States
Alabama 446 Alaska 44 Arizona 640 Arkansas 434 California 15,378 Colorado 1,541 Connecticut 343 Delaware 136 District of Columbia 1,317 Florida 1,283 Georgia 1,078 Hawaii 139 Idaho 177 Illinois 1,848 Indiana 305 Iowa 278 Kansas 118 Kentucky 161 Louisiana 113 Maine 83 Maryland 1,647 Massachusetts 2,274 Michigan 694 Minnesota 408 Mississippi 96 Missouri 482 Montana 49 Nebraska 187 Nevada 201 New Hampshire 112 New Jersey 815 New Mexico 164 New York 6,684 North Carolina 1,181 North Dakota 73 Ohio 689 Oklahoma 188 Oregon 351 Pennsylvania 881 Rhode Island 96 South Carolina 202 South Dakota 61 Tennessee 286 Texas 3,655 Utah 460 Vermont 72 Virginia 3,678 Washington 2,754 West Virginia 77 Wisconsin 337 Wyoming 61
Cities
San Francisco Bay Area, CA 10,439 New York, NY 5,599 Washington, DC 3,612 Seattle, WA 2,133 Los Angeles, CA 2,069 Boston, MA 1,342 Austin, TX 1,194 Chicago, IL 1,156 Dallas–Fort Worth, TX 1,065 Denver, CO 794 Atlanta, GA 698 Raleigh–Durham, NC 474 San Diego, CA 427 Phoenix, AZ 357 Charlotte, NC 342 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 131 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,221 Product Manager 3,314 Engineering Manager 2,104 Project Manager 1,931 Program Manager 1,926 Data Scientist 1,557 Machine Learning Engineer 1,502 Security Engineer 1,444 Marketing Manager 1,355 Full Stack Developer 1,211 AI Engineer 1,075 DevOps Engineer 1,067 Data Engineer 892 IT Support Specialist 858 Cybersecurity Analyst 847 Backend Developer 794 Systems Administrator 776 Site Reliability Engineer 730 Graphic Designer 697 Data Analyst 649 Product Marketing Manager 627 Mobile Developer 594 Network Engineer 569 Business Analyst 552 Product Designer 535 Content Writer 517 QA Engineer 501 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 303 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 199 Digital Marketing Specialist 182 Marketing Analyst 173 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 89 SEO Specialist 79 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 62 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 14,834 Machine learning 9,036 Product roadmapping 8,551 AWS 8,202 CI/CD 7,585 SQL 6,196 Kubernetes 6,111 LLMs 5,718 AI agents 5,354 C++ 5,137 Linux 5,083 Java 5,035 Azure 4,854 Distributed systems 4,734 Agile 4,581 Docker 4,251 Google Cloud 4,085 Git 4,057 TypeScript 3,892 Go 3,851 React 3,581 Terraform 3,324 JavaScript 3,309 Go-to-market 2,847 REST APIs 2,751 Jira 2,678 Test automation 2,629 PostgreSQL 2,462 C 2,447 Generative AI 2,427 Incident response 2,403 Product strategy 2,403 Microservices 2,370 Bash 2,232 Positioning & messaging 2,151 Excel 2,040 GitHub 1,897 Embedded systems 1,862 Node.js 1,857 Rust 1,758 PyTorch 1,714 Stakeholder management 1,713 Kafka 1,705 IAM 1,634 CompTIA certifications 1,619 CRM 1,618 Product marketing 1,616 C# 1,606 Computer vision 1,570 Spark 1,569 Scrum 1,568 Cryptography 1,514 Ansible 1,502 GitLab 1,485 Firmware 1,478 Android 1,462 Market research 1,436 Data modeling 1,410 Jenkins 1,386 Deep learning 1,377 PRDs 1,357 iOS 1,335 RAG 1,328 Data warehousing 1,303 PMP 1,286 Design systems 1,283 Confluence 1,269 NoSQL 1,231 ETL 1,224 OpenAI API 1,223 NIST 1,195 Vulnerability management 1,182 Firewalls 1,176 Google Workspace 1,161 Salesforce 1,158 HTML 1,142 Grafana 1,122 Competitive analysis 1,090 CSS 1,076 Snowflake 1,073 TCP/IP 1,069 Databricks 1,065 DNS / DHCP 1,053 Tableau 1,051 Kotlin 1,038 PowerShell 1,005 Power BI 977 Prototyping 977 Angular 976 User stories 972 CISSP 970 Figma 960 Scala 933 Prometheus 933 MLOps 932 TensorFlow 917 GitHub Actions 892 SAP 892 Brand marketing 882 Active Directory 860 A/B testing 859 Spring Boot 830 R 823 MySQL 823 Web accessibility (WCAG) 822 Prompt engineering 820 NLP 819 Pricing strategy 818 Airflow 811 Zero Trust 803 Oracle 793 Redis 792 Elasticsearch 787 User research 781 Demand generation 771 Unix 768 Reinforcement learning 767 SSO / SAML 755 OAuth 752 Sales enablement 752 RTOS 750 Splunk 727 Routing & switching 721 SOC 2 710 ServiceNow 709 GraphQL 706 VPN 695 MongoDB 687 Datadog 682 Vector databases 675 SQL Server 666 ITIL 656 BigQuery 655 Cisco 646 JUnit 641 CUDA 638 Helm 635 .NET 631 SIEM 630 VMware 628 SEO 621 HIPAA 615 Microsoft 365 614 CCNA / CCNP 612 Technical writing 605 Threat modeling 595 Serverless 593 gRPC 589 Microsoft Project 578 CloudFormation 576 Ruby 574 Next.js 567 LangChain 556 MATLAB 553 Budget management 545 Marketing automation 541 Adobe Creative Cloud 538 Product analytics 538 dbt 533 FedRAMP 533 SAFe 526 Content strategy 524 Jetpack Compose 519 SharePoint 518 Penetration testing 517 Email marketing 517 ISO 27001 496 GIAC certifications 494 pandas 480 Argo CD 475 scikit-learn 472 CMS 467 macOS 447 EDR 444 Windows Server 442 HubSpot 432 Six Sigma 427 Looker 425 Vue.js 421 ELK Stack 413 DynamoDB 410 Typography 408 OpenTelemetry 399 FastAPI 398 Event marketing 397 Chef / Puppet 386 Photoshop 371 Hadoop 369 FPGA 369 Google Analytics 368 Okta 366 Video editing 365 Load testing 364 React Native 363 Paid social 341 Illustrator 337 OpenShift 335 NumPy 332 SAST / DAST 332 Service mesh 330 Account-based marketing 330 Django 328 Flink 318 Intune / SCCM 318 Redshift 310 CISM 301 OWASP 294 Wireframing 292 Blockchain 292 Kanban 290 SD-WAN 287 Motion graphics 285 GRC 284 Hugging Face 279 Swift 268 RabbitMQ 267 Juniper 262 Selenium 262 ClickHouse 261 Ruby on Rails 260 OKRs 254 Playwright 253 Perl 251 Power Platform 250 WebSockets 242 Content marketing 241 Smartsheet 240 Unreal Engine 230 Cassandra 228 Wireshark 223 Google Ads 223 Pulumi 220 PPC 215 Flask 214 After Effects 211 PCI DSS 204 Canva 204 Information architecture 203 Copywriting 201 SageMaker 196 Redux 194 Marketo 194 SOAR 193 Premiere Pro 191 Asana 189 Vertex AI 183 Tailwind CSS 177 Presto / Trino 175 InDesign 174 NetSuite 173 Notion 172 Cypress 166 Hive 159 Jamf 156 Cloudflare 155 Salesforce Marketing Cloud 155 Postman 151 Kinesis 150 pytest 149 Influencer marketing 146 Workday 146 Zapier 141 Jest 140 OSCP 139 PHP 138 Zendesk 132 monday.com 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 120 New Relic 117 jQuery 116 Cucumber 110 Jupyter 107 SwiftUI 104 Unity 104 Meta Ads 104 Verilog / VHDL 104 CapCut 100 Neo4j 99 XGBoost 99 SAS 98 Braze 96 Fivetran 92 NestJS 91 WebGL 90 VBA 89 Programmatic advertising 88 SEO tools 86 Nginx 85 Sketch 82 HashiCorp Vault 81 Google Search Console 81 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 73 Firebase 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 69 Vite 68 Three.js 68 Flutter 68 Webflow 67 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 48 Objective-C 47 Storybook 47 UIKit 47 Miro 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 SPSS 23 Framer 23 Retool 23 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 16 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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