States
Alabama 432 Alaska 35 Arizona 638 Arkansas 422 California 15,702 Colorado 1,525 Connecticut 330 Delaware 131 District of Columbia 1,320 Florida 1,297 Georgia 1,077 Hawaii 134 Idaho 175 Illinois 1,857 Indiana 293 Iowa 262 Kansas 110 Kentucky 158 Louisiana 101 Maine 80 Maryland 1,648 Massachusetts 2,279 Michigan 675 Minnesota 398 Mississippi 88 Missouri 463 Montana 49 Nebraska 180 Nevada 189 New Hampshire 111 New Jersey 790 New Mexico 153 New York 6,802 North Carolina 1,170 North Dakota 63 Ohio 678 Oklahoma 174 Oregon 353 Pennsylvania 876 Rhode Island 81 South Carolina 193 South Dakota 52 Tennessee 282 Texas 3,723 Utah 458 Vermont 62 Virginia 3,696 Washington 2,787 West Virginia 65 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,672 New York, NY 5,702 Washington, DC 3,643 Seattle, WA 2,176 Los Angeles, CA 2,097 Boston, MA 1,355 Austin, TX 1,240 Chicago, IL 1,167 Dallas–Fort Worth, TX 1,073 Denver, CO 791 Atlanta, GA 704 Raleigh–Durham, NC 478 San Diego, CA 421 Phoenix, AZ 362 Charlotte, NC 347 Houston, TX 260 Pittsburgh, PA 232 Miami, FL 223 Salt Lake City, UT 172 Philadelphia, PA 163 Detroit, MI 141 Minneapolis, MN 129 Baltimore, MD 106 Nashville, TN 59 Portland, OR 28
Role
Software Engineer 11,306 Product Manager 3,347 Engineering Manager 2,132 Program Manager 1,963 Project Manager 1,935 Data Scientist 1,538 Machine Learning Engineer 1,515 Security Engineer 1,468 Marketing Manager 1,403 Full Stack Developer 1,208 AI Engineer 1,100 DevOps Engineer 1,078 Data Engineer 898 IT Support Specialist 864 Cybersecurity Analyst 861 Backend Developer 808 Systems Administrator 767 Site Reliability Engineer 744 Graphic Designer 721 Data Analyst 638 Product Marketing Manager 631 Mobile Developer 590 Network Engineer 572 Business Analyst 550 Product Designer 541 Content Writer 522 QA Engineer 487 Growth Marketing Manager 348 Frontend Developer 335 Cloud Engineer 303 UX Designer 243 PPC Specialist 218 Email Marketing Specialist 201 Social Media Manager 196 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 34 Game Designer 33 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,938 Machine learning 9,107 Product roadmapping 8,697 AWS 8,225 CI/CD 7,687 SQL 6,191 Kubernetes 6,176 LLMs 5,801 AI agents 5,455 Linux 5,157 C++ 5,156 Java 5,064 Azure 4,931 Distributed systems 4,823 Agile 4,597 Docker 4,306 Google Cloud 4,091 Git 4,079 Go 3,939 TypeScript 3,927 React 3,584 Terraform 3,368 JavaScript 3,309 Go-to-market 2,954 REST APIs 2,759 Jira 2,701 Test automation 2,679 PostgreSQL 2,469 C 2,454 Incident response 2,448 Generative AI 2,431 Product strategy 2,427 Microservices 2,405 Bash 2,294 Positioning & messaging 2,205 Excel 2,072 GitHub 1,902 Embedded systems 1,882 Node.js 1,854 Rust 1,805 Kafka 1,735 PyTorch 1,735 Stakeholder management 1,733 IAM 1,665 CRM 1,646 Product marketing 1,638 CompTIA certifications 1,606 C# 1,605 Computer vision 1,585 Spark 1,574 Scrum 1,572 Cryptography 1,562 Ansible 1,557 Firmware 1,528 GitLab 1,488 Market research 1,467 Android 1,464 Data modeling 1,433 Jenkins 1,409 Deep learning 1,363 PRDs 1,351 iOS 1,347 RAG 1,345 Data warehousing 1,318 PMP 1,309 Confluence 1,289 Design systems 1,279 NoSQL 1,265 OpenAI API 1,242 ETL 1,220 Firewalls 1,211 NIST 1,209 Vulnerability management 1,193 Salesforce 1,187 Google Workspace 1,153 Grafana 1,139 HTML 1,121 TCP/IP 1,104 Competitive analysis 1,093 Databricks 1,085 Snowflake 1,084 DNS / DHCP 1,082 Tableau 1,073 CSS 1,048 Kotlin 1,044 PowerShell 1,032 Power BI 1,008 Angular 988 CISSP 984 Scala 976 Prototyping 973 Figma 968 User stories 961 Prometheus 955 MLOps 927 TensorFlow 911 Brand marketing 905 GitHub Actions 901 SAP 880 Active Directory 869 A/B testing 856 Pricing strategy 849 MySQL 822 Zero Trust 816 Prompt engineering 815 Web accessibility (WCAG) 814 Spring Boot 810 R 807 Reinforcement learning 802 Airflow 801 NLP 793 Oracle 787 Redis 787 Elasticsearch 783 OAuth 779 Unix 773 Demand generation 772 User research 770 Sales enablement 766 RTOS 759 Splunk 752 SSO / SAML 748 Routing & switching 734 SOC 2 721 ServiceNow 719 VPN 708 Datadog 705 GraphQL 704 MongoDB 689 SQL Server 676 Cisco 674 Vector databases 656 .NET 653 CUDA 653 JUnit 647 BigQuery 645 ITIL 645 Microsoft 365 643 Helm 641 SIEM 636 VMware 635 Threat modeling 631 SEO 625 CCNA / CCNP 624 Technical writing 624 Serverless 615 HIPAA 608 gRPC 594 CloudFormation 585 Microsoft Project 575 Ruby 574 Budget management 572 Next.js 565 LangChain 558 Adobe Creative Cloud 554 Marketing automation 549 MATLAB 547 FedRAMP 547 dbt 535 SAFe 530 SharePoint 528 Penetration testing 526 Product analytics 525 Content strategy 524 Jetpack Compose 517 ISO 27001 503 Email marketing 499 GIAC certifications 498 Argo CD 487 pandas 466 CMS 462 macOS 459 scikit-learn 450 EDR 450 Windows Server 449 HubSpot 438 Six Sigma 431 OpenTelemetry 429 Vue.js 417 ELK Stack 417 Typography 412 DynamoDB 407 FastAPI 405 Chef / Puppet 404 Looker 397 Event marketing 392 Okta 378 Google Analytics 376 FPGA 374 Photoshop 368 React Native 365 Hadoop 365 Load testing 363 Video editing 363 SAST / DAST 339 Account-based marketing 334 Flink 333 OpenShift 331 Illustrator 329 Paid social 329 NumPy 324 Service mesh 320 Intune / SCCM 319 Redshift 318 CISM 315 Django 312 SD-WAN 307 OWASP 301 GRC 297 Kanban 294 Blockchain 294 RabbitMQ 285 Motion graphics 280 Hugging Face 279 Wireframing 278 Juniper 269 Swift 267 Perl 266 ClickHouse 264 Selenium 261 OKRs 260 Ruby on Rails 258 Playwright 252 Smartsheet 246 Power Platform 246 Content marketing 243 WebSockets 239 Unreal Engine 231 Pulumi 230 Wireshark 230 Cassandra 228 Google Ads 224 PPC 216 Information architecture 208 PCI DSS 207 Canva 206 SOAR 204 After Effects 204 Copywriting 204 Flask 202 Redux 196 Premiere Pro 195 Marketo 195 SageMaker 194 Asana 188 Vertex AI 181 Presto / Trino 178 Notion 177 NetSuite 176 InDesign 174 Cypress 170 Hive 162 Tailwind CSS 159 Cloudflare 158 Jamf 155 Postman 153 Kinesis 152 pytest 147 Salesforce Marketing Cloud 147 Zapier 146 Influencer marketing 144 Workday 144 OSCP 142 PHP 139 Jest 137 monday.com 133 Shopify 133 Zendesk 129 SEM 129 WordPress 124 New Relic 118 jQuery 117 Amplitude 117 Cucumber 114 Conversion rate optimization 114 Verilog / VHDL 109 Meta Ads 108 Jupyter 102 Unity 102 SwiftUI 100 Neo4j 99 CapCut 99 NestJS 95 Braze 95 SAS 94 WebGL 92 SEO tools 89 Programmatic advertising 87 XGBoost 85 Google Search Console 85 Nginx 84 Fivetran 84 HashiCorp Vault 82 Keras 81 Blender 81 VBA 79 PCB design 78 Sketch 77 Social media tools 77 Informatica 74 Final Cut Pro 73 Vite 72 Firebase 72 Affiliate marketing 72 Looker Studio 71 LinkedIn Ads 71 Mixpanel 68 D3.js 67 Airtable 67 Three.js 66 Flutter 66 Webflow 66 Adobe Analytics 61 Webpack 60 DaVinci Resolve 58 Qlik 56 Iterable 55 Google Tag Manager 55 Svelte 54 Citrix 54 Klaviyo 51 Storybook 49 Miro 49 Objective-C 47 Elixir 47 Lua 44 UIKit 44 Maya 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 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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