States
Alabama 446 Alaska 44 Arizona 641 Arkansas 435 California 15,421 Colorado 1,545 Connecticut 343 Delaware 136 District of Columbia 1,318 Florida 1,281 Georgia 1,079 Hawaii 139 Idaho 177 Illinois 1,852 Indiana 308 Iowa 278 Kansas 118 Kentucky 161 Louisiana 113 Maine 83 Maryland 1,644 Massachusetts 2,274 Michigan 695 Minnesota 409 Mississippi 96 Missouri 483 Montana 49 Nebraska 187 Nevada 201 New Hampshire 112 New Jersey 815 New Mexico 164 New York 6,712 North Carolina 1,183 North Dakota 73 Ohio 689 Oklahoma 188 Oregon 357 Pennsylvania 882 Rhode Island 96 South Carolina 201 South Dakota 61 Tennessee 286 Texas 3,665 Utah 460 Vermont 72 Virginia 3,673 Washington 2,770 West Virginia 77 Wisconsin 338 Wyoming 61
Cities
San Francisco Bay Area, CA 10,469 New York, NY 5,620 Washington, DC 3,606 Seattle, WA 2,147 Los Angeles, CA 2,070 Boston, MA 1,342 Austin, TX 1,198 Chicago, IL 1,159 Dallas–Fort Worth, TX 1,066 Denver, CO 795 Atlanta, GA 699 Raleigh–Durham, NC 474 San Diego, CA 426 Phoenix, AZ 357 Charlotte, NC 341 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 132 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,237 Product Manager 3,314 Engineering Manager 2,107 Project Manager 1,933 Program Manager 1,929 Data Scientist 1,555 Machine Learning Engineer 1,504 Security Engineer 1,446 Marketing Manager 1,359 Full Stack Developer 1,216 AI Engineer 1,076 DevOps Engineer 1,067 Data Engineer 890 IT Support Specialist 857 Cybersecurity Analyst 849 Backend Developer 796 Systems Administrator 774 Site Reliability Engineer 729 Graphic Designer 696 Data Analyst 647 Product Marketing Manager 629 Mobile Developer 594 Network Engineer 569 Business Analyst 552 Product Designer 533 Content Writer 516 QA Engineer 503 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 304 UX Designer 242 PPC Specialist 219 Email Marketing Specialist 211 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 172 Community Manager 171 Video Editor 103 Brand Manager 92 Creative Director 90 SEO Specialist 80 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,861 Machine learning 9,055 Product roadmapping 8,588 AWS 8,215 CI/CD 7,593 SQL 6,201 Kubernetes 6,114 LLMs 5,746 AI agents 5,373 C++ 5,140 Linux 5,080 Java 5,040 Azure 4,869 Distributed systems 4,743 Agile 4,585 Docker 4,257 Google Cloud 4,091 Git 4,058 TypeScript 3,904 Go 3,861 React 3,592 Terraform 3,323 JavaScript 3,317 Go-to-market 2,876 REST APIs 2,757 Jira 2,678 Test automation 2,630 PostgreSQL 2,468 C 2,448 Generative AI 2,440 Incident response 2,412 Product strategy 2,406 Microservices 2,378 Bash 2,228 Positioning & messaging 2,161 Excel 2,040 GitHub 1,900 Embedded systems 1,866 Node.js 1,855 Rust 1,759 Stakeholder management 1,718 PyTorch 1,714 Kafka 1,706 IAM 1,635 Product marketing 1,627 CRM 1,625 CompTIA certifications 1,619 C# 1,607 Computer vision 1,569 Spark 1,568 Scrum 1,567 Cryptography 1,515 Ansible 1,498 GitLab 1,483 Firmware 1,483 Android 1,462 Market research 1,440 Data modeling 1,413 Jenkins 1,386 Deep learning 1,379 PRDs 1,357 iOS 1,335 RAG 1,334 Data warehousing 1,305 PMP 1,289 Design systems 1,286 Confluence 1,266 NoSQL 1,232 OpenAI API 1,227 ETL 1,225 NIST 1,200 Vulnerability management 1,186 Firewalls 1,174 Salesforce 1,161 Google Workspace 1,160 HTML 1,141 Grafana 1,122 Competitive analysis 1,091 CSS 1,076 Snowflake 1,075 TCP/IP 1,068 Databricks 1,066 Tableau 1,053 DNS / DHCP 1,051 Kotlin 1,038 PowerShell 1,001 Power BI 981 Prototyping 979 Angular 978 CISSP 973 User stories 966 Figma 961 Scala 934 Prometheus 934 MLOps 933 TensorFlow 917 GitHub Actions 893 SAP 890 Brand marketing 888 A/B testing 863 Active Directory 860 Spring Boot 831 R 825 MySQL 825 NLP 824 Prompt engineering 824 Web accessibility (WCAG) 822 Pricing strategy 820 Airflow 811 Zero Trust 801 Oracle 794 Redis 792 Elasticsearch 786 User research 780 Demand generation 774 Reinforcement learning 768 Unix 764 Sales enablement 757 OAuth 753 SSO / SAML 753 RTOS 751 Splunk 727 Routing & switching 721 SOC 2 712 GraphQL 706 ServiceNow 706 VPN 693 MongoDB 688 Datadog 682 Vector databases 677 SQL Server 666 BigQuery 655 ITIL 653 Cisco 646 JUnit 641 CUDA 638 Helm 637 SIEM 635 .NET 631 VMware 625 SEO 623 Microsoft 365 616 HIPAA 615 CCNA / CCNP 611 Technical writing 605 Threat modeling 598 Serverless 593 gRPC 589 Microsoft Project 579 Ruby 577 CloudFormation 576 Next.js 569 LangChain 558 MATLAB 550 Budget management 546 Marketing automation 543 Adobe Creative Cloud 539 Product analytics 538 dbt 535 FedRAMP 533 SAFe 527 Content strategy 527 Email marketing 521 Jetpack Compose 519 SharePoint 519 Penetration testing 517 ISO 27001 497 GIAC certifications 494 pandas 479 Argo CD 475 scikit-learn 471 CMS 467 EDR 447 macOS 446 Windows Server 442 HubSpot 431 Six Sigma 426 Looker 425 Vue.js 424 ELK Stack 413 DynamoDB 410 Typography 408 FastAPI 400 OpenTelemetry 399 Event marketing 397 Chef / Puppet 383 Photoshop 370 Hadoop 369 Google Analytics 368 FPGA 368 Video editing 366 Okta 365 React Native 364 Load testing 364 Paid social 341 Illustrator 336 OpenShift 334 Account-based marketing 333 SAST / DAST 332 NumPy 331 Django 329 Service mesh 329 Intune / SCCM 319 Flink 318 Redshift 309 CISM 302 OWASP 294 Wireframing 291 Blockchain 291 Kanban 290 SD-WAN 288 GRC 286 Motion graphics 283 Hugging Face 279 Swift 268 RabbitMQ 268 ClickHouse 262 Selenium 262 Ruby on Rails 260 Juniper 259 Playwright 254 OKRs 254 Power Platform 252 Perl 251 WebSockets 242 Content marketing 242 Smartsheet 239 Unreal Engine 231 Cassandra 228 Google Ads 224 Wireshark 222 Pulumi 221 Flask 215 PPC 214 After Effects 210 PCI DSS 205 Canva 204 Information architecture 202 Copywriting 202 SageMaker 196 Redux 194 SOAR 194 Marketo 194 Premiere Pro 190 Asana 188 Vertex AI 183 Tailwind CSS 178 Presto / Trino 175 NetSuite 175 InDesign 173 Notion 172 Cypress 166 Hive 160 Jamf 156 Cloudflare 155 Salesforce Marketing Cloud 154 Postman 151 Kinesis 150 pytest 149 Influencer marketing 147 Workday 146 Jest 141 Zapier 141 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 Meta Ads 105 SwiftUI 104 Unity 104 Verilog / VHDL 104 CapCut 100 Neo4j 99 XGBoost 99 SAS 98 Braze 96 WebGL 91 NestJS 91 Fivetran 91 VBA 89 Programmatic advertising 88 SEO tools 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Informatica 79 Blender 79 Keras 77 D3.js 74 Looker Studio 73 PCB design 73 Firebase 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Vite 68 Three.js 68 Flutter 68 Webflow 68 Airtable 68 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 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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