States
Alabama 443 Alaska 43 Arizona 629 Arkansas 449 California 15,240 Colorado 1,541 Connecticut 359 Delaware 129 District of Columbia 1,290 Florida 1,284 Georgia 1,078 Hawaii 132 Idaho 186 Illinois 1,828 Indiana 315 Iowa 292 Kansas 116 Kentucky 160 Louisiana 108 Maine 81 Maryland 1,644 Massachusetts 2,286 Michigan 701 Minnesota 393 Mississippi 92 Missouri 476 Montana 51 Nebraska 181 Nevada 195 New Hampshire 106 New Jersey 830 New Mexico 156 New York 6,612 North Carolina 1,212 North Dakota 76 Ohio 691 Oklahoma 187 Oregon 354 Pennsylvania 907 Rhode Island 95 South Carolina 200 South Dakota 59 Tennessee 278 Texas 3,617 Utah 458 Vermont 74 Virginia 3,688 Washington 2,727 West Virginia 75 Wisconsin 340 Wyoming 62
Cities
San Francisco Bay Area, CA 10,365 New York, NY 5,544 Washington, DC 3,602 Seattle, WA 2,115 Los Angeles, CA 2,008 Boston, MA 1,356 Austin, TX 1,179 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,052 Denver, CO 794 Atlanta, GA 692 Raleigh–Durham, NC 484 San Diego, CA 431 Charlotte, NC 367 Phoenix, AZ 359 Houston, TX 258 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 166 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 123 Baltimore, MD 101 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,278 Product Manager 3,303 Engineering Manager 2,112 Project Manager 1,933 Program Manager 1,895 Data Scientist 1,583 Machine Learning Engineer 1,503 Security Engineer 1,440 Marketing Manager 1,356 Full Stack Developer 1,193 AI Engineer 1,062 DevOps Engineer 1,046 Data Engineer 905 Cybersecurity Analyst 848 IT Support Specialist 826 Backend Developer 803 Systems Administrator 752 Site Reliability Engineer 716 Graphic Designer 700 Data Analyst 676 Product Marketing Manager 600 Mobile Developer 590 Network Engineer 573 Business Analyst 561 Product Designer 522 Content Writer 517 QA Engineer 498 Growth Marketing Manager 348 Frontend Developer 340 Cloud Engineer 314 UX Designer 245 PPC Specialist 219 Email Marketing Specialist 206 Social Media Manager 201 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 99 Brand Manager 95 Creative Director 87 SEO Specialist 78 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,841 Machine learning 9,118 Product roadmapping 8,556 AWS 8,282 CI/CD 7,572 SQL 6,218 Kubernetes 6,107 LLMs 5,673 AI agents 5,294 C++ 5,095 Linux 5,031 Java 5,014 Azure 4,926 Distributed systems 4,730 Agile 4,655 Docker 4,265 Google Cloud 4,108 Git 4,046 TypeScript 3,896 Go 3,839 React 3,584 Terraform 3,317 JavaScript 3,285 Go-to-market 2,832 REST APIs 2,755 Jira 2,689 Test automation 2,624 PostgreSQL 2,485 Generative AI 2,454 C 2,431 Microservices 2,411 Product strategy 2,392 Incident response 2,371 Bash 2,219 Positioning & messaging 2,152 Excel 2,042 GitHub 1,890 Embedded systems 1,882 Node.js 1,840 Stakeholder management 1,764 Rust 1,737 Kafka 1,718 PyTorch 1,717 CRM 1,636 Product marketing 1,612 CompTIA certifications 1,606 IAM 1,603 Spark 1,600 Scrum 1,592 C# 1,588 Computer vision 1,557 Cryptography 1,509 Ansible 1,485 GitLab 1,469 Firmware 1,458 Data modeling 1,452 Android 1,435 Market research 1,430 Jenkins 1,384 Deep learning 1,369 PRDs 1,361 RAG 1,341 Data warehousing 1,332 iOS 1,318 Design systems 1,280 PMP 1,267 Confluence 1,261 NoSQL 1,259 ETL 1,224 OpenAI API 1,213 NIST 1,191 Vulnerability management 1,182 Firewalls 1,169 Google Workspace 1,161 Salesforce 1,161 HTML 1,151 Grafana 1,110 Databricks 1,092 Competitive analysis 1,089 CSS 1,079 Snowflake 1,079 TCP/IP 1,077 Tableau 1,054 Kotlin 1,020 DNS / DHCP 1,005 PowerShell 995 Power BI 992 CISSP 986 Angular 979 Prototyping 976 Figma 970 User stories 968 MLOps 959 TensorFlow 945 Scala 936 Prometheus 916 Brand marketing 887 GitHub Actions 882 SAP 875 R 870 A/B testing 850 NLP 849 Spring Boot 846 Active Directory 843 Web accessibility (WCAG) 831 Prompt engineering 830 MySQL 816 Airflow 815 Zero Trust 804 User research 800 Redis 798 Pricing strategy 796 Elasticsearch 786 Oracle 784 Demand generation 780 Sales enablement 760 RTOS 759 Unix 758 Reinforcement learning 749 SSO / SAML 736 OAuth 734 Splunk 730 GraphQL 724 Routing & switching 718 SOC 2 712 Vector databases 709 ServiceNow 695 VPN 690 MongoDB 688 Datadog 676 SQL Server 669 BigQuery 648 Cisco 647 ITIL 644 JUnit 641 SIEM 635 CUDA 633 SEO 631 Helm 630 .NET 623 Microsoft 365 622 CCNA / CCNP 620 VMware 619 HIPAA 598 Technical writing 597 gRPC 595 Serverless 588 Threat modeling 588 CloudFormation 580 Microsoft Project 580 Ruby 576 LangChain 569 Next.js 568 MATLAB 546 FedRAMP 541 dbt 539 Budget management 539 Adobe Creative Cloud 535 Content strategy 535 Product analytics 534 SAFe 531 Marketing automation 530 Email marketing 520 Penetration testing 516 Jetpack Compose 513 SharePoint 501 GIAC certifications 496 scikit-learn 493 ISO 27001 486 CMS 483 pandas 481 Argo CD 473 EDR 449 Windows Server 440 Looker 435 macOS 434 HubSpot 426 DynamoDB 423 Vue.js 415 Typography 413 Six Sigma 410 ELK Stack 407 Event marketing 407 FastAPI 398 OpenTelemetry 393 Chef / Puppet 386 FPGA 374 Photoshop 372 Hadoop 370 Google Analytics 368 React Native 364 Okta 359 Load testing 358 Video editing 356 Paid social 340 SAST / DAST 339 NumPy 337 OpenShift 333 Illustrator 331 Django 329 Service mesh 328 Account-based marketing 328 Redshift 323 Flink 318 CISM 308 Blockchain 303 Intune / SCCM 300 Kanban 299 Wireframing 293 Hugging Face 289 SD-WAN 285 OWASP 285 GRC 282 Motion graphics 279 RabbitMQ 278 Selenium 268 Swift 267 Perl 267 ClickHouse 263 Ruby on Rails 261 Juniper 259 OKRs 254 Playwright 248 Smartsheet 243 Power Platform 242 Content marketing 241 WebSockets 236 Cassandra 234 Unreal Engine 229 Wireshark 222 PPC 222 Google Ads 222 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 203 Redux 202 SageMaker 202 PCI DSS 202 Canva 199 Asana 195 SOAR 194 Marketo 189 Vertex AI 181 InDesign 180 Premiere Pro 180 Notion 179 Tailwind CSS 177 Presto / Trino 170 NetSuite 167 Cypress 165 Hive 162 Kinesis 155 Cloudflare 154 Salesforce Marketing Cloud 154 Workday 149 Postman 147 PHP 146 Jamf 145 Influencer marketing 145 OSCP 144 pytest 140 Jest 139 Zapier 138 Zendesk 134 SEM 133 monday.com 132 Shopify 125 WordPress 125 Conversion rate optimization 119 New Relic 118 Amplitude 114 jQuery 111 Verilog / VHDL 109 Cucumber 107 Neo4j 104 SwiftUI 102 Meta Ads 101 Jupyter 99 CapCut 98 Unity 98 XGBoost 97 SAS 96 Braze 96 Fivetran 95 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 87 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Keras 78 Informatica 77 Airtable 77 PCB design 76 D3.js 73 Vite 70 Looker Studio 70 Webflow 69 LinkedIn Ads 68 Adobe Analytics 67 Three.js 66 Firebase 66 Affiliate marketing 66 Mixpanel 65 Flutter 63 Final Cut Pro 62 Webpack 58 Qlik 57 Iterable 57 Svelte 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 UIKit 49 DaVinci Resolve 49 Miro 48 Objective-C 46 Appium 46 Maya 46 Cinema 4D 45 Lua 41 Sass 40 Markdown 36 Adobe XD 35 Xcode 32 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 28 TestRail 28 Mailchimp 27 Laravel 25 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 10 Erlang 8 ZBrush 8 Stata 4
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