States
Alabama 444 Alaska 43 Arizona 633 Arkansas 374 California 15,197 Colorado 1,543 Connecticut 358 Delaware 128 District of Columbia 1,287 Florida 1,286 Georgia 1,079 Hawaii 132 Idaho 188 Illinois 1,834 Indiana 315 Iowa 291 Kansas 117 Kentucky 160 Louisiana 107 Maine 81 Maryland 1,647 Massachusetts 2,282 Michigan 703 Minnesota 394 Mississippi 92 Missouri 486 Montana 52 Nebraska 180 Nevada 196 New Hampshire 106 New Jersey 832 New Mexico 157 New York 6,602 North Carolina 1,217 North Dakota 76 Ohio 687 Oklahoma 188 Oregon 357 Pennsylvania 909 Rhode Island 96 South Carolina 201 South Dakota 59 Tennessee 275 Texas 3,611 Utah 460 Vermont 75 Virginia 3,687 Washington 2,718 West Virginia 76 Wisconsin 343 Wyoming 63
Cities
San Francisco Bay Area, CA 10,317 New York, NY 5,534 Washington, DC 3,597 Seattle, WA 2,108 Los Angeles, CA 2,011 Boston, MA 1,355 Austin, TX 1,173 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,052 Denver, CO 793 Atlanta, GA 694 Raleigh–Durham, NC 487 San Diego, CA 432 Charlotte, NC 371 Phoenix, AZ 361 Houston, TX 259 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,193 Product Manager 3,297 Engineering Manager 2,114 Project Manager 1,939 Program Manager 1,896 Data Scientist 1,575 Machine Learning Engineer 1,501 Security Engineer 1,435 Marketing Manager 1,358 Full Stack Developer 1,194 AI Engineer 1,062 DevOps Engineer 1,048 Data Engineer 902 Cybersecurity Analyst 845 IT Support Specialist 828 Backend Developer 801 Systems Administrator 750 Site Reliability Engineer 716 Graphic Designer 699 Data Analyst 674 Product Marketing Manager 602 Mobile Developer 591 Network Engineer 569 Business Analyst 563 Product Designer 521 Content Writer 516 QA Engineer 498 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 243 PPC Specialist 218 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 173 Marketing Analyst 172 Video Editor 99 Brand Manager 94 Creative Director 86 SEO Specialist 78 Content Creator 75 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 46 Motion Designer 39 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,758 Machine learning 9,090 Product roadmapping 8,553 AWS 8,264 CI/CD 7,489 SQL 6,144 Kubernetes 6,054 LLMs 5,663 AI agents 5,276 C++ 5,075 Linux 5,015 Java 4,943 Azure 4,877 Distributed systems 4,707 Agile 4,625 Docker 4,227 Google Cloud 4,084 Git 3,995 TypeScript 3,873 Go 3,831 React 3,562 Terraform 3,309 JavaScript 3,220 Go-to-market 2,831 REST APIs 2,692 Jira 2,650 Test automation 2,608 PostgreSQL 2,472 Generative AI 2,446 C 2,431 Product strategy 2,399 Microservices 2,381 Incident response 2,363 Bash 2,201 Positioning & messaging 2,148 Excel 2,037 Embedded systems 1,884 GitHub 1,852 Node.js 1,820 Stakeholder management 1,758 Rust 1,717 PyTorch 1,707 Kafka 1,686 CRM 1,640 Product marketing 1,614 IAM 1,603 CompTIA certifications 1,600 Spark 1,579 Scrum 1,579 Computer vision 1,554 C# 1,553 Cryptography 1,503 Ansible 1,477 GitLab 1,468 Firmware 1,456 Data modeling 1,445 Market research 1,427 Android 1,422 Deep learning 1,362 PRDs 1,346 Jenkins 1,342 RAG 1,339 Data warehousing 1,323 iOS 1,313 Design systems 1,275 PMP 1,271 Confluence 1,245 NoSQL 1,231 ETL 1,214 OpenAI API 1,208 NIST 1,190 Vulnerability management 1,182 Firewalls 1,166 Salesforce 1,166 Google Workspace 1,158 HTML 1,139 Databricks 1,086 Grafana 1,084 Competitive analysis 1,082 Snowflake 1,078 TCP/IP 1,071 CSS 1,067 Tableau 1,043 Kotlin 1,016 DNS / DHCP 1,003 PowerShell 996 Power BI 991 CISSP 986 Prototyping 971 Angular 969 Figma 967 MLOps 958 TensorFlow 940 Scala 928 User stories 918 Prometheus 903 Brand marketing 886 GitHub Actions 883 R 867 SAP 867 NLP 845 A/B testing 843 Active Directory 842 Web accessibility (WCAG) 836 Prompt engineering 833 Spring Boot 816 Airflow 804 Zero Trust 800 Pricing strategy 796 User research 793 MySQL 790 Redis 790 Demand generation 779 Elasticsearch 777 Oracle 770 Sales enablement 763 RTOS 759 Unix 751 Reinforcement learning 749 OAuth 731 SSO / SAML 726 GraphQL 718 Routing & switching 715 SOC 2 711 Vector databases 705 Splunk 697 ServiceNow 688 VPN 688 MongoDB 677 Datadog 672 SQL Server 658 ITIL 644 Cisco 644 SIEM 635 SEO 632 BigQuery 628 CUDA 628 .NET 625 Helm 623 Microsoft 365 623 VMware 619 CCNA / CCNP 616 JUnit 615 HIPAA 600 Technical writing 600 gRPC 592 Serverless 592 Threat modeling 590 CloudFormation 585 Microsoft Project 577 Ruby 574 Next.js 565 LangChain 565 MATLAB 547 FedRAMP 543 Budget management 540 dbt 537 Content strategy 537 Adobe Creative Cloud 535 SAFe 534 Marketing automation 532 Product analytics 525 Email marketing 521 Penetration testing 515 Jetpack Compose 512 SharePoint 501 GIAC certifications 496 scikit-learn 492 ISO 27001 485 CMS 482 pandas 477 Argo CD 469 EDR 449 Windows Server 441 Looker 434 macOS 432 HubSpot 426 DynamoDB 424 Vue.js 414 Typography 412 Six Sigma 410 Event marketing 409 ELK Stack 405 FastAPI 398 OpenTelemetry 389 Chef / Puppet 387 FPGA 373 Photoshop 372 Google Analytics 369 React Native 356 Okta 355 Video editing 355 Load testing 354 Hadoop 353 SAST / DAST 340 Paid social 338 NumPy 336 OpenShift 332 Django 331 Illustrator 331 Account-based marketing 331 Service mesh 324 Redshift 318 Flink 316 CISM 307 Blockchain 301 Intune / SCCM 299 Kanban 298 Hugging Face 288 OWASP 287 SD-WAN 286 GRC 279 Motion graphics 279 RabbitMQ 276 Wireframing 275 Perl 266 Swift 262 Ruby on Rails 262 ClickHouse 259 Juniper 259 OKRs 251 Selenium 248 Playwright 248 Smartsheet 243 Power Platform 241 Content marketing 239 WebSockets 236 Unreal Engine 233 PPC 223 Wireshark 222 Google Ads 222 Cassandra 221 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 204 SageMaker 202 PCI DSS 200 Canva 199 SOAR 196 Asana 196 Redux 193 Marketo 190 InDesign 181 Vertex AI 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 Presto / Trino 168 NetSuite 168 Cypress 163 Kinesis 157 Salesforce Marketing Cloud 154 Cloudflare 153 Hive 148 Jamf 145 OSCP 145 Influencer marketing 145 Workday 145 PHP 143 Postman 141 pytest 139 Zapier 137 Zendesk 135 SEM 132 Jest 131 Shopify 125 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 113 jQuery 109 Verilog / VHDL 109 Neo4j 102 monday.com 102 Cucumber 101 Meta Ads 100 SwiftUI 99 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 SAS 96 Braze 96 Fivetran 95 WebGL 91 NestJS 90 Programmatic advertising 90 SEO tools 89 VBA 87 Nginx 86 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 79 Informatica 77 Airtable 77 Keras 76 PCB design 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 Three.js 67 Adobe Analytics 67 LinkedIn Ads 67 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 61 Webpack 58 Iterable 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 47 UIKit 45 Maya 45 Objective-C 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 36 Adobe XD 35 Express.js 31 Xcode 31 Haskell 30 Trello 30 Dart 29 TikTok Ads 29 TestRail 28 Alteryx 27 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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