States
Alabama 447 Alaska 45 Arizona 636 Arkansas 442 California 15,280 Colorado 1,542 Connecticut 351 Delaware 132 District of Columbia 1,295 Florida 1,271 Georgia 1,069 Hawaii 135 Idaho 184 Illinois 1,825 Indiana 313 Iowa 292 Kansas 119 Kentucky 158 Louisiana 109 Maine 82 Maryland 1,651 Massachusetts 2,273 Michigan 692 Minnesota 394 Mississippi 94 Missouri 469 Montana 48 Nebraska 181 Nevada 201 New Hampshire 108 New Jersey 816 New Mexico 159 New York 6,652 North Carolina 1,198 North Dakota 76 Ohio 681 Oklahoma 191 Oregon 345 Pennsylvania 904 Rhode Island 94 South Carolina 203 South Dakota 60 Tennessee 280 Texas 3,596 Utah 457 Vermont 73 Virginia 3,689 Washington 2,731 West Virginia 77 Wisconsin 335 Wyoming 64
Cities
San Francisco Bay Area, CA 10,403 New York, NY 5,581 Washington, DC 3,609 Seattle, WA 2,118 Los Angeles, CA 2,018 Boston, MA 1,355 Austin, TX 1,181 Chicago, IL 1,132 Dallas–Fort Worth, TX 1,039 Denver, CO 794 Atlanta, GA 688 Raleigh–Durham, NC 484 San Diego, CA 431 Phoenix, AZ 363 Charlotte, NC 352 Houston, TX 253 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 123 Baltimore, MD 106 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,257 Product Manager 3,301 Engineering Manager 2,112 Project Manager 1,923 Program Manager 1,902 Data Scientist 1,576 Machine Learning Engineer 1,504 Security Engineer 1,422 Marketing Manager 1,366 Full Stack Developer 1,199 AI Engineer 1,063 DevOps Engineer 1,062 Data Engineer 897 IT Support Specialist 842 Cybersecurity Analyst 840 Backend Developer 800 Systems Administrator 762 Site Reliability Engineer 718 Graphic Designer 696 Data Analyst 662 Product Marketing Manager 606 Mobile Developer 593 Network Engineer 569 Business Analyst 553 Product Designer 524 Content Writer 514 QA Engineer 498 Growth Marketing Manager 347 Frontend Developer 338 Cloud Engineer 312 UX Designer 248 PPC Specialist 221 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 171 Video Editor 104 Brand Manager 96 Creative Director 85 SEO Specialist 79 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Web Developer 50 Art Director 49 Copywriter 49 Game Designer 37 Motion Designer 36 3D Artist 29 Animator 24 UI Designer 21 Web Designer 16
Skills
Python 14,827 Machine learning 9,106 Product roadmapping 8,564 AWS 8,264 CI/CD 7,595 SQL 6,211 Kubernetes 6,128 LLMs 5,686 AI agents 5,313 C++ 5,118 Linux 5,051 Java 5,033 Azure 4,877 Distributed systems 4,705 Agile 4,640 Docker 4,287 Google Cloud 4,089 Git 4,072 TypeScript 3,899 Go 3,840 React 3,564 Terraform 3,335 JavaScript 3,298 Go-to-market 2,833 REST APIs 2,755 Jira 2,687 Test automation 2,636 PostgreSQL 2,482 Generative AI 2,469 C 2,428 Product strategy 2,422 Microservices 2,401 Incident response 2,379 Bash 2,230 Positioning & messaging 2,162 Excel 2,047 GitHub 1,884 Embedded systems 1,868 Node.js 1,851 Rust 1,754 Stakeholder management 1,732 PyTorch 1,718 Kafka 1,715 IAM 1,622 CRM 1,622 Product marketing 1,614 CompTIA certifications 1,613 Scrum 1,601 C# 1,599 Spark 1,587 Computer vision 1,562 Cryptography 1,499 Ansible 1,496 GitLab 1,471 Firmware 1,466 Android 1,460 Market research 1,441 Data modeling 1,430 Jenkins 1,397 Deep learning 1,366 PRDs 1,365 iOS 1,329 RAG 1,327 Data warehousing 1,316 Design systems 1,283 Confluence 1,274 PMP 1,266 NoSQL 1,257 OpenAI API 1,211 ETL 1,210 NIST 1,192 Google Workspace 1,174 Vulnerability management 1,169 Firewalls 1,164 Salesforce 1,162 HTML 1,145 Grafana 1,120 Competitive analysis 1,085 Databricks 1,078 TCP/IP 1,078 CSS 1,077 Snowflake 1,076 Tableau 1,062 Kotlin 1,030 DNS / DHCP 1,011 PowerShell 994 Power BI 988 Angular 975 Prototyping 975 CISSP 971 User stories 970 Figma 968 TensorFlow 944 MLOps 940 Scala 937 Prometheus 924 GitHub Actions 889 SAP 887 Brand marketing 883 R 857 A/B testing 857 Spring Boot 843 Active Directory 843 NLP 835 Web accessibility (WCAG) 829 Prompt engineering 826 MySQL 818 Airflow 817 Zero Trust 811 User research 804 Pricing strategy 799 Redis 793 Oracle 791 Elasticsearch 786 Demand generation 773 Reinforcement learning 758 Unix 758 SSO / SAML 753 RTOS 753 Sales enablement 753 OAuth 745 Splunk 732 GraphQL 728 Routing & switching 716 ServiceNow 704 SOC 2 703 VPN 690 Vector databases 689 MongoDB 685 Datadog 676 SQL Server 662 BigQuery 653 ITIL 652 Cisco 644 JUnit 644 CUDA 638 Helm 638 SEO 629 .NET 627 SIEM 623 VMware 621 Microsoft 365 612 CCNA / CCNP 612 Technical writing 607 HIPAA 603 gRPC 596 Serverless 596 CloudFormation 590 Threat modeling 581 Ruby 579 Microsoft Project 576 Next.js 566 LangChain 566 MATLAB 552 Budget management 548 Product analytics 540 dbt 536 Adobe Creative Cloud 536 Content strategy 536 FedRAMP 529 Marketing automation 529 SAFe 528 Email marketing 519 Jetpack Compose 518 SharePoint 500 Penetration testing 495 scikit-learn 487 ISO 27001 485 pandas 484 CMS 480 GIAC certifications 479 Argo CD 475 EDR 450 Windows Server 439 macOS 439 Looker 437 HubSpot 425 DynamoDB 423 Six Sigma 415 Typography 414 ELK Stack 413 Vue.js 410 Event marketing 402 OpenTelemetry 400 FastAPI 398 Chef / Puppet 387 Hadoop 372 Google Analytics 370 FPGA 369 Load testing 368 Photoshop 366 Okta 365 React Native 360 Video editing 359 Paid social 343 OpenShift 340 NumPy 337 Service mesh 332 SAST / DAST 331 Account-based marketing 330 Illustrator 327 Django 323 Redshift 320 Flink 317 Intune / SCCM 307 CISM 305 Kanban 301 Blockchain 299 Wireframing 294 SD-WAN 288 Hugging Face 283 GRC 282 OWASP 281 RabbitMQ 278 Motion graphics 277 Selenium 270 Swift 269 Perl 265 Ruby on Rails 264 ClickHouse 258 Juniper 256 OKRs 254 Playwright 253 Power Platform 247 Content marketing 241 WebSockets 239 Smartsheet 239 Cassandra 236 Unreal Engine 234 Google Ads 222 Wireshark 221 Pulumi 219 Flask 218 PPC 218 Information architecture 205 Copywriting 205 After Effects 204 SageMaker 201 Canva 200 PCI DSS 199 Redux 195 SOAR 192 Asana 192 Marketo 190 Premiere Pro 184 Notion 179 InDesign 178 Tailwind CSS 177 Vertex AI 176 Cypress 171 Presto / Trino 170 NetSuite 168 Hive 161 Kinesis 157 Cloudflare 155 Jamf 154 Salesforce Marketing Cloud 152 Workday 150 Postman 148 PHP 146 Influencer marketing 145 pytest 143 Jest 140 Zapier 140 OSCP 137 Zendesk 133 monday.com 132 SEM 132 Shopify 128 WordPress 122 New Relic 121 Conversion rate optimization 121 Amplitude 119 jQuery 115 Cucumber 111 Verilog / VHDL 107 Unity 105 Neo4j 104 SwiftUI 103 Meta Ads 101 XGBoost 100 CapCut 99 Jupyter 98 Braze 97 SAS 94 Fivetran 93 NestJS 92 WebGL 90 Programmatic advertising 90 VBA 89 SEO tools 89 Nginx 86 Google Search Console 85 Social media tools 83 Sketch 82 Airtable 80 HashiCorp Vault 79 Blender 79 Informatica 78 Keras 77 D3.js 74 PCB design 73 Looker Studio 71 Vite 70 Three.js 69 Firebase 68 Webflow 68 Affiliate marketing 68 Mixpanel 67 Final Cut Pro 67 LinkedIn Ads 67 Adobe Analytics 66 Flutter 63 Webpack 60 Svelte 57 Iterable 57 Google Tag Manager 56 Qlik 55 Citrix 54 Elixir 53 Storybook 52 DaVinci Resolve 52 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 39 Adobe XD 34 Xcode 33 Markdown 33 Haskell 31 Express.js 31 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 24 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 8 Stata 4
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