States
Alabama 440 Alaska 44 Arizona 628 Arkansas 383 California 15,127 Colorado 1,546 Connecticut 360 Delaware 127 District of Columbia 1,296 Florida 1,286 Georgia 1,061 Hawaii 128 Idaho 187 Illinois 1,831 Indiana 319 Iowa 288 Kansas 119 Kentucky 164 Louisiana 107 Maine 82 Maryland 1,623 Massachusetts 2,277 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 6,586 North Carolina 1,194 North Dakota 80 Ohio 677 Oklahoma 199 Oregon 346 Pennsylvania 900 Rhode Island 96 South Carolina 193 South Dakota 61 Tennessee 272 Texas 3,604 Utah 458 Vermont 79 Virginia 3,640 Washington 2,727 West Virginia 76 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,242 New York, NY 5,514 Washington, DC 3,555 Seattle, WA 2,107 Los Angeles, CA 2,012 Boston, MA 1,354 Austin, TX 1,182 Chicago, IL 1,142 Dallas–Fort Worth, TX 1,025 Denver, CO 793 Atlanta, GA 683 Raleigh–Durham, NC 482 San Diego, CA 429 Phoenix, AZ 356 Charlotte, NC 349 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 11,165 Product Manager 3,256 Engineering Manager 2,078 Project Manager 1,929 Program Manager 1,877 Data Scientist 1,545 Machine Learning Engineer 1,501 Security Engineer 1,430 Marketing Manager 1,339 Full Stack Developer 1,197 AI Engineer 1,055 DevOps Engineer 1,047 Data Engineer 892 Cybersecurity Analyst 841 IT Support Specialist 825 Backend Developer 798 Systems Administrator 743 Site Reliability Engineer 716 Graphic Designer 691 Data Analyst 672 Product Marketing Manager 607 Mobile Developer 591 Network Engineer 568 Business Analyst 563 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 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 174 Video Editor 95 Brand Manager 92 Creative Director 83 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 22 Web Designer 15
Skills
Python 14,647 Machine learning 9,074 Product roadmapping 8,510 AWS 8,207 CI/CD 7,424 SQL 6,102 Kubernetes 6,020 LLMs 5,646 AI agents 5,216 C++ 5,067 Linux 5,035 Java 4,915 Azure 4,850 Distributed systems 4,687 Agile 4,621 Docker 4,213 Google Cloud 4,061 Git 3,971 TypeScript 3,835 Go 3,813 React 3,549 Terraform 3,296 JavaScript 3,209 Go-to-market 2,824 REST APIs 2,668 Jira 2,648 Test automation 2,561 PostgreSQL 2,456 C 2,449 Generative AI 2,412 Product strategy 2,381 Incident response 2,371 Microservices 2,369 Bash 2,180 Positioning & messaging 2,143 Excel 2,040 Embedded systems 1,881 GitHub 1,848 Node.js 1,817 Stakeholder management 1,765 Rust 1,716 PyTorch 1,702 Kafka 1,684 CRM 1,621 Product marketing 1,606 IAM 1,587 Scrum 1,579 CompTIA certifications 1,574 Spark 1,566 Computer vision 1,555 C# 1,550 Cryptography 1,501 GitLab 1,481 Ansible 1,471 Firmware 1,469 Data modeling 1,441 Market research 1,431 Android 1,416 Deep learning 1,361 Jenkins 1,343 PRDs 1,325 RAG 1,306 iOS 1,304 Data warehousing 1,302 PMP 1,267 Design systems 1,263 Confluence 1,247 NoSQL 1,239 ETL 1,213 OpenAI API 1,203 NIST 1,193 Vulnerability management 1,170 Google Workspace 1,166 Firewalls 1,163 Salesforce 1,163 HTML 1,134 Grafana 1,088 Competitive analysis 1,077 Databricks 1,073 Snowflake 1,072 TCP/IP 1,064 CSS 1,063 Tableau 1,037 DNS / DHCP 1,001 Kotlin 1,000 PowerShell 986 Angular 977 Power BI 973 CISSP 972 Prototyping 962 Figma 960 MLOps 939 TensorFlow 937 Scala 918 Prometheus 906 User stories 901 GitHub Actions 879 SAP 871 Brand marketing 869 R 860 Web accessibility (WCAG) 851 A/B testing 842 NLP 836 Active Directory 834 Prompt engineering 831 Spring Boot 809 Zero Trust 809 Airflow 801 User research 799 Redis 787 Pricing strategy 782 MySQL 780 Demand generation 779 Oracle 770 Sales enablement 766 Elasticsearch 765 RTOS 757 Reinforcement learning 752 Unix 752 SSO / SAML 725 OAuth 716 GraphQL 715 Routing & switching 709 SOC 2 708 ServiceNow 692 Splunk 691 Vector databases 688 VPN 688 MongoDB 687 Datadog 668 SQL Server 655 ITIL 651 Cisco 648 SIEM 636 CUDA 635 Helm 629 .NET 628 SEO 628 Microsoft 365 623 BigQuery 621 JUnit 614 VMware 613 CCNA / CCNP 606 HIPAA 599 Serverless 595 Threat modeling 587 Microsoft Project 585 Technical writing 585 gRPC 584 CloudFormation 581 Ruby 573 Next.js 567 LangChain 553 FedRAMP 544 dbt 540 SAFe 538 MATLAB 536 Product analytics 531 Budget management 530 Marketing automation 526 Content strategy 526 Adobe Creative Cloud 524 Email marketing 517 Jetpack Compose 513 SharePoint 503 Penetration testing 501 GIAC certifications 493 ISO 27001 491 scikit-learn 481 CMS 480 pandas 470 Argo CD 469 EDR 457 macOS 444 Looker 432 Windows Server 431 HubSpot 423 DynamoDB 419 Vue.js 417 ELK Stack 409 Typography 403 Event marketing 403 FastAPI 398 Six Sigma 397 Chef / Puppet 391 OpenTelemetry 389 Google Analytics 371 FPGA 370 Photoshop 368 React Native 349 Hadoop 347 Video editing 346 Okta 342 Load testing 342 SAST / DAST 337 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 250 Smartsheet 240 Content marketing 240 WebSockets 235 Power Platform 234 Unreal Engine 228 Wireshark 222 PPC 221 Flask 220 Google Ads 220 Pulumi 218 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 159 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 pytest 133 SEM 133 Jest 131 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 110 Verilog / VHDL 107 Cucumber 106 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 Airtable 75 Vite 74 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 57 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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