States
Alabama 431 Alaska 32 Arizona 638 Arkansas 422 California 15,667 Colorado 1,532 Connecticut 331 Delaware 126 District of Columbia 1,325 Florida 1,295 Georgia 1,081 Hawaii 130 Idaho 172 Illinois 1,856 Indiana 291 Iowa 262 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,651 Massachusetts 2,282 Michigan 674 Minnesota 393 Mississippi 84 Missouri 454 Montana 48 Nebraska 178 Nevada 185 New Hampshire 104 New Jersey 774 New Mexico 150 New York 6,773 North Carolina 1,162 North Dakota 61 Ohio 672 Oklahoma 171 Oregon 355 Pennsylvania 863 Rhode Island 81 South Carolina 189 South Dakota 50 Tennessee 278 Texas 3,705 Utah 452 Vermont 61 Virginia 3,698 Washington 2,776 West Virginia 63 Wisconsin 314 Wyoming 48
Cities
San Francisco Bay Area, CA 10,661 New York, NY 5,678 Washington, DC 3,637 Seattle, WA 2,160 Los Angeles, CA 2,088 Boston, MA 1,346 Austin, TX 1,224 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,077 Denver, CO 787 Atlanta, GA 709 Raleigh–Durham, NC 479 San Diego, CA 423 Phoenix, AZ 365 Charlotte, NC 337 Houston, TX 256 Pittsburgh, PA 229 Miami, FL 221 Salt Lake City, UT 169 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 127 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,288 Product Manager 3,340 Engineering Manager 2,117 Program Manager 1,955 Project Manager 1,928 Data Scientist 1,548 Machine Learning Engineer 1,513 Security Engineer 1,459 Marketing Manager 1,384 Full Stack Developer 1,200 AI Engineer 1,083 DevOps Engineer 1,070 Data Engineer 897 Cybersecurity Analyst 865 IT Support Specialist 864 Backend Developer 789 Systems Administrator 769 Site Reliability Engineer 735 Graphic Designer 718 Data Analyst 641 Product Marketing Manager 629 Mobile Developer 597 Network Engineer 573 Business Analyst 543 Product Designer 540 Content Writer 521 QA Engineer 486 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 305 UX Designer 244 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 172 Video Editor 106 Creative Director 96 Brand Manager 94 SEO Specialist 82 Content Creator 78 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,923 Machine learning 9,097 Product roadmapping 8,654 AWS 8,193 CI/CD 7,659 SQL 6,190 Kubernetes 6,157 LLMs 5,776 AI agents 5,420 Linux 5,163 C++ 5,162 Java 5,045 Azure 4,891 Distributed systems 4,799 Agile 4,587 Docker 4,287 Google Cloud 4,082 Git 4,069 Go 3,924 TypeScript 3,910 React 3,573 Terraform 3,348 JavaScript 3,302 Go-to-market 2,940 REST APIs 2,753 Jira 2,715 Test automation 2,656 PostgreSQL 2,458 C 2,456 Incident response 2,435 Generative AI 2,423 Product strategy 2,407 Microservices 2,394 Bash 2,283 Positioning & messaging 2,195 Excel 2,064 GitHub 1,896 Embedded systems 1,878 Node.js 1,853 Rust 1,801 PyTorch 1,739 Kafka 1,728 Stakeholder management 1,724 CRM 1,653 IAM 1,650 Product marketing 1,634 CompTIA certifications 1,609 C# 1,607 Computer vision 1,588 Scrum 1,568 Spark 1,562 Ansible 1,558 Cryptography 1,553 Firmware 1,525 GitLab 1,498 Android 1,464 Market research 1,451 Data modeling 1,415 Jenkins 1,407 Deep learning 1,365 PRDs 1,352 iOS 1,344 RAG 1,338 Data warehousing 1,316 PMP 1,295 Confluence 1,291 Design systems 1,276 NoSQL 1,253 OpenAI API 1,246 NIST 1,217 ETL 1,205 Firewalls 1,200 Vulnerability management 1,198 Salesforce 1,184 Google Workspace 1,155 Grafana 1,140 HTML 1,123 TCP/IP 1,091 Competitive analysis 1,091 Databricks 1,076 Snowflake 1,073 DNS / DHCP 1,072 Tableau 1,063 CSS 1,047 Kotlin 1,041 PowerShell 1,022 Power BI 991 Angular 985 CISSP 976 Prototyping 972 Scala 967 Figma 966 User stories 964 Prometheus 949 MLOps 920 TensorFlow 916 Brand marketing 899 GitHub Actions 894 SAP 876 Active Directory 868 A/B testing 863 Pricing strategy 838 Prompt engineering 818 MySQL 817 Web accessibility (WCAG) 816 Spring Boot 812 Zero Trust 811 R 805 Airflow 799 Reinforcement learning 795 NLP 794 Elasticsearch 784 Oracle 782 Redis 779 Unix 779 User research 774 OAuth 773 Sales enablement 770 Demand generation 768 RTOS 764 SSO / SAML 754 Splunk 748 Routing & switching 735 SOC 2 722 ServiceNow 714 VPN 707 GraphQL 702 Datadog 697 MongoDB 685 SQL Server 679 Cisco 673 Vector databases 664 CUDA 654 JUnit 651 ITIL 647 BigQuery 646 .NET 640 Helm 640 Microsoft 365 638 SIEM 634 Threat modeling 628 VMware 624 SEO 624 CCNA / CCNP 620 Technical writing 617 HIPAA 611 Serverless 602 gRPC 594 CloudFormation 580 Ruby 579 Microsoft Project 570 Next.js 565 Budget management 559 LangChain 553 Adobe Creative Cloud 552 Marketing automation 551 FedRAMP 547 MATLAB 544 SAFe 534 Product analytics 533 dbt 532 SharePoint 527 Penetration testing 526 Content strategy 521 Jetpack Compose 519 Email marketing 507 ISO 27001 504 GIAC certifications 490 Argo CD 484 pandas 470 CMS 459 scikit-learn 458 macOS 457 EDR 447 Windows Server 444 HubSpot 436 Six Sigma 429 OpenTelemetry 425 Vue.js 415 ELK Stack 415 Typography 412 DynamoDB 408 Chef / Puppet 407 FastAPI 404 Looker 404 Event marketing 392 Okta 381 Google Analytics 377 Photoshop 369 Load testing 366 FPGA 366 Video editing 365 React Native 364 Hadoop 364 SAST / DAST 338 Paid social 338 OpenShift 335 Account-based marketing 334 Illustrator 331 Flink 330 NumPy 329 Service mesh 322 Redshift 321 Intune / SCCM 320 Django 317 CISM 307 SD-WAN 300 OWASP 300 Blockchain 297 GRC 293 Kanban 293 RabbitMQ 282 Motion graphics 282 Hugging Face 280 Wireframing 280 Swift 271 Juniper 269 ClickHouse 268 Perl 264 Selenium 264 Ruby on Rails 261 OKRs 261 Playwright 251 Power Platform 247 Smartsheet 246 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Wireshark 228 Cassandra 227 Google Ads 227 PPC 222 Information architecture 210 PCI DSS 207 After Effects 207 Copywriting 205 Canva 204 SOAR 203 Flask 202 Marketo 196 Redux 194 SageMaker 193 Premiere Pro 192 Asana 191 Vertex AI 180 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 169 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 160 Salesforce Marketing Cloud 153 Kinesis 152 Postman 151 Influencer marketing 146 Zapier 146 pytest 145 Workday 144 OSCP 139 PHP 138 Jest 137 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 118 New Relic 117 Conversion rate optimization 115 jQuery 114 Cucumber 112 Verilog / VHDL 108 Meta Ads 107 Jupyter 103 Unity 103 CapCut 101 Braze 101 SwiftUI 100 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 91 SAS 89 Google Search Console 87 Fivetran 86 Programmatic advertising 86 Nginx 84 VBA 81 Keras 81 HashiCorp Vault 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Vite 73 Firebase 72 Looker Studio 72 LinkedIn Ads 71 Affiliate marketing 71 D3.js 70 Final Cut Pro 70 Mixpanel 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 64 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 31 Adobe XD 31 Dart 30 Alteryx 30 Trello 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 23 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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