States
Alabama 433 Alaska 37 Arizona 626 Arkansas 376 California 15,054 Colorado 1,521 Connecticut 352 Delaware 120 District of Columbia 1,282 Florida 1,272 Georgia 1,054 Hawaii 122 Idaho 182 Illinois 1,821 Indiana 311 Iowa 286 Kansas 114 Kentucky 157 Louisiana 102 Maine 76 Maryland 1,619 Massachusetts 2,277 Michigan 684 Minnesota 397 Mississippi 88 Missouri 497 Montana 51 Nebraska 177 Nevada 188 New Hampshire 99 New Jersey 782 New Mexico 147 New York 6,555 North Carolina 1,192 North Dakota 75 Ohio 662 Oklahoma 191 Oregon 345 Pennsylvania 882 Rhode Island 91 South Carolina 185 South Dakota 56 Tennessee 267 Texas 3,588 Utah 458 Vermont 75 Virginia 3,621 Washington 2,711 West Virginia 71 Wisconsin 339 Wyoming 59
Cities
San Francisco Bay Area, CA 10,213 New York, NY 5,482 Washington, DC 3,533 Seattle, WA 2,098 Los Angeles, CA 2,006 Boston, MA 1,369 Austin, TX 1,177 Chicago, IL 1,137 Dallas–Fort Worth, TX 1,019 Denver, CO 777 Atlanta, GA 684 Raleigh–Durham, NC 489 San Diego, CA 429 Phoenix, AZ 353 Charlotte, NC 352 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 208 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 122 Baltimore, MD 94 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,168 Product Manager 3,270 Engineering Manager 2,092 Project Manager 1,933 Program Manager 1,883 Data Scientist 1,540 Machine Learning Engineer 1,493 Security Engineer 1,423 Marketing Manager 1,350 Full Stack Developer 1,188 AI Engineer 1,052 DevOps Engineer 1,026 Data Engineer 886 Cybersecurity Analyst 830 IT Support Specialist 828 Backend Developer 807 Systems Administrator 742 Site Reliability Engineer 710 Graphic Designer 684 Data Analyst 672 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 571 Business Analyst 554 Product Designer 520 QA Engineer 505 Content Writer 492 Growth Marketing Manager 348 Frontend Developer 332 Cloud Engineer 299 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 199 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 174 Brand Manager 90 Video Editor 89 Creative Director 81 SEO Specialist 76 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 UI Designer 22 Animator 22 Web Designer 15
Skills
Python 14,576 Machine learning 9,070 Product roadmapping 8,532 AWS 8,169 CI/CD 7,398 SQL 6,077 Kubernetes 5,985 LLMs 5,587 AI agents 5,184 C++ 5,061 Linux 5,013 Java 4,890 Azure 4,837 Distributed systems 4,687 Agile 4,608 Docker 4,188 Google Cloud 4,045 Git 3,965 TypeScript 3,817 Go 3,788 React 3,522 Terraform 3,277 JavaScript 3,180 Go-to-market 2,834 REST APIs 2,668 Jira 2,632 Test automation 2,565 PostgreSQL 2,450 C 2,445 Generative AI 2,406 Product strategy 2,395 Incident response 2,366 Microservices 2,359 Positioning & messaging 2,163 Bash 2,161 Excel 2,041 Embedded systems 1,893 GitHub 1,848 Node.js 1,814 Stakeholder management 1,771 Rust 1,714 PyTorch 1,687 Kafka 1,685 CRM 1,618 Product marketing 1,617 IAM 1,570 CompTIA certifications 1,564 Spark 1,562 C# 1,561 Scrum 1,555 Computer vision 1,548 Cryptography 1,498 Firmware 1,482 GitLab 1,462 Ansible 1,453 Market research 1,452 Data modeling 1,429 Android 1,427 Deep learning 1,360 Jenkins 1,324 PRDs 1,320 iOS 1,310 RAG 1,305 Data warehousing 1,288 Design systems 1,263 PMP 1,259 NoSQL 1,233 Confluence 1,232 ETL 1,217 OpenAI API 1,196 NIST 1,184 Vulnerability management 1,169 Google Workspace 1,165 Firewalls 1,161 Salesforce 1,152 HTML 1,126 Competitive analysis 1,078 Databricks 1,071 Grafana 1,071 TCP/IP 1,065 Snowflake 1,061 CSS 1,054 Tableau 1,043 DNS / DHCP 1,004 Kotlin 1,003 PowerShell 983 Power BI 975 Angular 971 Prototyping 959 Figma 958 CISSP 954 MLOps 947 TensorFlow 929 Scala 915 User stories 898 Prometheus 888 GitHub Actions 871 Brand marketing 865 Web accessibility (WCAG) 861 SAP 861 A/B testing 859 R 848 NLP 840 Active Directory 838 Prompt engineering 828 Airflow 808 Spring Boot 806 User research 799 Zero Trust 793 Pricing strategy 785 Redis 784 Demand generation 777 MySQL 774 Sales enablement 768 Elasticsearch 764 Oracle 763 RTOS 758 Reinforcement learning 752 Unix 750 GraphQL 723 SSO / SAML 720 OAuth 713 Routing & switching 710 SOC 2 704 Vector databases 695 MongoDB 688 VPN 686 Splunk 685 ServiceNow 679 Datadog 663 SQL Server 658 Cisco 654 ITIL 648 SEO 632 .NET 628 SIEM 627 CUDA 623 Helm 621 Microsoft 365 618 BigQuery 613 JUnit 610 VMware 609 CCNA / CCNP 604 Serverless 593 Technical writing 589 HIPAA 587 Threat modeling 585 gRPC 581 Microsoft Project 579 CloudFormation 577 Ruby 569 Next.js 568 LangChain 555 FedRAMP 543 MATLAB 541 dbt 541 SAFe 531 Budget management 531 Marketing automation 530 Product analytics 530 Content strategy 529 Adobe Creative Cloud 518 Email marketing 517 Jetpack Compose 516 Penetration testing 505 SharePoint 500 ISO 27001 485 GIAC certifications 482 CMS 481 scikit-learn 479 pandas 470 Argo CD 462 macOS 444 EDR 443 Windows Server 437 Looker 434 HubSpot 421 Vue.js 414 DynamoDB 406 ELK Stack 406 Event marketing 405 FastAPI 400 Typography 400 OpenTelemetry 394 Chef / Puppet 388 Six Sigma 387 FPGA 375 Google Analytics 369 Photoshop 361 Hadoop 349 Load testing 346 React Native 345 Okta 339 SAST / DAST 337 Paid social 336 Video editing 333 OpenShift 332 Account-based marketing 330 Django 329 NumPy 328 Illustrator 324 Service mesh 322 Redshift 312 Flink 302 Intune / SCCM 302 Blockchain 302 CISM 294 OWASP 289 SD-WAN 286 Kanban 286 Hugging Face 283 Wireframing 278 RabbitMQ 274 GRC 271 Motion graphics 269 Juniper 267 Perl 260 OKRs 259 Swift 258 Selenium 255 Playwright 253 Ruby on Rails 252 ClickHouse 252 Smartsheet 240 Content marketing 238 WebSockets 233 Power Platform 232 Unreal Engine 229 Wireshark 222 Google Ads 221 PPC 219 Flask 218 Pulumi 216 Cassandra 213 SageMaker 206 Information architecture 201 Copywriting 199 PCI DSS 198 After Effects 198 Canva 195 Asana 192 Marketo 192 SOAR 191 Redux 189 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Premiere Pro 168 NetSuite 168 Cypress 166 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 153 PHP 152 Kinesis 151 Jamf 151 OSCP 149 Hive 147 Influencer marketing 146 Zapier 143 Workday 140 Postman 137 SEM 137 pytest 134 Zendesk 132 Jest 129 Shopify 125 WordPress 121 Amplitude 118 New Relic 118 Conversion rate optimization 118 jQuery 112 monday.com 107 Verilog / VHDL 106 Cucumber 105 Neo4j 103 Meta Ads 101 Jupyter 100 SwiftUI 98 XGBoost 97 CapCut 96 SEO tools 95 Fivetran 93 Unity 93 SAS 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 87 WebGL 86 NestJS 86 Social media tools 83 VBA 81 Sketch 80 Keras 79 HashiCorp Vault 78 Blender 77 Vite 75 PCB design 75 Airtable 74 D3.js 73 Informatica 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Webflow 66 Adobe Analytics 65 Flutter 64 Firebase 64 Three.js 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 56 Citrix 55 Elixir 53 Storybook 52 Qlik 52 Klaviyo 48 Miro 46 DaVinci Resolve 46 Maya 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 42 Objective-C 41 Sass 40 Markdown 37 Adobe XD 34 Express.js 32 Xcode 31 Alteryx 31 TestRail 30 Haskell 29 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 26 Retool 24 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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