States
Alabama 437 Alaska 36 Arizona 655 Arkansas 428 California 15,566 Colorado 1,544 Connecticut 341 Delaware 132 District of Columbia 1,319 Florida 1,301 Georgia 1,104 Hawaii 133 Idaho 178 Illinois 1,862 Indiana 300 Iowa 271 Kansas 112 Kentucky 163 Louisiana 105 Maine 83 Maryland 1,661 Massachusetts 2,280 Michigan 691 Minnesota 406 Mississippi 91 Missouri 493 Montana 51 Nebraska 185 Nevada 197 New Hampshire 110 New Jersey 817 New Mexico 159 New York 6,760 North Carolina 1,193 North Dakota 66 Ohio 693 Oklahoma 183 Oregon 360 Pennsylvania 892 Rhode Island 87 South Carolina 198 South Dakota 56 Tennessee 283 Texas 3,723 Utah 467 Vermont 67 Virginia 3,720 Washington 2,779 West Virginia 69 Wisconsin 330 Wyoming 55
Cities
San Francisco Bay Area, CA 10,575 New York, NY 5,674 Washington, DC 3,650 Seattle, WA 2,155 Los Angeles, CA 2,081 Boston, MA 1,344 Austin, TX 1,218 Chicago, IL 1,173 Dallas–Fort Worth, TX 1,092 Denver, CO 791 Atlanta, GA 717 Raleigh–Durham, NC 482 San Diego, CA 426 Phoenix, AZ 379 Charlotte, NC 358 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 133 Baltimore, MD 108 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,290 Product Manager 3,366 Engineering Manager 2,128 Program Manager 1,958 Project Manager 1,955 Data Scientist 1,552 Machine Learning Engineer 1,514 Security Engineer 1,464 Marketing Manager 1,387 Full Stack Developer 1,198 AI Engineer 1,084 DevOps Engineer 1,079 Data Engineer 897 Cybersecurity Analyst 875 IT Support Specialist 864 Backend Developer 785 Systems Administrator 772 Site Reliability Engineer 731 Graphic Designer 709 Data Analyst 647 Product Marketing Manager 631 Mobile Developer 599 Network Engineer 574 Business Analyst 559 Product Designer 537 Content Writer 527 QA Engineer 498 Growth Marketing Manager 344 Frontend Developer 333 Cloud Engineer 306 UX Designer 244 PPC Specialist 220 Email Marketing Specialist 206 Social Media Manager 198 Digital Marketing Specialist 183 Marketing Analyst 175 Community Manager 174 Video Editor 106 Creative Director 96 Brand Manager 92 SEO Specialist 82 Content Creator 79 Scrum Master 74 BI Developer 65 Influencer Marketing Manager 64 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,928 Machine learning 9,091 Product roadmapping 8,668 AWS 8,229 CI/CD 7,666 SQL 6,234 Kubernetes 6,152 LLMs 5,773 AI agents 5,410 C++ 5,160 Linux 5,148 Java 5,073 Azure 4,911 Distributed systems 4,789 Agile 4,676 Docker 4,293 Google Cloud 4,108 Git 4,089 TypeScript 3,893 Go 3,887 React 3,573 Terraform 3,347 JavaScript 3,315 Go-to-market 2,934 REST APIs 2,770 Jira 2,719 Test automation 2,658 C 2,466 PostgreSQL 2,459 Generative AI 2,455 Incident response 2,438 Product strategy 2,425 Microservices 2,408 Bash 2,293 Positioning & messaging 2,208 Excel 2,072 GitHub 1,917 Embedded systems 1,877 Node.js 1,856 Rust 1,766 Stakeholder management 1,741 PyTorch 1,726 Kafka 1,719 IAM 1,655 CRM 1,650 CompTIA certifications 1,634 Product marketing 1,634 C# 1,607 Scrum 1,588 Computer vision 1,573 Spark 1,566 Ansible 1,545 Cryptography 1,542 Firmware 1,514 GitLab 1,512 Android 1,468 Market research 1,460 Jenkins 1,418 Data modeling 1,409 Deep learning 1,377 PRDs 1,373 RAG 1,352 iOS 1,348 Data warehousing 1,313 PMP 1,309 Confluence 1,291 Design systems 1,273 NoSQL 1,266 OpenAI API 1,245 ETL 1,220 NIST 1,218 Vulnerability management 1,197 Firewalls 1,188 Salesforce 1,176 Google Workspace 1,159 Grafana 1,141 HTML 1,136 Competitive analysis 1,096 TCP/IP 1,088 Snowflake 1,084 Databricks 1,076 DNS / DHCP 1,063 Tableau 1,062 CSS 1,058 Kotlin 1,046 PowerShell 1,025 Angular 994 Power BI 992 User stories 984 CISSP 982 Prototyping 978 Figma 964 Scala 956 Prometheus 951 MLOps 920 TensorFlow 918 Brand marketing 900 GitHub Actions 899 SAP 892 A/B testing 872 Active Directory 866 Pricing strategy 837 Prompt engineering 833 Spring Boot 830 MySQL 828 R 824 NLP 822 Web accessibility (WCAG) 814 Zero Trust 812 Airflow 802 Oracle 799 Elasticsearch 789 Redis 785 Reinforcement learning 782 OAuth 777 Unix 777 Sales enablement 775 User research 774 Demand generation 772 RTOS 763 SSO / SAML 758 Splunk 751 Routing & switching 737 SOC 2 722 ServiceNow 718 VPN 705 GraphQL 703 MongoDB 698 Datadog 695 Vector databases 683 SQL Server 673 Cisco 664 JUnit 651 ITIL 650 BigQuery 649 CUDA 644 Helm 644 .NET 643 SIEM 639 Microsoft 365 632 VMware 631 SEO 628 Technical writing 618 CCNA / CCNP 615 Threat modeling 615 HIPAA 612 Serverless 596 gRPC 587 CloudFormation 585 Ruby 583 Microsoft Project 578 LangChain 566 Next.js 559 Budget management 557 Adobe Creative Cloud 554 Marketing automation 551 MATLAB 545 FedRAMP 544 SAFe 541 Product analytics 538 dbt 528 Content strategy 527 SharePoint 527 Penetration testing 521 Jetpack Compose 520 Email marketing 513 ISO 27001 503 GIAC certifications 491 Argo CD 484 CMS 471 pandas 470 scikit-learn 455 macOS 452 EDR 451 Windows Server 447 HubSpot 434 Six Sigma 433 Vue.js 424 OpenTelemetry 424 ELK Stack 418 Typography 416 DynamoDB 411 Looker 411 FastAPI 404 Chef / Puppet 397 Event marketing 392 Photoshop 374 Google Analytics 372 Okta 372 Video editing 371 FPGA 371 Hadoop 368 Load testing 368 React Native 360 OpenShift 340 Paid social 339 SAST / DAST 337 Account-based marketing 336 Illustrator 335 NumPy 329 Flink 325 Service mesh 322 Django 321 Intune / SCCM 319 Redshift 316 CISM 308 OWASP 303 SD-WAN 298 Kanban 295 Blockchain 295 GRC 294 Motion graphics 285 Hugging Face 282 Wireframing 279 RabbitMQ 277 Swift 273 Ruby on Rails 267 Selenium 265 Juniper 264 ClickHouse 260 OKRs 258 Perl 257 Playwright 256 Power Platform 249 Smartsheet 248 Content marketing 242 WebSockets 240 Cassandra 231 Google Ads 228 Pulumi 227 Unreal Engine 226 Wireshark 223 PPC 221 Flask 209 PCI DSS 209 After Effects 209 Information architecture 208 Canva 206 Copywriting 205 SOAR 204 SageMaker 196 Marketo 194 Premiere Pro 193 Redux 192 Asana 189 Vertex AI 180 InDesign 176 Presto / Trino 174 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 164 Cloudflare 161 Hive 160 Jamf 158 Salesforce Marketing Cloud 155 Kinesis 153 Postman 149 Workday 147 pytest 146 Influencer marketing 146 Zapier 144 PHP 142 Jest 141 OSCP 140 Zendesk 132 monday.com 132 Shopify 131 SEM 129 WordPress 127 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 116 Cucumber 113 Verilog / VHDL 107 Jupyter 105 Meta Ads 105 SwiftUI 103 Neo4j 103 Unity 101 CapCut 100 Braze 99 SAS 96 XGBoost 95 WebGL 92 NestJS 92 SEO tools 90 Programmatic advertising 87 Fivetran 86 HashiCorp Vault 85 Google Search Console 85 Nginx 84 VBA 82 Social media tools 80 Informatica 79 Keras 78 Blender 78 Sketch 77 PCB design 76 D3.js 72 Looker Studio 72 Vite 71 Firebase 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 69 Mixpanel 68 Three.js 67 Adobe Analytics 67 Airtable 67 Webflow 66 Webpack 62 Google Tag Manager 59 Iterable 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 52 Klaviyo 51 Objective-C 50 Miro 50 UIKit 48 Elixir 47 Storybook 47 Cinema 4D 44 Maya 44 Appium 43 Lua 42 Sass 40 Markdown 37 Haskell 32 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 15 Clojure 11 Houdini 11 Erlang 8 ZBrush 8 Stata 3
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