States
Alabama 440 Alaska 44 Arizona 628 Arkansas 383 California 15,131 Colorado 1,546 Connecticut 360 Delaware 127 District of Columbia 1,296 Florida 1,285 Georgia 1,061 Hawaii 128 Idaho 186 Illinois 1,830 Indiana 319 Iowa 287 Kansas 119 Kentucky 164 Louisiana 107 Maine 82 Maryland 1,623 Massachusetts 2,276 Michigan 696 Minnesota 401 Mississippi 93 Missouri 490 Montana 51 Nebraska 178 Nevada 195 New Hampshire 106 New Jersey 804 New Mexico 155 New York 6,589 North Carolina 1,193 North Dakota 80 Ohio 677 Oklahoma 199 Oregon 347 Pennsylvania 900 Rhode Island 96 South Carolina 194 South Dakota 61 Tennessee 272 Texas 3,602 Utah 458 Vermont 79 Virginia 3,640 Washington 2,726 West Virginia 76 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,240 New York, NY 5,517 Washington, DC 3,555 Seattle, WA 2,106 Los Angeles, CA 2,015 Boston, MA 1,353 Austin, TX 1,181 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,024 Denver, CO 793 Atlanta, GA 683 Raleigh–Durham, NC 482 San Diego, CA 429 Phoenix, AZ 356 Charlotte, NC 348 Houston, TX 263 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 96 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,163 Product Manager 3,258 Engineering Manager 2,081 Project Manager 1,930 Program Manager 1,877 Data Scientist 1,543 Machine Learning Engineer 1,501 Security Engineer 1,431 Marketing Manager 1,340 Full Stack Developer 1,198 AI Engineer 1,055 DevOps Engineer 1,046 Data Engineer 893 Cybersecurity Analyst 841 IT Support Specialist 825 Backend Developer 799 Systems Administrator 743 Site Reliability Engineer 714 Graphic Designer 691 Data Analyst 672 Product Marketing Manager 607 Mobile Developer 591 Network Engineer 568 Business Analyst 562 Product Designer 520 Content Writer 505 QA Engineer 501 Growth Marketing Manager 351 Frontend Developer 336 Cloud Engineer 303 UX Designer 248 PPC Specialist 213 Social Media Manager 200 Email Marketing Specialist 197 Digital Marketing Specialist 177 Community Manager 176 Marketing Analyst 174 Video Editor 95 Brand Manager 92 Creative Director 84 SEO Specialist 79 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 41 Game Designer 36 3D Artist 29 UI Designer 25 Animator 23 Web Designer 15
Skills
Python 14,648 Machine learning 9,073 Product roadmapping 8,508 AWS 8,206 CI/CD 7,425 SQL 6,101 Kubernetes 6,020 LLMs 5,643 AI agents 5,210 C++ 5,071 Linux 5,034 Java 4,920 Azure 4,848 Distributed systems 4,687 Agile 4,621 Docker 4,216 Google Cloud 4,059 Git 3,974 TypeScript 3,837 Go 3,814 React 3,549 Terraform 3,296 JavaScript 3,211 Go-to-market 2,823 REST APIs 2,672 Jira 2,648 Test automation 2,564 PostgreSQL 2,456 C 2,450 Generative AI 2,410 Product strategy 2,378 Incident response 2,370 Microservices 2,369 Bash 2,179 Positioning & messaging 2,145 Excel 2,040 Embedded systems 1,881 GitHub 1,849 Node.js 1,817 Stakeholder management 1,766 Rust 1,716 PyTorch 1,702 Kafka 1,684 CRM 1,622 Product marketing 1,606 IAM 1,588 Scrum 1,579 CompTIA certifications 1,574 Spark 1,564 Computer vision 1,553 C# 1,550 Cryptography 1,501 GitLab 1,481 Ansible 1,471 Firmware 1,470 Data modeling 1,442 Market research 1,431 Android 1,416 Deep learning 1,359 Jenkins 1,343 PRDs 1,325 RAG 1,306 iOS 1,304 Data warehousing 1,303 PMP 1,267 Design systems 1,264 Confluence 1,247 NoSQL 1,239 ETL 1,213 OpenAI API 1,203 NIST 1,192 Vulnerability management 1,171 Google Workspace 1,166 Firewalls 1,163 Salesforce 1,162 HTML 1,134 Grafana 1,087 Competitive analysis 1,078 Databricks 1,073 Snowflake 1,072 CSS 1,064 TCP/IP 1,064 Tableau 1,038 Kotlin 1,001 DNS / DHCP 1,001 PowerShell 986 Angular 977 Power BI 973 CISSP 973 Prototyping 962 Figma 960 MLOps 939 TensorFlow 935 Scala 916 Prometheus 905 User stories 901 GitHub Actions 878 SAP 872 Brand marketing 871 R 859 Web accessibility (WCAG) 849 A/B testing 841 NLP 834 Active Directory 834 Prompt engineering 830 Spring Boot 810 Zero Trust 809 Airflow 802 User research 799 Redis 787 Pricing strategy 783 MySQL 781 Demand generation 780 Oracle 768 Sales enablement 766 Elasticsearch 765 RTOS 758 Unix 752 Reinforcement learning 750 SSO / SAML 725 OAuth 717 GraphQL 716 Routing & switching 709 SOC 2 708 ServiceNow 692 Splunk 690 Vector databases 688 VPN 688 MongoDB 687 Datadog 666 SQL Server 654 ITIL 651 Cisco 648 SIEM 636 CUDA 635 SEO 630 Helm 629 .NET 628 Microsoft 365 623 BigQuery 621 JUnit 615 VMware 613 CCNA / CCNP 606 HIPAA 599 Serverless 596 Threat modeling 587 Microsoft Project 585 Technical writing 585 gRPC 584 CloudFormation 583 Ruby 572 Next.js 566 LangChain 553 FedRAMP 543 dbt 540 SAFe 538 MATLAB 535 Product analytics 531 Budget management 531 Marketing automation 528 Content strategy 527 Adobe Creative Cloud 524 Email marketing 517 Jetpack Compose 513 SharePoint 503 Penetration testing 501 GIAC certifications 493 ISO 27001 490 CMS 481 scikit-learn 479 pandas 470 Argo CD 469 EDR 457 macOS 444 Looker 432 Windows Server 431 HubSpot 423 DynamoDB 419 Vue.js 417 ELK Stack 408 Typography 403 Event marketing 403 FastAPI 398 Six Sigma 397 Chef / Puppet 391 OpenTelemetry 390 Google Analytics 371 FPGA 370 Photoshop 368 React Native 348 Hadoop 347 Video editing 346 Load testing 343 Okta 342 SAST / DAST 338 Paid social 332 OpenShift 331 Django 330 Illustrator 330 NumPy 327 Service mesh 327 Account-based marketing 327 Redshift 314 Flink 304 Blockchain 301 CISM 300 Intune / SCCM 297 OWASP 292 SD-WAN 290 Kanban 289 Hugging Face 282 Motion graphics 279 GRC 274 RabbitMQ 273 Wireframing 273 Perl 266 Juniper 263 OKRs 258 Swift 257 Playwright 257 Ruby on Rails 252 Selenium 252 ClickHouse 249 Content marketing 241 Smartsheet 240 WebSockets 235 Power Platform 234 Unreal Engine 228 Wireshark 222 PPC 221 Flask 220 Google Ads 220 Pulumi 217 Cassandra 213 After Effects 207 Copywriting 204 SageMaker 200 PCI DSS 200 Information architecture 200 SOAR 197 Canva 197 Asana 193 Redux 190 Marketo 190 Premiere Pro 182 InDesign 180 Notion 179 Tailwind CSS 177 Vertex AI 172 NetSuite 171 Cypress 170 Presto / Trino 165 Cloudflare 160 Kinesis 154 PHP 151 Salesforce Marketing Cloud 151 Influencer marketing 148 OSCP 147 Hive 146 Jamf 146 Workday 146 Zapier 143 Postman 138 Zendesk 134 SEM 134 pytest 133 Jest 131 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 110 Cucumber 107 Verilog / VHDL 107 monday.com 104 Neo4j 101 Jupyter 101 CapCut 100 Meta Ads 99 SwiftUI 96 Fivetran 95 Unity 95 XGBoost 94 Braze 94 SAS 93 SEO tools 93 Google Search Console 89 WebGL 88 Programmatic advertising 87 Nginx 86 NestJS 85 VBA 82 Sketch 82 Social media tools 82 HashiCorp Vault 80 Keras 78 Blender 76 Vite 75 Airtable 75 PCB design 74 Informatica 72 D3.js 71 Looker Studio 69 Webflow 67 LinkedIn Ads 67 Affiliate marketing 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 63 Firebase 62 Final Cut Pro 61 Iterable 59 Webpack 58 Svelte 56 Google Tag Manager 55 Citrix 53 Storybook 51 Elixir 50 Qlik 50 DaVinci Resolve 49 Klaviyo 49 Appium 46 Miro 46 Cinema 4D 46 Objective-C 45 Maya 45 UIKit 44 Lua 42 Sass 40 Markdown 36 Adobe XD 34 Xcode 32 Express.js 31 Alteryx 31 Trello 31 Haskell 30 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 AP Style 24 SPSS 23 Framer 23 Retool 23 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 10 Clojure 9 ZBrush 9 Erlang 8 Stata 4
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