States
Alabama 440 Alaska 44 Arizona 633 Arkansas 436 California 15,364 Colorado 1,520 Connecticut 339 Delaware 132 District of Columbia 1,299 Florida 1,282 Georgia 1,075 Hawaii 135 Idaho 178 Illinois 1,841 Indiana 308 Iowa 278 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,631 Massachusetts 2,275 Michigan 696 Minnesota 401 Mississippi 97 Missouri 464 Montana 51 Nebraska 185 Nevada 200 New Hampshire 109 New Jersey 802 New Mexico 160 New York 6,696 North Carolina 1,176 North Dakota 75 Ohio 691 Oklahoma 190 Oregon 345 Pennsylvania 884 Rhode Island 93 South Carolina 204 South Dakota 62 Tennessee 287 Texas 3,612 Utah 461 Vermont 73 Virginia 3,680 Washington 2,756 West Virginia 78 Wisconsin 334 Wyoming 62
Cities
San Francisco Bay Area, CA 10,441 New York, NY 5,617 Washington, DC 3,596 Seattle, WA 2,133 Los Angeles, CA 2,072 Boston, MA 1,347 Austin, TX 1,184 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,038 Denver, CO 792 Atlanta, GA 691 Raleigh–Durham, NC 477 San Diego, CA 429 Phoenix, AZ 352 Charlotte, NC 334 Houston, TX 254 Pittsburgh, PA 227 Miami, FL 213 Philadelphia, PA 166 Salt Lake City, UT 161 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,214 Product Manager 3,281 Engineering Manager 2,098 Project Manager 1,913 Program Manager 1,902 Data Scientist 1,561 Machine Learning Engineer 1,507 Security Engineer 1,435 Marketing Manager 1,344 Full Stack Developer 1,207 AI Engineer 1,068 DevOps Engineer 1,059 Data Engineer 899 IT Support Specialist 850 Cybersecurity Analyst 843 Backend Developer 800 Systems Administrator 776 Site Reliability Engineer 723 Graphic Designer 693 Data Analyst 644 Product Marketing Manager 612 Mobile Developer 593 Network Engineer 564 Business Analyst 544 Product Designer 529 Content Writer 514 QA Engineer 497 Growth Marketing Manager 347 Frontend Developer 332 Cloud Engineer 299 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 209 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 174 Community Manager 172 Video Editor 103 Brand Manager 91 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 66 Influencer Marketing Manager 65 BI Developer 61 Web Developer 51 Art Director 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,821 Machine learning 9,041 Product roadmapping 8,516 AWS 8,211 CI/CD 7,558 SQL 6,185 Kubernetes 6,106 LLMs 5,723 AI agents 5,325 C++ 5,119 Linux 5,066 Java 5,000 Azure 4,851 Distributed systems 4,725 Agile 4,563 Docker 4,259 Google Cloud 4,091 Git 4,046 TypeScript 3,891 Go 3,829 React 3,575 Terraform 3,326 JavaScript 3,298 Go-to-market 2,831 REST APIs 2,745 Jira 2,661 Test automation 2,615 PostgreSQL 2,463 C 2,442 Generative AI 2,438 Incident response 2,385 Product strategy 2,384 Microservices 2,381 Bash 2,230 Positioning & messaging 2,146 Excel 2,032 GitHub 1,883 Embedded systems 1,861 Node.js 1,839 Rust 1,756 PyTorch 1,712 Kafka 1,706 Stakeholder management 1,703 IAM 1,621 CompTIA certifications 1,619 CRM 1,613 Product marketing 1,606 C# 1,591 Spark 1,570 Scrum 1,566 Computer vision 1,552 Cryptography 1,504 Ansible 1,491 GitLab 1,471 Firmware 1,471 Android 1,464 Market research 1,431 Data modeling 1,411 Jenkins 1,387 Deep learning 1,371 PRDs 1,354 iOS 1,334 RAG 1,322 Data warehousing 1,309 Design systems 1,281 Confluence 1,259 PMP 1,259 NoSQL 1,238 ETL 1,223 OpenAI API 1,222 NIST 1,181 Vulnerability management 1,170 Firewalls 1,163 Google Workspace 1,161 Salesforce 1,150 HTML 1,138 Grafana 1,121 Competitive analysis 1,078 CSS 1,075 Snowflake 1,070 Databricks 1,061 TCP/IP 1,061 Tableau 1,055 Kotlin 1,035 DNS / DHCP 1,035 PowerShell 998 Power BI 983 Prototyping 969 Angular 966 CISSP 962 Figma 959 User stories 951 MLOps 934 Prometheus 930 Scala 927 TensorFlow 924 GitHub Actions 897 SAP 886 Brand marketing 882 A/B testing 864 Active Directory 849 Spring Boot 839 R 833 MySQL 825 NLP 825 Prompt engineering 825 Web accessibility (WCAG) 822 Airflow 813 Pricing strategy 810 Zero Trust 805 Redis 795 Elasticsearch 788 User research 778 Oracle 776 Demand generation 775 Reinforcement learning 770 Unix 768 RTOS 757 Sales enablement 757 SSO / SAML 754 OAuth 750 Splunk 725 Routing & switching 715 SOC 2 710 GraphQL 708 ServiceNow 704 VPN 687 MongoDB 685 Vector databases 680 Datadog 679 ITIL 655 SQL Server 654 BigQuery 647 JUnit 641 Cisco 639 Helm 637 CUDA 630 SIEM 627 VMware 624 SEO 624 .NET 623 Microsoft 365 616 HIPAA 608 CCNA / CCNP 604 Technical writing 600 Serverless 594 gRPC 592 Threat modeling 589 CloudFormation 576 Microsoft Project 574 Ruby 570 Next.js 563 LangChain 560 MATLAB 550 Budget management 543 Product analytics 542 Adobe Creative Cloud 537 dbt 535 FedRAMP 533 Marketing automation 532 Content strategy 525 Email marketing 524 Jetpack Compose 517 SAFe 517 SharePoint 516 Penetration testing 512 ISO 27001 495 GIAC certifications 486 pandas 479 scikit-learn 475 Argo CD 470 CMS 467 macOS 447 EDR 443 Windows Server 437 Looker 431 HubSpot 422 Six Sigma 420 Vue.js 418 DynamoDB 415 ELK Stack 410 Typography 406 OpenTelemetry 398 FastAPI 397 Event marketing 395 Chef / Puppet 382 FPGA 373 Photoshop 371 Hadoop 370 Google Analytics 369 React Native 366 Okta 366 Video editing 364 Load testing 362 Paid social 342 OpenShift 341 Illustrator 334 Service mesh 332 NumPy 331 SAST / DAST 331 Django 329 Account-based marketing 329 Redshift 315 Intune / SCCM 315 Flink 313 CISM 301 Blockchain 294 Kanban 293 OWASP 291 Wireframing 291 Hugging Face 286 SD-WAN 285 GRC 283 Motion graphics 279 RabbitMQ 272 Swift 268 Selenium 263 Perl 261 Ruby on Rails 261 Juniper 261 ClickHouse 258 Playwright 251 Power Platform 249 Smartsheet 245 OKRs 245 Content marketing 241 WebSockets 234 Cassandra 230 Unreal Engine 230 Pulumi 222 Google Ads 222 Flask 220 Wireshark 218 PPC 215 After Effects 210 Information architecture 206 PCI DSS 204 Canva 202 SageMaker 200 Copywriting 199 Redux 194 SOAR 190 Premiere Pro 189 Asana 188 Marketo 187 Vertex AI 184 Tailwind CSS 177 InDesign 174 Notion 174 Presto / Trino 172 NetSuite 171 Cypress 164 Hive 161 Cloudflare 159 Salesforce Marketing Cloud 155 Kinesis 154 Jamf 154 Postman 150 pytest 147 Influencer marketing 146 Workday 146 PHP 144 Jest 139 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 Amplitude 120 New Relic 120 Conversion rate optimization 120 jQuery 118 Cucumber 110 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 SwiftUI 102 Neo4j 102 XGBoost 102 CapCut 100 SAS 98 Braze 98 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Blender 79 Informatica 77 Keras 77 Airtable 77 D3.js 73 Looker Studio 73 PCB design 72 Vite 71 Firebase 71 Final Cut Pro 70 Three.js 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 67 Mixpanel 65 Adobe Analytics 64 Webpack 61 Svelte 58 Iterable 56 Google Tag Manager 56 Qlik 55 Citrix 54 DaVinci Resolve 54 Elixir 51 Storybook 51 Miro 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 42 Cinema 4D 42 Lua 41 Sass 38 Markdown 34 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 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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