,370 C++ 5,139 Linux 5,078 Java 5,040 Azure 4,865 Distributed systems 4,744 Agile 4,585 Docker 4,258 Google Cloud 4,090 Git 4,055 TypeScript 3,904 Go 3,862 React 3,593 Terraform 3,321 JavaScript 3,315 Go-to-market 2,875 REST APIs 2,757 Jira 2,680 Test automation 2,628 PostgreSQL 2,467 C 2,447 Generative AI 2,437 Incident response 2,411 Product strategy 2,405 Microservices 2,380 Bash 2,232 Positioning & messaging 2,161 Excel 2,037 GitHub 1,898 Embedded systems 1,865 Node.js 1,854 Rust 1,759 Stakeholder management 1,714 PyTorch 1,713 Kafka 1,710 IAM 1,635 Product marketing 1,626 CRM 1,624 CompTIA certifications 1,619 C# 1,607 Spark 1,570 Computer vision 1,569 Scrum 1,565 Cryptography 1,516 Ansible 1,499 GitLab 1,482 Firmware 1,482 Android 1,463 Market research 1,437 Data modeling 1,413 Jenkins 1,391 Deep learning 1,379 PRDs 1,357 iOS 1,336 RAG 1,332 Data warehousing 1,305 PMP 1,287 Design systems 1,285 Confluence 1,268 NoSQL 1,232 OpenAI API 1,227 ETL 1,222 NIST 1,198 Vulnerability management 1,184 Firewalls 1,171 Google Workspace 1,160 Salesforce 1,158 HTML 1,141 Grafana 1,122 Competitive analysis 1,090 Snowflake 1,078 CSS 1,075 TCP/IP 1,068 Databricks 1,065 Tableau 1,054 DNS / DHCP 1,051 Kotlin 1,038 PowerShell 1,001 Power BI 982 Prototyping 979 Angular 978 CISSP 973 User stories 963 Figma 961 Prometheus 935 Scala 934 MLOps 931 TensorFlow 916 GitHub Actions 892 SAP 889 Brand marketing 886 A/B testing 863 Active Directory 858 Spring Boot 832 MySQL 826 R 825 Web accessibility (WCAG) 822 NLP 822 Prompt engineering 822 Pricing strategy 818 Airflow 810 Zero Trust 801 Oracle 796 Redis 791 Elasticsearch 786 User research 780 Demand generation 773 Reinforcement learning 768 Unix 764 Sales enablement 756 OAuth 754 SSO / SAML 753 RTOS 751 Splunk 728 Routing & switching 720 SOC 2 711 GraphQL 706 ServiceNow 706 VPN 693 MongoDB 688 Datadog 685 Vector databases 678 SQL Server 666 BigQuery 656 ITIL 652 Cisco 646 JUnit 644 CUDA 638 Helm 637 SIEM 635 .NET 633 VMware 624 SEO 623 Microsoft 365 616 HIPAA 615 CCNA / CCNP 611 Technical writing 605 Threat modeling 597 Serverless 595 gRPC 589 Ruby 577 Microsoft Project 577 CloudFormation 576 Next.js 569 LangChain 558 MATLAB 550 Budget management 546 Marketing automation 542 Adobe Creative Cloud 538 Product analytics 538 dbt 533 FedRAMP 532 Content strategy 527 SAFe 525 Email marketing 521 Jetpack Compose 519 SharePoint 519 Penetration testing 516 ISO 27001 497 GIAC certifications 494 pandas 479 Argo CD 476 scikit-learn 469 CMS 468 macOS 446 EDR 446 Windows Server 441 HubSpot 431 Six Sigma 426 Looker 425 Vue.js 424 ELK Stack 413 DynamoDB 410 Typography 407 FastAPI 401 OpenTelemetry 400 Event marketing 398 Chef / Puppet 383 Hadoop 370 Google Analytics 369 Photoshop 369 FPGA 367 Video editing 366 Okta 365 Load testing 365 React Native 364 Paid social 341 Illustrator 335 OpenShift 334 NumPy 333 Account-based marketing 333 SAST / DAST 331 Django 330 Service mesh 329 Intune / SCCM 319 Flink 317 Redshift 309 CISM 302 OWASP 293 Blockchain 292 Wireframing 291 Kanban 290 SD-WAN 288 GRC 286 Motion graphics 283 Hugging Face 280 Swift 268 RabbitMQ 267 Selenium 263 ClickHouse 262 Ruby on Rails 260 Juniper 259 Playwright 254 OKRs 252 Power Platform 252 Perl 251 WebSockets 243 Content marketing 242 Smartsheet 239 Unreal Engine 231 Cassandra 228 Google Ads 224 Wireshark 222 Pulumi 221 Flask 216 PPC 214 After Effects 209 PCI DSS 205 Canva 205 Information architecture 202 Copywriting 202 SageMaker 196 Redux 194 SOAR 194 Marketo 194 Premiere Pro 190 Asana 188 Vertex AI 183 Tailwind CSS 178 Presto / Trino 175 NetSuite 174 InDesign 173 Notion 172 Cypress 166 Hive 161 Jamf 156 Cloudflare 155 Postman 152 Salesforce Marketing Cloud 152 Kinesis 150 pytest 149 Influencer marketing 147 Workday 146 Jest 141 Zapier 141 OSCP 139 PHP 138 Zendesk 132 monday.com 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 120 New Relic 117 jQuery 116 Cucumber 112 SwiftUI 105 Jupyter 105 Meta Ads 105 Unity 104 Verilog / VHDL 103 CapCut 100 Neo4j 99 XGBoost 99 SAS 96 Braze 96 WebGL 91 NestJS 91 Fivetran 91 VBA 89 Programmatic advertising 88 SEO tools 86 Nginx 84 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Informatica 79 Blender 79 Keras 77 D3.js 74 Looker Studio 73 PCB design 73 Firebase 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Vite 68 Three.js 68 Flutter 68 Webflow 68 Airtable 67 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 48 Miro 48 Objective-C 47 Storybook 47 UIKit 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Xcode 32 Adobe XD 32 Haskell 31 Alteryx 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 23 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 16 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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