States
Alabama 442 Alaska 44 Arizona 634 Arkansas 433 California 15,352 Colorado 1,529 Connecticut 340 Delaware 135 District of Columbia 1,306 Florida 1,286 Georgia 1,075 Hawaii 137 Idaho 177 Illinois 1,845 Indiana 304 Iowa 277 Kansas 120 Kentucky 161 Louisiana 115 Maine 81 Maryland 1,643 Massachusetts 2,276 Michigan 697 Minnesota 400 Mississippi 97 Missouri 472 Montana 51 Nebraska 189 Nevada 201 New Hampshire 111 New Jersey 811 New Mexico 162 New York 6,691 North Carolina 1,178 North Dakota 74 Ohio 693 Oklahoma 189 Oregon 345 Pennsylvania 885 Rhode Island 93 South Carolina 205 South Dakota 62 Tennessee 286 Texas 3,628 Utah 463 Vermont 73 Virginia 3,697 Washington 2,761 West Virginia 79 Wisconsin 331 Wyoming 63
Cities
San Francisco Bay Area, CA 10,422 New York, NY 5,610 Washington, DC 3,613 Seattle, WA 2,139 Los Angeles, CA 2,069 Boston, MA 1,347 Austin, TX 1,186 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,050 Denver, CO 797 Atlanta, GA 691 Raleigh–Durham, NC 474 San Diego, CA 430 Phoenix, AZ 354 Charlotte, NC 339 Houston, TX 255 Pittsburgh, PA 227 Miami, FL 211 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 145 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,210 Product Manager 3,295 Engineering Manager 2,104 Project Manager 1,930 Program Manager 1,914 Data Scientist 1,557 Machine Learning Engineer 1,499 Security Engineer 1,438 Marketing Manager 1,349 Full Stack Developer 1,210 AI Engineer 1,073 DevOps Engineer 1,059 Data Engineer 894 Cybersecurity Analyst 851 IT Support Specialist 844 Backend Developer 791 Systems Administrator 772 Site Reliability Engineer 725 Graphic Designer 693 Data Analyst 649 Product Marketing Manager 616 Mobile Developer 594 Network Engineer 567 Business Analyst 550 Product Designer 535 Content Writer 514 QA Engineer 497 Growth Marketing Manager 343 Frontend Developer 331 Cloud Engineer 301 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 210 Social Media Manager 200 Digital Marketing Specialist 180 Marketing Analyst 176 Community Manager 172 Video Editor 104 Brand Manager 91 Creative Director 88 Content Creator 79 SEO Specialist 77 Scrum Master 66 Influencer Marketing Manager 65 BI Developer 61 Web Developer 51 Art Director 51 Copywriter 47 Game Designer 37 Motion Designer 35 3D Artist 27 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,832 Machine learning 9,045 Product roadmapping 8,540 AWS 8,207 CI/CD 7,578 SQL 6,186 Kubernetes 6,108 LLMs 5,735 AI agents 5,335 C++ 5,122 Linux 5,054 Java 4,998 Azure 4,859 Distributed systems 4,728 Agile 4,563 Docker 4,259 Google Cloud 4,090 Git 4,048 TypeScript 3,893 Go 3,828 React 3,588 Terraform 3,323 JavaScript 3,307 Go-to-market 2,848 REST APIs 2,756 Jira 2,670 Test automation 2,624 PostgreSQL 2,468 C 2,448 Generative AI 2,448 Product strategy 2,397 Incident response 2,390 Microservices 2,371 Bash 2,226 Positioning & messaging 2,149 Excel 2,042 GitHub 1,889 Embedded systems 1,861 Node.js 1,850 Rust 1,753 PyTorch 1,706 Stakeholder management 1,706 Kafka 1,702 CompTIA certifications 1,625 IAM 1,618 CRM 1,614 Product marketing 1,613 C# 1,598 Spark 1,567 Computer vision 1,561 Scrum 1,561 Cryptography 1,502 Ansible 1,497 Firmware 1,475 GitLab 1,473 Android 1,465 Market research 1,441 Data modeling 1,401 Jenkins 1,392 Deep learning 1,373 PRDs 1,358 iOS 1,335 RAG 1,330 Data warehousing 1,312 Design systems 1,286 PMP 1,274 Confluence 1,261 NoSQL 1,232 ETL 1,228 OpenAI API 1,226 NIST 1,191 Vulnerability management 1,177 Firewalls 1,166 Google Workspace 1,157 Salesforce 1,153 HTML 1,143 Grafana 1,119 CSS 1,081 Competitive analysis 1,081 Snowflake 1,073 Databricks 1,063 TCP/IP 1,062 Tableau 1,054 DNS / DHCP 1,040 Kotlin 1,036 PowerShell 1,004 Power BI 983 Prototyping 976 Angular 969 CISSP 969 Figma 961 User stories 956 MLOps 937 Prometheus 927 Scala 924 TensorFlow 918 SAP 896 GitHub Actions 894 Brand marketing 884 A/B testing 863 Active Directory 853 Spring Boot 836 R 826 NLP 826 Prompt engineering 825 MySQL 824 Web accessibility (WCAG) 819 Airflow 813 Pricing strategy 813 Zero Trust 800 Redis 793 Elasticsearch 789 Oracle 787 User research 780 Demand generation 776 Unix 768 Reinforcement learning 767 Sales enablement 758 RTOS 756 OAuth 755 SSO / SAML 751 Splunk 722 Routing & switching 718 SOC 2 707 GraphQL 704 ServiceNow 704 VPN 694 MongoDB 685 Vector databases 684 Datadog 680 SQL Server 660 ITIL 655 BigQuery 653 Cisco 643 JUnit 640 Helm 632 CUDA 631 SIEM 627 SEO 626 .NET 625 VMware 623 Microsoft 365 615 HIPAA 613 CCNA / CCNP 610 Technical writing 600 Serverless 593 Threat modeling 592 gRPC 591 CloudFormation 579 Microsoft Project 579 Ruby 574 Next.js 566 LangChain 561 MATLAB 554 Budget management 545 Product analytics 543 Marketing automation 539 Adobe Creative Cloud 537 dbt 533 FedRAMP 533 Email marketing 524 Content strategy 524 SAFe 520 Jetpack Compose 518 SharePoint 517 Penetration testing 514 ISO 27001 497 GIAC certifications 489 pandas 477 scikit-learn 474 Argo CD 472 CMS 467 macOS 445 EDR 441 Windows Server 439 Looker 431 Six Sigma 427 HubSpot 427 Vue.js 424 ELK Stack 410 DynamoDB 408 Typography 405 FastAPI 401 OpenTelemetry 397 Event marketing 395 Chef / Puppet 385 FPGA 371 Google Analytics 370 Photoshop 370 Hadoop 368 Load testing 366 React Native 365 Video editing 365 Okta 363 Paid social 342 OpenShift 339 SAST / DAST 333 Illustrator 333 NumPy 332 Account-based marketing 331 Django 330 Service mesh 326 Intune / SCCM 315 Flink 314 Redshift 312 CISM 302 Wireframing 293 OWASP 292 Blockchain 292 Kanban 287 GRC 285 SD-WAN 284 Hugging Face 280 Motion graphics 277 RabbitMQ 272 Swift 270 Ruby on Rails 264 Selenium 263 Juniper 262 Perl 260 ClickHouse 258 Playwright 249 Power Platform 249 OKRs 248 Smartsheet 245 Content marketing 239 WebSockets 236 Unreal Engine 230 Cassandra 227 Pulumi 223 Google Ads 222 Flask 220 Wireshark 220 PPC 215 After Effects 209 Information architecture 206 PCI DSS 205 Canva 202 Copywriting 198 SageMaker 197 Redux 194 Marketo 193 SOAR 190 Premiere Pro 189 Asana 189 Vertex AI 185 Tailwind CSS 179 InDesign 173 NetSuite 173 Presto / Trino 172 Notion 172 Cypress 164 Hive 158 Cloudflare 156 Salesforce Marketing Cloud 156 Jamf 153 Kinesis 151 Postman 149 pytest 148 Influencer marketing 146 Workday 145 PHP 142 OSCP 141 Zapier 140 Jest 139 monday.com 133 Zendesk 132 Shopify 130 SEM 127 WordPress 125 Amplitude 121 Conversion rate optimization 120 New Relic 119 jQuery 118 Cucumber 109 Verilog / VHDL 106 Jupyter 105 SwiftUI 104 Unity 104 Meta Ads 104 Neo4j 102 XGBoost 99 CapCut 99 SAS 98 Braze 98 Fivetran 92 NestJS 91 WebGL 90 VBA 89 Programmatic advertising 88 SEO tools 87 Nginx 86 HashiCorp Vault 82 Sketch 82 Google Search Console 81 Social media tools 81 Blender 78 Informatica 77 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 Firebase 72 PCB design 72 Final Cut Pro 71 LinkedIn Ads 69 Three.js 68 Flutter 68 Webflow 68 Affiliate marketing 68 Vite 67 Mixpanel 65 Adobe Analytics 63 Webpack 61 Svelte 58 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 49 Storybook 48 UIKit 48 Miro 48 Objective-C 47 Maya 45 Appium 43 Lua 41 Cinema 4D 41 Sass 38 Markdown 35 Adobe XD 33 Express.js 32 Xcode 32 Haskell 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 15 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 6 Stata 3
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