States
Alabama 449 Alaska 44 Arizona 618 Arkansas 437 California 15,299 Colorado 1,532 Connecticut 340 Delaware 128 District of Columbia 1,292 Florida 1,263 Georgia 1,058 Hawaii 135 Idaho 174 Illinois 1,816 Indiana 305 Iowa 281 Kansas 119 Kentucky 159 Louisiana 109 Maine 77 Maryland 1,644 Massachusetts 2,280 Michigan 686 Minnesota 397 Mississippi 95 Missouri 454 Montana 47 Nebraska 181 Nevada 202 New Hampshire 107 New Jersey 798 New Mexico 159 New York 6,667 North Carolina 1,158 North Dakota 75 Ohio 687 Oklahoma 189 Oregon 345 Pennsylvania 886 Rhode Island 91 South Carolina 199 South Dakota 59 Tennessee 282 Texas 3,588 Utah 460 Vermont 72 Virginia 3,679 Washington 2,736 West Virginia 75 Wisconsin 325 Wyoming 63
Cities
San Francisco Bay Area, CA 10,417 New York, NY 5,599 Washington, DC 3,598 Seattle, WA 2,117 Los Angeles, CA 2,044 Boston, MA 1,349 Austin, TX 1,178 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,034 Denver, CO 790 Atlanta, GA 681 Raleigh–Durham, NC 474 San Diego, CA 422 Phoenix, AZ 348 Charlotte, NC 327 Houston, TX 253 Pittsburgh, PA 223 Miami, FL 210 Philadelphia, PA 171 Salt Lake City, UT 163 Detroit, MI 142 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,220 Product Manager 3,278 Engineering Manager 2,098 Project Manager 1,912 Program Manager 1,910 Data Scientist 1,567 Machine Learning Engineer 1,506 Security Engineer 1,427 Marketing Manager 1,342 Full Stack Developer 1,192 AI Engineer 1,065 DevOps Engineer 1,057 Data Engineer 901 IT Support Specialist 856 Cybersecurity Analyst 827 Backend Developer 791 Systems Administrator 762 Site Reliability Engineer 717 Graphic Designer 694 Data Analyst 640 Product Marketing Manager 605 Mobile Developer 594 Network Engineer 567 Business Analyst 543 Product Designer 524 Content Writer 518 QA Engineer 490 Growth Marketing Manager 350 Frontend Developer 334 Cloud Engineer 302 UX Designer 244 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 183 Marketing Analyst 174 Community Manager 169 Video Editor 104 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 70 Influencer Marketing Manager 67 BI Developer 60 Art Director 51 Web Developer 50 Copywriter 48 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,778 Machine learning 9,042 Product roadmapping 8,516 AWS 8,213 CI/CD 7,554 SQL 6,177 Kubernetes 6,097 LLMs 5,691 AI agents 5,286 C++ 5,117 Linux 5,055 Java 4,995 Azure 4,844 Distributed systems 4,703 Agile 4,602 Docker 4,260 Google Cloud 4,070 Git 4,061 TypeScript 3,886 Go 3,824 React 3,550 Terraform 3,318 JavaScript 3,288 Go-to-market 2,822 REST APIs 2,734 Jira 2,668 Test automation 2,621 PostgreSQL 2,462 Generative AI 2,439 C 2,434 Product strategy 2,393 Microservices 2,379 Incident response 2,359 Bash 2,226 Positioning & messaging 2,148 Excel 2,035 GitHub 1,872 Embedded systems 1,863 Node.js 1,840 Rust 1,754 Stakeholder management 1,715 PyTorch 1,712 Kafka 1,699 CRM 1,610 IAM 1,609 CompTIA certifications 1,608 Product marketing 1,602 C# 1,589 Scrum 1,582 Spark 1,571 Computer vision 1,564 Cryptography 1,504 Ansible 1,495 Firmware 1,472 GitLab 1,466 Android 1,458 Market research 1,426 Data modeling 1,422 Jenkins 1,388 Deep learning 1,361 PRDs 1,351 iOS 1,326 RAG 1,314 Data warehousing 1,308 Design systems 1,268 Confluence 1,263 PMP 1,254 NoSQL 1,238 OpenAI API 1,218 ETL 1,214 NIST 1,180 Google Workspace 1,178 Vulnerability management 1,165 Firewalls 1,163 Salesforce 1,159 HTML 1,140 Grafana 1,114 CSS 1,073 Competitive analysis 1,068 Snowflake 1,061 TCP/IP 1,060 Databricks 1,059 Tableau 1,049 Kotlin 1,031 DNS / DHCP 1,025 PowerShell 990 Angular 974 Power BI 971 Prototyping 969 CISSP 964 Figma 959 User stories 951 MLOps 942 TensorFlow 937 Scala 933 Prometheus 920 GitHub Actions 880 Brand marketing 874 SAP 871 A/B testing 851 Active Directory 850 R 848 Spring Boot 848 Web accessibility (WCAG) 829 NLP 826 Prompt engineering 823 MySQL 817 Airflow 816 Zero Trust 807 Pricing strategy 800 Redis 793 Elasticsearch 786 Oracle 784 User research 781 Demand generation 775 Reinforcement learning 767 RTOS 760 Unix 759 Sales enablement 752 SSO / SAML 748 OAuth 740 Splunk 730 Routing & switching 715 GraphQL 710 ServiceNow 707 SOC 2 704 VPN 697 MongoDB 687 Vector databases 680 Datadog 679 SQL Server 656 ITIL 655 BigQuery 650 JUnit 645 Cisco 638 CUDA 630 Helm 629 SIEM 625 SEO 624 .NET 623 VMware 621 Microsoft 365 617 CCNA / CCNP 608 HIPAA 608 Technical writing 598 Serverless 593 gRPC 588 Threat modeling 584 CloudFormation 579 Ruby 578 Microsoft Project 566 Next.js 563 LangChain 551 MATLAB 546 Budget management 542 dbt 539 Adobe Creative Cloud 534 Product analytics 534 FedRAMP 530 Marketing automation 530 Content strategy 526 Email marketing 523 SAFe 520 Jetpack Compose 516 SharePoint 508 Penetration testing 506 ISO 27001 492 GIAC certifications 484 scikit-learn 482 pandas 479 Argo CD 472 CMS 469 EDR 443 macOS 440 Windows Server 436 Looker 433 DynamoDB 421 HubSpot 419 Six Sigma 415 ELK Stack 412 Typography 411 Vue.js 410 OpenTelemetry 397 Event marketing 394 FastAPI 391 Chef / Puppet 380 FPGA 375 Hadoop 372 Google Analytics 370 Photoshop 370 Okta 367 Load testing 364 React Native 362 Video editing 358 OpenShift 340 Paid social 340 Service mesh 334 NumPy 331 SAST / DAST 331 Illustrator 331 Account-based marketing 331 Django 326 Redshift 322 Intune / SCCM 316 Flink 313 CISM 303 Kanban 299 Blockchain 295 Wireframing 293 SD-WAN 287 OWASP 284 GRC 282 Hugging Face 281 Motion graphics 279 RabbitMQ 272 Swift 267 Selenium 267 Ruby on Rails 264 Perl 261 Juniper 256 ClickHouse 252 Playwright 251 OKRs 249 Power Platform 249 Content marketing 236 Smartsheet 235 WebSockets 234 Cassandra 233 Unreal Engine 230 Google Ads 222 Wireshark 221 Pulumi 219 Flask 214 PPC 213 After Effects 207 Information architecture 202 PCI DSS 201 Copywriting 201 Canva 200 SageMaker 199 Redux 193 SOAR 191 Asana 190 Marketo 188 Premiere Pro 186 Vertex AI 181 Notion 178 Tailwind CSS 176 InDesign 175 Presto / Trino 172 NetSuite 169 Cypress 166 Hive 162 Kinesis 158 Jamf 155 Cloudflare 154 Salesforce Marketing Cloud 151 Workday 148 Postman 146 Influencer marketing 146 PHP 145 pytest 142 Zapier 140 Jest 138 OSCP 135 Zendesk 130 monday.com 130 Shopify 127 SEM 126 New Relic 122 WordPress 122 Amplitude 121 Conversion rate optimization 121 jQuery 120 Cucumber 110 Verilog / VHDL 106 Neo4j 104 Meta Ads 103 Jupyter 102 Unity 102 XGBoost 100 CapCut 100 SwiftUI 99 SAS 96 Braze 96 Fivetran 94 WebGL 91 NestJS 91 Programmatic advertising 90 SEO tools 89 VBA 87 Sketch 84 Google Search Console 84 Nginx 82 HashiCorp Vault 81 Social media tools 81 Blender 80 Airtable 78 Informatica 76 Keras 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Vite 67 Mixpanel 66 Flutter 65 Adobe Analytics 64 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 55 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 49 Klaviyo 49 Maya 48 Objective-C 47 Appium 47 UIKit 46 Cinema 4D 42 Lua 41 Sass 38 Markdown 35 Adobe XD 33 Express.js 32 Xcode 32 Haskell 30 Dart 29 Trello 29 Alteryx 28 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 20 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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