States
Alabama 432 Alaska 35 Arizona 639 Arkansas 422 California 15,691 Colorado 1,524 Connecticut 330 Delaware 132 District of Columbia 1,322 Florida 1,302 Georgia 1,082 Hawaii 134 Idaho 175 Illinois 1,856 Indiana 293 Iowa 263 Kansas 109 Kentucky 158 Louisiana 101 Maine 80 Maryland 1,650 Massachusetts 2,275 Michigan 676 Minnesota 397 Mississippi 88 Missouri 466 Montana 49 Nebraska 180 Nevada 189 New Hampshire 111 New Jersey 790 New Mexico 152 New York 6,789 North Carolina 1,170 North Dakota 63 Ohio 678 Oklahoma 172 Oregon 354 Pennsylvania 876 Rhode Island 81 South Carolina 193 South Dakota 52 Tennessee 285 Texas 3,722 Utah 458 Vermont 62 Virginia 3,696 Washington 2,791 West Virginia 65 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,658 New York, NY 5,695 Washington, DC 3,645 Seattle, WA 2,180 Los Angeles, CA 2,098 Boston, MA 1,353 Austin, TX 1,237 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,077 Denver, CO 791 Atlanta, GA 707 Raleigh–Durham, NC 480 San Diego, CA 421 Phoenix, AZ 362 Charlotte, NC 348 Houston, TX 260 Pittsburgh, PA 232 Miami, FL 223 Salt Lake City, UT 172 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 129 Baltimore, MD 106 Nashville, TN 59 Portland, OR 28
Role
Software Engineer 11,286 Product Manager 3,349 Engineering Manager 2,133 Program Manager 1,963 Project Manager 1,937 Data Scientist 1,538 Machine Learning Engineer 1,516 Security Engineer 1,469 Marketing Manager 1,400 Full Stack Developer 1,208 AI Engineer 1,103 DevOps Engineer 1,077 Data Engineer 897 IT Support Specialist 863 Cybersecurity Analyst 862 Backend Developer 806 Systems Administrator 766 Site Reliability Engineer 749 Graphic Designer 721 Data Analyst 640 Product Marketing Manager 633 Mobile Developer 590 Network Engineer 572 Business Analyst 552 Product Designer 543 Content Writer 522 QA Engineer 490 Growth Marketing Manager 350 Frontend Developer 337 Cloud Engineer 303 UX Designer 243 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 198 Marketing Analyst 177 Community Manager 176 Digital Marketing Specialist 172 Video Editor 105 Creative Director 96 Brand Manager 93 SEO Specialist 81 Content Creator 78 Scrum Master 71 BI Developer 65 Influencer Marketing Manager 61 Web Developer 52 Art Director 51 Copywriter 46 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,951 Machine learning 9,115 Product roadmapping 8,703 AWS 8,225 CI/CD 7,687 SQL 6,193 Kubernetes 6,174 LLMs 5,806 AI agents 5,462 C++ 5,168 Linux 5,157 Java 5,066 Azure 4,937 Distributed systems 4,831 Agile 4,594 Docker 4,302 Google Cloud 4,094 Git 4,082 Go 3,947 TypeScript 3,932 React 3,586 Terraform 3,367 JavaScript 3,303 Go-to-market 2,959 REST APIs 2,758 Jira 2,700 Test automation 2,680 PostgreSQL 2,468 C 2,455 Incident response 2,455 Generative AI 2,437 Product strategy 2,429 Microservices 2,399 Bash 2,291 Positioning & messaging 2,213 Excel 2,077 GitHub 1,901 Embedded systems 1,882 Node.js 1,854 Rust 1,808 Kafka 1,736 Stakeholder management 1,736 PyTorch 1,735 IAM 1,666 CRM 1,653 Product marketing 1,645 C# 1,608 CompTIA certifications 1,604 Computer vision 1,586 Spark 1,575 Scrum 1,573 Cryptography 1,563 Ansible 1,554 Firmware 1,530 GitLab 1,488 Market research 1,469 Android 1,466 Data modeling 1,440 Jenkins 1,407 Deep learning 1,365 PRDs 1,355 iOS 1,348 RAG 1,346 Data warehousing 1,323 PMP 1,315 Confluence 1,288 Design systems 1,281 NoSQL 1,260 OpenAI API 1,243 ETL 1,218 Firewalls 1,211 NIST 1,211 Vulnerability management 1,194 Salesforce 1,192 Google Workspace 1,153 Grafana 1,141 HTML 1,119 TCP/IP 1,107 Competitive analysis 1,095 Databricks 1,085 Snowflake 1,083 DNS / DHCP 1,083 Tableau 1,070 CSS 1,049 Kotlin 1,045 PowerShell 1,032 Power BI 1,011 Angular 991 CISSP 984 Prototyping 975 Scala 974 Figma 967 User stories 963 Prometheus 958 MLOps 929 TensorFlow 910 Brand marketing 907 GitHub Actions 900 SAP 881 Active Directory 869 A/B testing 856 Pricing strategy 846 MySQL 819 Prompt engineering 816 Web accessibility (WCAG) 815 Zero Trust 814 Spring Boot 808 R 807 Airflow 802 Reinforcement learning 801 NLP 792 Redis 789 Oracle 785 Elasticsearch 782 OAuth 781 Demand generation 773 Unix 771 User research 771 Sales enablement 767 RTOS 759 Splunk 752 SSO / SAML 751 Routing & switching 735 SOC 2 723 ServiceNow 718 VPN 710 Datadog 705 GraphQL 702 MongoDB 686 SQL Server 677 Cisco 674 .NET 655 Vector databases 655 CUDA 653 JUnit 647 ITIL 645 BigQuery 644 Microsoft 365 644 Helm 643 SIEM 637 VMware 632 Threat modeling 631 Technical writing 628 SEO 626 CCNA / CCNP 624 Serverless 617 HIPAA 607 gRPC 594 CloudFormation 585 Microsoft Project 575 Budget management 574 Ruby 573 Next.js 566 LangChain 559 Adobe Creative Cloud 555 FedRAMP 551 Marketing automation 549 MATLAB 546 dbt 536 SharePoint 532 SAFe 530 Content strategy 528 Penetration testing 525 Product analytics 525 Jetpack Compose 518 ISO 27001 506 Email marketing 501 GIAC certifications 499 Argo CD 487 pandas 467 CMS 460 macOS 459 scikit-learn 451 EDR 450 Windows Server 449 HubSpot 439 Six Sigma 436 OpenTelemetry 433 Vue.js 418 ELK Stack 418 Typography 412 FastAPI 409 DynamoDB 406 Chef / Puppet 404 Looker 397 Event marketing 396 Okta 378 Google Analytics 376 FPGA 374 Photoshop 369 React Native 365 Hadoop 363 Video editing 363 Load testing 362 SAST / DAST 341 Account-based marketing 335 Flink 333 OpenShift 331 Illustrator 330 Paid social 329 NumPy 325 Service mesh 320 Intune / SCCM 318 Redshift 316 CISM 315 Django 312 SD-WAN 307 OWASP 302 GRC 298 Blockchain 295 Kanban 292 RabbitMQ 283 Hugging Face 280 Motion graphics 279 Wireframing 278 ClickHouse 269 Juniper 269 Swift 267 Perl 266 Selenium 262 OKRs 262 Ruby on Rails 258 Playwright 253 Power Platform 247 Smartsheet 246 Content marketing 243 WebSockets 240 Wireshark 232 Unreal Engine 232 Pulumi 230 Cassandra 229 Google Ads 225 PPC 217 PCI DSS 208 Information architecture 208 Canva 207 SOAR 205 Copywriting 205 Flask 203 After Effects 203 Redux 196 Marketo 195 SageMaker 194 Premiere Pro 194 Asana 189 Vertex AI 181 Presto / Trino 177 Notion 177 NetSuite 177 InDesign 174 Cypress 170 Hive 161 Tailwind CSS 159 Cloudflare 158 Jamf 154 Postman 153 Kinesis 152 Salesforce Marketing Cloud 147 pytest 146 Zapier 146 OSCP 144 Influencer marketing 144 Workday 144 PHP 139 Jest 138 monday.com 133 Shopify 133 Zendesk 129 SEM 129 WordPress 124 Amplitude 118 New Relic 118 jQuery 117 Cucumber 114 Conversion rate optimization 114 Verilog / VHDL 110 Meta Ads 108 Jupyter 102 Unity 102 SwiftUI 100 Neo4j 99 CapCut 99 NestJS 96 Braze 95 SAS 94 WebGL 93 SEO tools 89 Programmatic advertising 87 Fivetran 86 XGBoost 85 Google Search Console 85 Nginx 84 Blender 83 HashiCorp Vault 82 Keras 81 VBA 79 PCB design 78 Sketch 77 Social media tools 77 Informatica 75 Vite 72 Firebase 72 Final Cut Pro 72 Affiliate marketing 72 Looker Studio 71 LinkedIn Ads 71 Mixpanel 69 D3.js 67 Airtable 67 Three.js 66 Flutter 66 Webflow 66 Webpack 61 Adobe Analytics 61 DaVinci Resolve 57 Qlik 56 Iterable 55 Google Tag Manager 55 Svelte 54 Citrix 54 Klaviyo 51 Storybook 50 Miro 49 Objective-C 47 Elixir 47 Maya 46 Lua 45 UIKit 44 Cinema 4D 42 Sass 41 Appium 40 Markdown 36 Haskell 34 Adobe XD 32 Xcode 31 Dart 30 Alteryx 30 Trello 29 Express.js 28 TestRail 28 TikTok Ads 28 Mailchimp 26 Laravel 25 SPSS 23 Retool 23 Framer 21 AP Style 21 Substance 3D 17 Amazon Ads 17 Houdini 15 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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