States
Alabama 439 Alaska 44 Arizona 627 Arkansas 385 California 15,131 Colorado 1,546 Connecticut 359 Delaware 128 District of Columbia 1,295 Florida 1,284 Georgia 1,059 Hawaii 128 Idaho 187 Illinois 1,827 Indiana 319 Iowa 288 Kansas 120 Kentucky 165 Louisiana 107 Maine 82 Maryland 1,622 Massachusetts 2,271 Michigan 697 Minnesota 400 Mississippi 93 Missouri 486 Montana 51 Nebraska 178 Nevada 196 New Hampshire 107 New Jersey 800 New Mexico 155 New York 6,586 North Carolina 1,194 North Dakota 80 Ohio 678 Oklahoma 199 Oregon 347 Pennsylvania 898 Rhode Island 96 South Carolina 194 South Dakota 61 Tennessee 272 Texas 3,603 Utah 457 Vermont 78 Virginia 3,637 Washington 2,727 West Virginia 76 Wisconsin 344 Wyoming 66
Cities
San Francisco Bay Area, CA 10,244 New York, NY 5,515 Washington, DC 3,553 Seattle, WA 2,106 Los Angeles, CA 2,013 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,140 Dallas–Fort Worth, TX 1,026 Denver, CO 793 Atlanta, GA 683 Raleigh–Durham, NC 483 San Diego, CA 428 Phoenix, AZ 355 Charlotte, NC 349 Houston, TX 263 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 96 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,165 Product Manager 3,261 Engineering Manager 2,077 Project Manager 1,928 Program Manager 1,874 Data Scientist 1,545 Machine Learning Engineer 1,499 Security Engineer 1,430 Marketing Manager 1,339 Full Stack Developer 1,197 AI Engineer 1,056 DevOps Engineer 1,045 Data Engineer 894 Cybersecurity Analyst 837 IT Support Specialist 825 Backend Developer 801 Systems Administrator 741 Site Reliability Engineer 718 Graphic Designer 692 Data Analyst 671 Product Marketing Manager 607 Mobile Developer 593 Network Engineer 564 Business Analyst 561 Product Designer 520 Content Writer 505 QA Engineer 498 Growth Marketing Manager 351 Frontend Developer 337 Cloud Engineer 304 UX Designer 248 PPC Specialist 213 Social Media Manager 200 Email Marketing Specialist 198 Digital Marketing Specialist 177 Community Manager 175 Marketing Analyst 173 Video Editor 95 Brand Manager 92 Creative Director 83 SEO Specialist 80 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 68 BI Developer 62 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 41 Game Designer 36 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,640 Machine learning 9,072 Product roadmapping 8,506 AWS 8,199 CI/CD 7,419 SQL 6,097 Kubernetes 6,019 LLMs 5,639 AI agents 5,214 C++ 5,068 Linux 5,028 Java 4,917 Azure 4,847 Distributed systems 4,688 Agile 4,619 Docker 4,210 Google Cloud 4,060 Git 3,968 TypeScript 3,836 Go 3,815 React 3,551 Terraform 3,290 JavaScript 3,207 Go-to-market 2,820 REST APIs 2,665 Jira 2,647 Test automation 2,558 PostgreSQL 2,456 C 2,450 Generative AI 2,408 Product strategy 2,381 Microservices 2,371 Incident response 2,363 Bash 2,177 Positioning & messaging 2,144 Excel 2,038 Embedded systems 1,879 GitHub 1,842 Node.js 1,817 Stakeholder management 1,763 Rust 1,716 PyTorch 1,700 Kafka 1,684 CRM 1,622 Product marketing 1,605 IAM 1,586 Scrum 1,579 CompTIA certifications 1,572 Spark 1,570 Computer vision 1,554 C# 1,551 Cryptography 1,498 GitLab 1,480 Ansible 1,469 Firmware 1,467 Data modeling 1,440 Market research 1,432 Android 1,416 Deep learning 1,360 Jenkins 1,342 PRDs 1,326 iOS 1,306 Data warehousing 1,305 RAG 1,304 PMP 1,264 Design systems 1,262 Confluence 1,245 NoSQL 1,239 ETL 1,215 OpenAI API 1,199 NIST 1,190 Vulnerability management 1,172 Google Workspace 1,165 Salesforce 1,163 Firewalls 1,153 HTML 1,133 Grafana 1,089 Competitive analysis 1,079 Databricks 1,074 Snowflake 1,073 CSS 1,062 TCP/IP 1,059 Tableau 1,038 Kotlin 1,001 DNS / DHCP 997 PowerShell 984 Angular 977 Power BI 975 CISSP 973 Prototyping 961 Figma 960 MLOps 943 TensorFlow 939 Scala 919 Prometheus 906 User stories 900 GitHub Actions 876 SAP 872 Brand marketing 867 R 861 Web accessibility (WCAG) 854 A/B testing 844 NLP 833 Active Directory 833 Prompt engineering 830 Spring Boot 809 Zero Trust 804 Airflow 803 User research 799 Redis 786 Pricing strategy 783 MySQL 781 Demand generation 777 Oracle 771 Elasticsearch 767 Sales enablement 765 RTOS 756 Reinforcement learning 751 Unix 751 SSO / SAML 725 OAuth 717 GraphQL 716 SOC 2 707 Routing & switching 702 Vector databases 691 ServiceNow 691 Splunk 689 MongoDB 685 VPN 683 Datadog 667 SQL Server 653 ITIL 650 Cisco 642 CUDA 635 SIEM 634 Helm 628 SEO 628 .NET 626 BigQuery 624 Microsoft 365 622 VMware 612 JUnit 612 CCNA / CCNP 603 HIPAA 598 Serverless 596 gRPC 586 Threat modeling 586 Microsoft Project 585 Technical writing 585 CloudFormation 580 Ruby 572 Next.js 566 LangChain 554 FedRAMP 544 dbt 541 MATLAB 537 SAFe 537 Budget management 532 Product analytics 531 Content strategy 527 Marketing automation 525 Adobe Creative Cloud 524 Email marketing 516 Jetpack Compose 514 SharePoint 503 Penetration testing 500 GIAC certifications 494 ISO 27001 491 scikit-learn 483 CMS 480 pandas 468 Argo CD 468 EDR 458 macOS 444 Looker 431 Windows Server 431 HubSpot 423 Vue.js 419 DynamoDB 418 ELK Stack 409 Typography 403 Event marketing 403 FastAPI 397 Six Sigma 396 Chef / Puppet 391 OpenTelemetry 390 Google Analytics 371 FPGA 370 Photoshop 368 React Native 349 Hadoop 348 Video editing 346 Okta 343 Load testing 343 SAST / DAST 337 Paid social 332 OpenShift 330 Illustrator 330 Django 329 NumPy 326 Account-based marketing 326 Service mesh 325 Redshift 314 Flink 305 Blockchain 301 CISM 300 Intune / SCCM 297 OWASP 291 Kanban 289 SD-WAN 287 Hugging Face 280 Motion graphics 279 GRC 274 RabbitMQ 273 Wireframing 273 Perl 266 Juniper 261 Swift 259 OKRs 257 Playwright 254 Ruby on Rails 251 ClickHouse 250 Selenium 250 Smartsheet 240 Content marketing 240 WebSockets 235 Power Platform 234 Unreal Engine 227 Wireshark 221 PPC 221 Google Ads 220 Flask 219 Pulumi 218 Cassandra 215 After Effects 207 Copywriting 204 PCI DSS 201 Information architecture 200 SageMaker 199 SOAR 196 Canva 196 Asana 193 Redux 190 Marketo 190 Premiere Pro 182 InDesign 180 Notion 179 Tailwind CSS 176 Vertex AI 171 NetSuite 171 Cypress 167 Presto / Trino 165 Cloudflare 158 Kinesis 154 PHP 151 Salesforce Marketing Cloud 151 Influencer marketing 148 OSCP 147 Hive 146 Jamf 146 Workday 146 Zapier 143 Postman 137 Zendesk 134 pytest 133 SEM 133 Jest 130 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 110 Verilog / VHDL 107 monday.com 104 Cucumber 103 Neo4j 101 Jupyter 101 CapCut 100 Meta Ads 99 SwiftUI 97 Fivetran 95 XGBoost 95 Unity 94 Braze 94 SEO tools 93 SAS 92 Google Search Console 89 WebGL 88 Programmatic advertising 87 NestJS 85 Nginx 85 VBA 83 Sketch 82 Social media tools 82 HashiCorp Vault 80 Keras 78 Blender 76 Airtable 75 Vite 74 PCB design 74 Informatica 72 D3.js 71 Looker Studio 69 Affiliate marketing 68 Webflow 67 LinkedIn Ads 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 63 Firebase 62 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 55 Citrix 52 Storybook 51 Qlik 51 Elixir 50 DaVinci Resolve 49 Klaviyo 49 Appium 46 Miro 46 Cinema 4D 46 Objective-C 45 Maya 45 UIKit 44 Lua 42 Sass 40 Markdown 36 Adobe XD 34 Xcode 32 Express.js 31 Trello 31 Haskell 30 Alteryx 30 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 AP Style 24 SPSS 23 Framer 23 Retool 23 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 10 Clojure 9 ZBrush 9 Erlang 8 Stata 4
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