States
Alabama 444 Alaska 44 Arizona 627 Arkansas 443 California 15,318 Colorado 1,528 Connecticut 340 Delaware 131 District of Columbia 1,298 Florida 1,279 Georgia 1,083 Hawaii 137 Idaho 177 Illinois 1,837 Indiana 306 Iowa 277 Kansas 121 Kentucky 159 Louisiana 114 Maine 80 Maryland 1,634 Massachusetts 2,278 Michigan 697 Minnesota 400 Mississippi 94 Missouri 468 Montana 47 Nebraska 182 Nevada 205 New Hampshire 108 New Jersey 812 New Mexico 159 New York 6,692 North Carolina 1,190 North Dakota 73 Ohio 696 Oklahoma 191 Oregon 352 Pennsylvania 896 Rhode Island 92 South Carolina 203 South Dakota 60 Tennessee 290 Texas 3,616 Utah 458 Vermont 72 Virginia 3,680 Washington 2,749 West Virginia 77 Wisconsin 331 Wyoming 60
Cities
San Francisco Bay Area, CA 10,422 New York, NY 5,620 Washington, DC 3,594 Seattle, WA 2,129 Los Angeles, CA 2,057 Boston, MA 1,348 Austin, TX 1,181 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,044 Denver, CO 785 Atlanta, GA 697 Raleigh–Durham, NC 486 San Diego, CA 426 Phoenix, AZ 354 Charlotte, NC 337 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 212 Philadelphia, PA 168 Salt Lake City, UT 161 Detroit, MI 145 Minneapolis, MN 126 Baltimore, MD 104 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,231 Product Manager 3,292 Engineering Manager 2,097 Project Manager 1,915 Program Manager 1,909 Data Scientist 1,568 Machine Learning Engineer 1,498 Security Engineer 1,431 Marketing Manager 1,350 Full Stack Developer 1,200 AI Engineer 1,067 DevOps Engineer 1,056 Data Engineer 900 IT Support Specialist 859 Cybersecurity Analyst 846 Backend Developer 797 Systems Administrator 771 Site Reliability Engineer 718 Graphic Designer 691 Data Analyst 648 Product Marketing Manager 610 Mobile Developer 594 Network Engineer 566 Business Analyst 548 Product Designer 526 Content Writer 514 QA Engineer 499 Growth Marketing Manager 350 Frontend Developer 332 Cloud Engineer 301 UX Designer 240 PPC Specialist 218 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 170 Video Editor 103 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,826 Machine learning 9,049 Product roadmapping 8,522 AWS 8,218 CI/CD 7,575 SQL 6,202 Kubernetes 6,096 LLMs 5,717 AI agents 5,314 C++ 5,127 Linux 5,055 Java 5,022 Azure 4,857 Distributed systems 4,707 Agile 4,607 Docker 4,261 Google Cloud 4,077 Git 4,065 TypeScript 3,889 Go 3,827 React 3,572 Terraform 3,315 JavaScript 3,302 Go-to-market 2,832 REST APIs 2,757 Jira 2,678 Test automation 2,631 PostgreSQL 2,467 Generative AI 2,447 C 2,446 Product strategy 2,400 Microservices 2,393 Incident response 2,376 Bash 2,229 Positioning & messaging 2,163 Excel 2,041 GitHub 1,887 Embedded systems 1,856 Node.js 1,844 Rust 1,751 Stakeholder management 1,717 PyTorch 1,707 Kafka 1,705 IAM 1,620 CompTIA certifications 1,615 CRM 1,610 Product marketing 1,605 C# 1,604 Scrum 1,586 Spark 1,571 Computer vision 1,555 Cryptography 1,511 Ansible 1,492 GitLab 1,469 Firmware 1,468 Android 1,459 Market research 1,436 Data modeling 1,426 Jenkins 1,396 Deep learning 1,365 PRDs 1,364 iOS 1,330 RAG 1,326 Data warehousing 1,309 Design systems 1,278 PMP 1,265 Confluence 1,264 NoSQL 1,241 OpenAI API 1,226 ETL 1,223 NIST 1,182 Vulnerability management 1,174 Google Workspace 1,170 Firewalls 1,163 Salesforce 1,160 HTML 1,142 Grafana 1,114 Competitive analysis 1,080 CSS 1,075 Snowflake 1,072 Tableau 1,064 TCP/IP 1,064 Databricks 1,059 DNS / DHCP 1,035 Kotlin 1,032 PowerShell 995 Power BI 987 Angular 983 Prototyping 969 CISSP 964 Figma 963 User stories 956 MLOps 935 TensorFlow 929 Scala 926 Prometheus 924 GitHub Actions 886 SAP 884 Brand marketing 883 A/B testing 862 Spring Boot 852 Active Directory 850 R 845 Prompt engineering 829 NLP 828 Web accessibility (WCAG) 825 MySQL 824 Airflow 812 Zero Trust 809 Pricing strategy 807 Redis 792 Elasticsearch 786 User research 784 Oracle 781 Demand generation 778 Reinforcement learning 773 Unix 764 RTOS 760 Sales enablement 758 SSO / SAML 757 OAuth 748 Splunk 729 Routing & switching 716 GraphQL 714 ServiceNow 711 SOC 2 703 VPN 691 Vector databases 687 MongoDB 686 Datadog 681 ITIL 660 SQL Server 655 BigQuery 648 JUnit 645 Cisco 638 Helm 631 CUDA 628 .NET 625 SIEM 625 VMware 623 SEO 622 Microsoft 365 617 CCNA / CCNP 604 HIPAA 604 Technical writing 601 Serverless 593 Threat modeling 592 gRPC 588 Ruby 577 Microsoft Project 576 CloudFormation 575 Next.js 564 LangChain 562 MATLAB 555 Budget management 546 Adobe Creative Cloud 540 Product analytics 539 dbt 536 Marketing automation 532 FedRAMP 527 Content strategy 527 Email marketing 522 SAFe 520 Jetpack Compose 516 SharePoint 516 Penetration testing 513 ISO 27001 492 GIAC certifications 488 pandas 482 scikit-learn 478 CMS 467 Argo CD 466 macOS 446 EDR 441 Windows Server 437 Looker 431 HubSpot 423 DynamoDB 420 Six Sigma 418 Vue.js 416 ELK Stack 411 Typography 408 FastAPI 399 Event marketing 397 OpenTelemetry 396 Chef / Puppet 381 Hadoop 373 Photoshop 372 FPGA 372 Google Analytics 367 Okta 366 Load testing 363 React Native 362 Video editing 362 OpenShift 345 Paid social 341 Illustrator 335 Account-based marketing 334 NumPy 332 Service mesh 331 Django 329 SAST / DAST 328 Redshift 317 Intune / SCCM 317 Flink 310 CISM 302 Kanban 296 Blockchain 296 OWASP 291 Wireframing 291 SD-WAN 287 Hugging Face 286 GRC 283 Motion graphics 280 RabbitMQ 272 Swift 269 Selenium 267 Perl 262 Ruby on Rails 262 Juniper 259 ClickHouse 255 Playwright 254 Power Platform 252 OKRs 245 Smartsheet 241 Content marketing 238 WebSockets 234 Cassandra 231 Unreal Engine 231 Pulumi 223 Google Ads 223 Flask 220 Wireshark 220 PPC 215 After Effects 209 Information architecture 206 PCI DSS 204 SageMaker 201 Canva 201 Copywriting 199 Redux 192 Marketo 191 SOAR 190 Asana 189 Premiere Pro 187 Vertex AI 184 Tailwind CSS 176 InDesign 174 Notion 173 Presto / Trino 172 NetSuite 170 Cypress 169 Hive 162 Kinesis 157 Cloudflare 157 Jamf 155 Postman 152 Salesforce Marketing Cloud 152 Workday 147 PHP 146 Influencer marketing 146 pytest 143 Jest 140 Zapier 139 OSCP 138 Zendesk 134 monday.com 132 Shopify 129 SEM 126 WordPress 124 Conversion rate optimization 122 jQuery 121 Amplitude 121 New Relic 121 Cucumber 112 Verilog / VHDL 106 Neo4j 103 Jupyter 103 Meta Ads 103 XGBoost 102 Unity 102 SwiftUI 101 CapCut 100 SAS 97 Braze 96 NestJS 92 Fivetran 92 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 87 Nginx 85 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Blender 79 Informatica 78 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 72 Firebase 70 Vite 69 Webflow 69 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 66 Mixpanel 66 Adobe Analytics 66 Webpack 60 Qlik 57 Google Tag Manager 57 Svelte 56 Citrix 54 Iterable 54 Miro 53 DaVinci Resolve 53 Storybook 52 Elixir 51 Klaviyo 51 Objective-C 48 UIKit 48 Appium 46 Maya 46 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Express.js 32 Adobe XD 32 Xcode 31 Haskell 30 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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