States
Alabama 446 Alaska 44 Arizona 641 Arkansas 435 California 15,418 Colorado 1,545 Connecticut 343 Delaware 136 District of Columbia 1,317 Florida 1,281 Georgia 1,080 Hawaii 139 Idaho 177 Illinois 1,850 Indiana 308 Iowa 278 Kansas 118 Kentucky 161 Louisiana 113 Maine 83 Maryland 1,646 Massachusetts 2,274 Michigan 695 Minnesota 409 Mississippi 96 Missouri 483 Montana 49 Nebraska 187 Nevada 201 New Hampshire 112 New Jersey 816 New Mexico 164 New York 6,708 North Carolina 1,184 North Dakota 73 Ohio 689 Oklahoma 188 Oregon 356 Pennsylvania 882 Rhode Island 96 South Carolina 202 South Dakota 61 Tennessee 286 Texas 3,665 Utah 460 Vermont 72 Virginia 3,678 Washington 2,770 West Virginia 77 Wisconsin 338 Wyoming 61
Cities
San Francisco Bay Area, CA 10,469 New York, NY 5,620 Washington, DC 3,610 Seattle, WA 2,148 Los Angeles, CA 2,071 Boston, MA 1,342 Austin, TX 1,198 Chicago, IL 1,159 Dallas–Fort Worth, TX 1,067 Denver, CO 796 Atlanta, GA 700 Raleigh–Durham, NC 474 San Diego, CA 426 Phoenix, AZ 357 Charlotte, NC 342 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 132 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,232 Product Manager 3,313 Engineering Manager 2,109 Project Manager 1,933 Program Manager 1,931 Data Scientist 1,555 Machine Learning Engineer 1,503 Security Engineer 1,445 Marketing Manager 1,357 Full Stack Developer 1,213 AI Engineer 1,075 DevOps Engineer 1,067 Data Engineer 890 IT Support Specialist 857 Cybersecurity Analyst 850 Backend Developer 796 Systems Administrator 775 Site Reliability Engineer 728 Graphic Designer 696 Data Analyst 647 Product Marketing Manager 629 Mobile Developer 594 Network Engineer 569 Business Analyst 551 Product Designer 534 Content Writer 517 QA Engineer 502 Growth Marketing Manager 344 Frontend Developer 337 Cloud Engineer 303 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 199 Digital Marketing Specialist 182 Marketing Analyst 173 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 89 SEO Specialist 80 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,862 Machine learning 9,053 Product roadmapping 8,582 AWS 8,214 CI/CD 7,594 SQL 6,200 Kubernetes 6,116 LLMs 5,743 AI agents 5,375 C++ 5,143 Linux 5,082 Java 5,037 Azure 4,865 Distributed systems 4,740 Agile 4,588 Docker 4,258 Google Cloud 4,090 Git 4,060 TypeScript 3,904 Go 3,859 React 3,593 Terraform 3,327 JavaScript 3,316 Go-to-market 2,875 REST APIs 2,758 Jira 2,679 Test automation 2,630 PostgreSQL 2,466 C 2,448 Generative AI 2,436 Incident response 2,410 Product strategy 2,407 Microservices 2,378 Bash 2,231 Positioning & messaging 2,160 Excel 2,041 GitHub 1,900 Embedded systems 1,865 Node.js 1,859 Rust 1,759 Stakeholder management 1,718 PyTorch 1,716 Kafka 1,705 IAM 1,636 Product marketing 1,626 CRM 1,625 CompTIA certifications 1,618 C# 1,606 Computer vision 1,570 Spark 1,568 Scrum 1,568 Cryptography 1,515 Ansible 1,500 GitLab 1,485 Firmware 1,481 Android 1,462 Market research 1,439 Data modeling 1,411 Jenkins 1,386 Deep learning 1,379 PRDs 1,358 iOS 1,335 RAG 1,332 Data warehousing 1,306 PMP 1,290 Design systems 1,285 Confluence 1,268 NoSQL 1,234 OpenAI API 1,227 ETL 1,225 NIST 1,198 Vulnerability management 1,185 Firewalls 1,175 Google Workspace 1,160 Salesforce 1,160 HTML 1,144 Grafana 1,121 Competitive analysis 1,092 CSS 1,079 Snowflake 1,075 TCP/IP 1,069 Databricks 1,065 DNS / DHCP 1,053 Tableau 1,052 Kotlin 1,038 PowerShell 1,004 Power BI 980 Angular 979 Prototyping 978 CISSP 974 User stories 968 Figma 960 Scala 934 MLOps 933 Prometheus 933 TensorFlow 918 GitHub Actions 893 SAP 891 Brand marketing 887 A/B testing 863 Active Directory 860 Spring Boot 831 MySQL 825 R 824 NLP 824 Prompt engineering 824 Web accessibility (WCAG) 822 Pricing strategy 819 Airflow 811 Zero Trust 803 Oracle 794 Redis 792 Elasticsearch 786 User research 780 Demand generation 774 Reinforcement learning 768 Unix 767 Sales enablement 756 SSO / SAML 755 OAuth 754 RTOS 751 Splunk 727 Routing & switching 721 SOC 2 712 GraphQL 706 ServiceNow 705 VPN 690 MongoDB 687 Datadog 682 Vector databases 677 SQL Server 666 BigQuery 655 ITIL 653 Cisco 646 JUnit 641 CUDA 638 Helm 637 SIEM 633 .NET 631 VMware 628 SEO 623 Microsoft 365 615 HIPAA 615 CCNA / CCNP 612 Technical writing 605 Threat modeling 597 Serverless 593 gRPC 589 Microsoft Project 579 Ruby 577 CloudFormation 577 Next.js 569 LangChain 559 MATLAB 552 Budget management 546 Marketing automation 543 Adobe Creative Cloud 539 Product analytics 539 dbt 535 FedRAMP 533 SAFe 527 Content strategy 525 Email marketing 521 Jetpack Compose 519 SharePoint 519 Penetration testing 517 ISO 27001 497 GIAC certifications 495 pandas 479 Argo CD 475 scikit-learn 471 CMS 467 macOS 446 EDR 445 Windows Server 442 HubSpot 431 Six Sigma 426 Looker 425 Vue.js 424 ELK Stack 413 DynamoDB 410 Typography 408 FastAPI 400 OpenTelemetry 399 Event marketing 397 Chef / Puppet 385 Photoshop 370 Hadoop 369 Google Analytics 369 FPGA 368 Okta 366 Video editing 365 React Native 364 Load testing 364 Paid social 342 Illustrator 336 OpenShift 334 Account-based marketing 333 SAST / DAST 332 NumPy 331 Service mesh 330 Django 329 Flink 318 Intune / SCCM 318 Redshift 309 CISM 303 OWASP 294 Wireframing 291 Blockchain 291 Kanban 290 SD-WAN 287 GRC 286 Motion graphics 283 Hugging Face 279 Swift 268 RabbitMQ 268 ClickHouse 262 Selenium 262 Ruby on Rails 260 Juniper 260 Playwright 254 OKRs 254 Perl 252 Power Platform 252 WebSockets 242 Content marketing 241 Smartsheet 239 Unreal Engine 231 Cassandra 228 Google Ads 225 Wireshark 222 Pulumi 221 Flask 215 PPC 215 After Effects 210 PCI DSS 205 Canva 204 Information architecture 203 Copywriting 202 SageMaker 196 Redux 194 SOAR 194 Marketo 194 Premiere Pro 190 Asana 188 Vertex AI 183 Tailwind CSS 178 Presto / Trino 175 NetSuite 174 InDesign 173 Notion 172 Cypress 166 Hive 160 Jamf 156 Cloudflare 155 Salesforce Marketing Cloud 154 Postman 151 Kinesis 150 pytest 149 Influencer marketing 147 Workday 147 Jest 141 Zapier 141 OSCP 139 PHP 138 Zendesk 132 monday.com 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 120 New Relic 117 jQuery 116 Cucumber 110 Jupyter 107 Meta Ads 105 SwiftUI 104 Unity 104 Verilog / VHDL 104 CapCut 100 XGBoost 99 Neo4j 98 SAS 98 Braze 96 WebGL 91 NestJS 91 Fivetran 91 VBA 89 Programmatic advertising 88 SEO tools 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 73 Firebase 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Vite 68 Three.js 68 Flutter 68 Webflow 68 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 48 Objective-C 47 Storybook 47 UIKit 47 Miro 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 SPSS 23 Framer 23 Retool 23 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 16 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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