States
Alabama 452 Alaska 45 Arizona 635 Arkansas 444 California 15,333 Colorado 1,547 Connecticut 348 Delaware 135 District of Columbia 1,297 Florida 1,271 Georgia 1,070 Hawaii 136 Idaho 176 Illinois 1,830 Indiana 310 Iowa 292 Kansas 120 Kentucky 160 Louisiana 109 Maine 83 Maryland 1,647 Massachusetts 2,286 Michigan 693 Minnesota 397 Mississippi 94 Missouri 472 Montana 47 Nebraska 181 Nevada 202 New Hampshire 109 New Jersey 824 New Mexico 160 New York 6,679 North Carolina 1,194 North Dakota 76 Ohio 685 Oklahoma 190 Oregon 348 Pennsylvania 910 Rhode Island 92 South Carolina 204 South Dakota 60 Tennessee 281 Texas 3,608 Utah 458 Vermont 73 Virginia 3,697 Washington 2,745 West Virginia 77 Wisconsin 334 Wyoming 64
Cities
San Francisco Bay Area, CA 10,433 New York, NY 5,600 Washington, DC 3,608 Seattle, WA 2,126 Los Angeles, CA 2,032 Boston, MA 1,368 Austin, TX 1,178 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,048 Denver, CO 795 Atlanta, GA 688 Raleigh–Durham, NC 486 San Diego, CA 432 Phoenix, AZ 362 Charlotte, NC 351 Houston, TX 250 Pittsburgh, PA 227 Miami, FL 208 Philadelphia, PA 172 Salt Lake City, UT 165 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,275 Product Manager 3,304 Engineering Manager 2,111 Project Manager 1,922 Program Manager 1,917 Data Scientist 1,582 Machine Learning Engineer 1,518 Security Engineer 1,433 Marketing Manager 1,365 Full Stack Developer 1,196 AI Engineer 1,066 DevOps Engineer 1,065 Data Engineer 906 IT Support Specialist 845 Cybersecurity Analyst 834 Backend Developer 800 Systems Administrator 767 Site Reliability Engineer 723 Graphic Designer 696 Data Analyst 659 Product Marketing Manager 605 Mobile Developer 595 Network Engineer 569 Business Analyst 551 Product Designer 528 Content Writer 521 QA Engineer 496 Growth Marketing Manager 346 Frontend Developer 339 Cloud Engineer 311 UX Designer 248 PPC Specialist 218 Email Marketing Specialist 205 Social Media Manager 202 Digital Marketing Specialist 184 Marketing Analyst 174 Community Manager 171 Video Editor 105 Brand Manager 95 Creative Director 86 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 68 BI Developer 62 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 22 Web Designer 16
Skills
Python 14,853 Machine learning 9,117 Product roadmapping 8,581 AWS 8,276 CI/CD 7,619 SQL 6,220 Kubernetes 6,135 LLMs 5,704 AI agents 5,317 C++ 5,134 Linux 5,063 Java 5,048 Azure 4,895 Distributed systems 4,708 Agile 4,648 Docker 4,284 Google Cloud 4,099 Git 4,088 TypeScript 3,899 Go 3,847 React 3,573 Terraform 3,341 JavaScript 3,306 Go-to-market 2,839 REST APIs 2,758 Jira 2,686 Test automation 2,640 PostgreSQL 2,480 Generative AI 2,474 C 2,435 Product strategy 2,434 Microservices 2,402 Incident response 2,381 Bash 2,232 Positioning & messaging 2,166 Excel 2,049 GitHub 1,888 Embedded systems 1,870 Node.js 1,851 Rust 1,756 Stakeholder management 1,739 PyTorch 1,718 Kafka 1,712 IAM 1,627 CRM 1,623 CompTIA certifications 1,618 Product marketing 1,612 C# 1,603 Scrum 1,603 Spark 1,594 Computer vision 1,567 Cryptography 1,508 Ansible 1,500 GitLab 1,483 Firmware 1,471 Android 1,462 Market research 1,446 Data modeling 1,431 Jenkins 1,407 Deep learning 1,374 PRDs 1,362 iOS 1,329 RAG 1,325 Data warehousing 1,315 Design systems 1,284 Confluence 1,273 PMP 1,265 NoSQL 1,252 ETL 1,216 OpenAI API 1,212 NIST 1,202 Vulnerability management 1,175 Google Workspace 1,172 Firewalls 1,165 Salesforce 1,160 HTML 1,152 Grafana 1,120 Competitive analysis 1,088 CSS 1,082 Databricks 1,078 Snowflake 1,074 TCP/IP 1,068 Tableau 1,062 Kotlin 1,032 DNS / DHCP 1,018 PowerShell 997 Power BI 993 Angular 982 Prototyping 982 CISSP 979 Figma 969 User stories 966 TensorFlow 948 MLOps 944 Scala 941 Prometheus 926 GitHub Actions 892 Brand marketing 885 SAP 884 R 862 A/B testing 860 Spring Boot 850 Active Directory 849 NLP 842 Web accessibility (WCAG) 837 Prompt engineering 824 MySQL 818 Airflow 818 Zero Trust 817 Pricing strategy 805 User research 800 Redis 793 Oracle 792 Elasticsearch 787 Demand generation 772 Unix 762 Reinforcement learning 758 RTOS 754 Sales enablement 754 SSO / SAML 753 OAuth 745 Splunk 733 GraphQL 723 Routing & switching 715 SOC 2 709 ServiceNow 705 VPN 693 MongoDB 690 Vector databases 685 Datadog 676 SQL Server 664 BigQuery 658 ITIL 652 Cisco 645 JUnit 644 CUDA 640 Helm 637 .NET 630 SIEM 626 SEO 625 VMware 621 Microsoft 365 619 CCNA / CCNP 613 HIPAA 604 Technical writing 604 Serverless 598 gRPC 594 CloudFormation 592 Threat modeling 588 Ruby 578 Microsoft Project 576 Next.js 565 LangChain 564 Budget management 552 MATLAB 551 Product analytics 541 Adobe Creative Cloud 539 FedRAMP 537 dbt 536 Content strategy 533 Marketing automation 529 SAFe 528 Jetpack Compose 518 Email marketing 518 SharePoint 504 Penetration testing 500 scikit-learn 490 ISO 27001 487 pandas 485 GIAC certifications 485 CMS 478 Argo CD 476 EDR 449 macOS 442 Windows Server 441 Looker 437 HubSpot 424 DynamoDB 420 ELK Stack 416 Vue.js 415 Typography 414 Six Sigma 414 OpenTelemetry 402 Event marketing 398 FastAPI 397 Chef / Puppet 387 Hadoop 376 FPGA 375 Google Analytics 370 Photoshop 369 Load testing 367 Okta 366 React Native 361 Video editing 359 OpenShift 342 Paid social 342 NumPy 335 Service mesh 333 SAST / DAST 333 Illustrator 331 Account-based marketing 330 Django 324 Redshift 321 Flink 316 Intune / SCCM 309 CISM 306 Kanban 302 Blockchain 297 Wireframing 294 SD-WAN 288 GRC 283 Hugging Face 282 OWASP 282 Motion graphics 278 RabbitMQ 277 Swift 270 Selenium 269 Ruby on Rails 264 Perl 262 ClickHouse 255 Juniper 255 OKRs 254 Playwright 253 Power Platform 249 Content marketing 240 WebSockets 238 Cassandra 237 Smartsheet 237 Unreal Engine 232 Wireshark 221 Google Ads 221 Pulumi 220 Flask 218 PPC 215 After Effects 205 Copywriting 204 Canva 202 Information architecture 202 SageMaker 199 PCI DSS 198 Redux 195 SOAR 193 Asana 192 Marketo 188 Premiere Pro 184 Vertex AI 180 Notion 180 Tailwind CSS 178 InDesign 177 Presto / Trino 172 Cypress 171 NetSuite 170 Hive 163 Kinesis 155 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 152 Workday 150 Postman 148 Influencer marketing 146 PHP 145 pytest 143 Jest 139 Zapier 139 OSCP 138 Zendesk 133 monday.com 132 SEM 128 Shopify 128 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 118 Cucumber 111 Verilog / VHDL 106 Neo4j 104 SwiftUI 103 Unity 103 Meta Ads 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 97 Braze 97 Fivetran 93 NestJS 92 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Nginx 86 Google Search Console 85 Social media tools 83 HashiCorp Vault 82 Sketch 82 Blender 79 Airtable 79 Keras 78 Informatica 76 D3.js 74 PCB design 73 Looker Studio 72 Vite 70 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 Affiliate marketing 68 Adobe Analytics 67 LinkedIn Ads 67 Mixpanel 66 Flutter 63 Webpack 61 Svelte 57 Iterable 57 Google Tag Manager 57 Qlik 56 Citrix 54 Storybook 52 DaVinci Resolve 52 Elixir 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 39 Markdown 35 Adobe XD 34 Xcode 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 AP Style 22 Retool 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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