States
Alabama 442 Alaska 43 Arizona 640 Arkansas 433 California 15,434 Colorado 1,535 Connecticut 341 Delaware 133 District of Columbia 1,316 Florida 1,280 Georgia 1,078 Hawaii 138 Idaho 176 Illinois 1,844 Indiana 307 Iowa 279 Kansas 117 Kentucky 160 Louisiana 112 Maine 81 Maryland 1,638 Massachusetts 2,275 Michigan 691 Minnesota 411 Mississippi 96 Missouri 480 Montana 49 Nebraska 185 Nevada 198 New Hampshire 112 New Jersey 808 New Mexico 164 New York 6,699 North Carolina 1,186 North Dakota 72 Ohio 689 Oklahoma 188 Oregon 355 Pennsylvania 877 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 285 Texas 3,678 Utah 463 Vermont 71 Virginia 3,667 Washington 2,769 West Virginia 76 Wisconsin 337 Wyoming 61
Cities
San Francisco Bay Area, CA 10,475 New York, NY 5,613 Washington, DC 3,603 Seattle, WA 2,147 Los Angeles, CA 2,070 Boston, MA 1,344 Austin, TX 1,203 Chicago, IL 1,155 Dallas–Fort Worth, TX 1,064 Denver, CO 791 Atlanta, GA 699 Raleigh–Durham, NC 477 San Diego, CA 428 Phoenix, AZ 358 Charlotte, NC 343 Houston, TX 252 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 133 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,225 Product Manager 3,310 Engineering Manager 2,106 Program Manager 1,929 Project Manager 1,926 Data Scientist 1,551 Machine Learning Engineer 1,505 Security Engineer 1,447 Marketing Manager 1,361 Full Stack Developer 1,210 AI Engineer 1,074 DevOps Engineer 1,069 Data Engineer 887 IT Support Specialist 854 Cybersecurity Analyst 851 Backend Developer 795 Systems Administrator 770 Site Reliability Engineer 728 Graphic Designer 694 Data Analyst 645 Product Marketing Manager 630 Mobile Developer 598 Network Engineer 570 Business Analyst 550 Product Designer 533 Content Writer 517 QA Engineer 503 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 304 UX Designer 242 PPC Specialist 221 Email Marketing Specialist 210 Social Media Manager 201 Digital Marketing Specialist 182 Marketing Analyst 173 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 91 SEO Specialist 80 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 64 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 14,855 Machine learning 9,053 Product roadmapping 8,589 AWS 8,216 CI/CD 7,590 SQL 6,193 Kubernetes 6,119 LLMs 5,741 AI agents 5,373 C++ 5,133 Linux 5,076 Java 5,048 Azure 4,856 Distributed systems 4,749 Agile 4,583 Docker 4,258 Google Cloud 4,086 Git 4,059 TypeScript 3,896 Go 3,867 React 3,590 Terraform 3,325 JavaScript 3,308 Go-to-market 2,878 REST APIs 2,758 Jira 2,683 Test automation 2,624 PostgreSQL 2,470 C 2,441 Generative AI 2,441 Incident response 2,412 Product strategy 2,401 Microservices 2,380 Bash 2,233 Positioning & messaging 2,164 Excel 2,028 GitHub 1,908 Embedded systems 1,860 Node.js 1,853 Rust 1,756 PyTorch 1,715 Stakeholder management 1,714 Kafka 1,712 IAM 1,635 Product marketing 1,629 CRM 1,626 CompTIA certifications 1,617 C# 1,607 Spark 1,572 Computer vision 1,569 Scrum 1,564 Cryptography 1,515 Ansible 1,501 GitLab 1,486 Firmware 1,482 Android 1,465 Market research 1,437 Data modeling 1,414 Jenkins 1,401 Deep learning 1,380 PRDs 1,349 iOS 1,338 RAG 1,332 Data warehousing 1,306 Design systems 1,286 PMP 1,282 Confluence 1,270 NoSQL 1,234 OpenAI API 1,226 ETL 1,225 NIST 1,198 Vulnerability management 1,183 Firewalls 1,175 Google Workspace 1,159 Salesforce 1,158 HTML 1,143 Grafana 1,122 Competitive analysis 1,092 Snowflake 1,081 CSS 1,076 TCP/IP 1,071 Databricks 1,064 Tableau 1,054 DNS / DHCP 1,053 Kotlin 1,040 PowerShell 1,000 Power BI 982 Prototyping 980 Angular 979 CISSP 975 User stories 962 Figma 961 Scala 937 Prometheus 934 MLOps 929 TensorFlow 918 GitHub Actions 891 SAP 891 Brand marketing 887 A/B testing 862 Active Directory 857 Spring Boot 831 MySQL 828 R 824 NLP 822 Prompt engineering 821 Web accessibility (WCAG) 820 Pricing strategy 820 Airflow 810 Oracle 803 Zero Trust 800 Redis 788 Elasticsearch 787 User research 780 Demand generation 774 Reinforcement learning 770 Unix 765 OAuth 757 Sales enablement 757 SSO / SAML 753 RTOS 750 Splunk 732 Routing & switching 723 SOC 2 710 GraphQL 707 ServiceNow 706 VPN 692 MongoDB 688 Datadog 687 Vector databases 677 SQL Server 667 BigQuery 655 ITIL 650 Cisco 648 JUnit 648 CUDA 637 Helm 637 .NET 632 SIEM 631 VMware 626 SEO 623 Microsoft 365 615 CCNA / CCNP 615 HIPAA 614 Technical writing 604 Threat modeling 598 Serverless 596 gRPC 588 CloudFormation 578 Microsoft Project 577 Ruby 576 Next.js 568 LangChain 557 MATLAB 549 Budget management 546 Marketing automation 543 Product analytics 538 Adobe Creative Cloud 537 dbt 532 FedRAMP 532 Content strategy 527 SAFe 526 Email marketing 521 Jetpack Compose 520 Penetration testing 517 SharePoint 517 ISO 27001 496 GIAC certifications 490 pandas 478 Argo CD 477 CMS 467 scikit-learn 466 macOS 446 EDR 443 Windows Server 440 HubSpot 433 Looker 426 Six Sigma 426 Vue.js 425 DynamoDB 414 ELK Stack 412 Typography 406 OpenTelemetry 403 FastAPI 401 Event marketing 399 Chef / Puppet 382 Hadoop 371 Google Analytics 370 Photoshop 368 FPGA 367 Video editing 366 Okta 364 Load testing 364 React Native 362 Paid social 341 Account-based marketing 335 OpenShift 334 Illustrator 334 NumPy 332 SAST / DAST 332 Django 329 Service mesh 329 Intune / SCCM 318 Flink 316 Redshift 310 CISM 302 OWASP 292 Wireframing 292 SD-WAN 291 Kanban 291 Blockchain 291 GRC 285 Motion graphics 283 Hugging Face 280 Swift 269 RabbitMQ 267 Selenium 263 ClickHouse 262 Ruby on Rails 260 Juniper 259 Playwright 252 OKRs 252 Perl 251 Power Platform 249 WebSockets 241 Content marketing 241 Smartsheet 236 Unreal Engine 231 Cassandra 229 Google Ads 225 Wireshark 222 Pulumi 221 Flask 216 PPC 215 After Effects 209 Canva 205 PCI DSS 203 Copywriting 203 Information architecture 202 SageMaker 196 SOAR 194 Redux 193 Marketo 193 Premiere Pro 190 Asana 188 Vertex AI 181 Tailwind CSS 177 Presto / Trino 175 NetSuite 175 InDesign 173 Notion 171 Cypress 166 Hive 161 Cloudflare 156 Jamf 156 Salesforce Marketing Cloud 152 Kinesis 151 Postman 151 pytest 149 Influencer marketing 147 Workday 146 Zapier 141 Jest 140 PHP 138 OSCP 138 monday.com 133 Zendesk 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 121 jQuery 116 New Relic 116 Cucumber 113 SwiftUI 106 Meta Ads 106 Jupyter 105 Unity 104 Verilog / VHDL 103 CapCut 100 Neo4j 99 XGBoost 98 SAS 96 Braze 96 NestJS 92 WebGL 91 Fivetran 91 Programmatic advertising 89 VBA 87 SEO tools 86 Nginx 84 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Informatica 79 Keras 79 Blender 79 D3.js 74 Firebase 74 Looker Studio 73 PCB design 73 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 69 Vite 68 Three.js 68 Flutter 68 Airtable 67 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Google Tag Manager 57 Iterable 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Objective-C 48 Elixir 48 UIKit 48 Miro 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Xcode 32 Adobe XD 32 Haskell 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 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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