States
Alabama 433 Alaska 32 Arizona 643 Arkansas 426 California 15,685 Colorado 1,538 Connecticut 333 Delaware 126 District of Columbia 1,325 Florida 1,295 Georgia 1,084 Hawaii 130 Idaho 172 Illinois 1,857 Indiana 292 Iowa 264 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,653 Massachusetts 2,278 Michigan 674 Minnesota 398 Mississippi 84 Missouri 464 Montana 48 Nebraska 178 Nevada 186 New Hampshire 104 New Jersey 775 New Mexico 152 New York 6,773 North Carolina 1,164 North Dakota 61 Ohio 672 Oklahoma 172 Oregon 356 Pennsylvania 863 Rhode Island 81 South Carolina 189 South Dakota 50 Tennessee 277 Texas 3,715 Utah 455 Vermont 61 Virginia 3,697 Washington 2,784 West Virginia 63 Wisconsin 316 Wyoming 48
Cities
San Francisco Bay Area, CA 10,672 New York, NY 5,680 Washington, DC 3,635 Seattle, WA 2,167 Los Angeles, CA 2,091 Boston, MA 1,345 Austin, TX 1,225 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,082 Denver, CO 790 Atlanta, GA 711 Raleigh–Durham, NC 480 San Diego, CA 424 Phoenix, AZ 368 Charlotte, NC 338 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 220 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 131 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,302 Product Manager 3,351 Engineering Manager 2,121 Program Manager 1,959 Project Manager 1,937 Data Scientist 1,548 Machine Learning Engineer 1,515 Security Engineer 1,463 Marketing Manager 1,386 Full Stack Developer 1,203 AI Engineer 1,083 DevOps Engineer 1,067 Data Engineer 898 Cybersecurity Analyst 867 IT Support Specialist 865 Backend Developer 789 Systems Administrator 771 Site Reliability Engineer 735 Graphic Designer 717 Data Analyst 646 Product Marketing Manager 626 Mobile Developer 599 Network Engineer 574 Business Analyst 546 Product Designer 541 Content Writer 523 QA Engineer 486 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 306 UX Designer 244 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 173 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 78 Scrum Master 72 BI Developer 65 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,941 Machine learning 9,108 Product roadmapping 8,678 AWS 8,216 CI/CD 7,680 SQL 6,202 Kubernetes 6,162 LLMs 5,785 AI agents 5,432 C++ 5,171 Linux 5,170 Java 5,052 Azure 4,914 Distributed systems 4,795 Agile 4,613 Docker 4,295 Google Cloud 4,097 Git 4,083 Go 3,926 TypeScript 3,910 React 3,576 Terraform 3,355 JavaScript 3,310 Go-to-market 2,944 REST APIs 2,760 Jira 2,721 Test automation 2,667 PostgreSQL 2,462 C 2,461 Incident response 2,442 Generative AI 2,433 Product strategy 2,416 Microservices 2,401 Bash 2,291 Positioning & messaging 2,197 Excel 2,073 GitHub 1,898 Embedded systems 1,884 Node.js 1,858 Rust 1,799 PyTorch 1,742 Stakeholder management 1,730 Kafka 1,727 IAM 1,656 CRM 1,655 Product marketing 1,631 C# 1,610 CompTIA certifications 1,608 Computer vision 1,589 Scrum 1,573 Spark 1,565 Ansible 1,562 Cryptography 1,554 Firmware 1,527 GitLab 1,504 Android 1,465 Market research 1,458 Data modeling 1,422 Jenkins 1,415 Deep learning 1,367 PRDs 1,355 iOS 1,345 RAG 1,340 Data warehousing 1,319 PMP 1,300 Confluence 1,297 Design systems 1,280 NoSQL 1,253 OpenAI API 1,249 NIST 1,223 ETL 1,210 Firewalls 1,203 Vulnerability management 1,202 Salesforce 1,190 Google Workspace 1,156 Grafana 1,141 HTML 1,126 Competitive analysis 1,091 TCP/IP 1,090 Databricks 1,084 Snowflake 1,079 DNS / DHCP 1,070 Tableau 1,066 CSS 1,050 Kotlin 1,043 PowerShell 1,024 Power BI 997 Angular 988 CISSP 980 Prototyping 978 User stories 970 Figma 968 Scala 967 Prometheus 950 MLOps 922 TensorFlow 920 Brand marketing 901 GitHub Actions 893 SAP 883 Active Directory 870 A/B testing 865 Pricing strategy 838 Prompt engineering 824 MySQL 819 Web accessibility (WCAG) 817 Spring Boot 816 Zero Trust 816 R 805 Airflow 803 NLP 796 Reinforcement learning 795 Oracle 786 Elasticsearch 785 Redis 781 Unix 780 User research 776 OAuth 775 Sales enablement 770 Demand generation 767 RTOS 765 SSO / SAML 757 Splunk 748 Routing & switching 736 SOC 2 724 ServiceNow 721 VPN 708 GraphQL 703 Datadog 695 MongoDB 688 SQL Server 679 Cisco 676 Vector databases 669 CUDA 654 ITIL 652 JUnit 652 BigQuery 648 .NET 643 Helm 639 Microsoft 365 639 SIEM 636 Threat modeling 629 SEO 626 VMware 623 CCNA / CCNP 621 Technical writing 620 HIPAA 613 Serverless 604 gRPC 595 Ruby 579 CloudFormation 579 Microsoft Project 571 Next.js 565 Budget management 562 LangChain 556 Adobe Creative Cloud 552 FedRAMP 550 Marketing automation 550 MATLAB 546 SAFe 539 dbt 534 Product analytics 534 SharePoint 529 Penetration testing 527 Content strategy 523 Jetpack Compose 521 Email marketing 507 ISO 27001 504 GIAC certifications 494 Argo CD 486 pandas 471 CMS 462 scikit-learn 458 macOS 455 EDR 450 Windows Server 444 HubSpot 437 Six Sigma 429 OpenTelemetry 425 Vue.js 417 ELK Stack 416 Typography 414 DynamoDB 409 Looker 407 Chef / Puppet 407 FastAPI 404 Event marketing 390 Okta 381 Google Analytics 378 FPGA 371 Photoshop 369 Load testing 366 React Native 364 Video editing 364 Hadoop 363 Paid social 338 SAST / DAST 337 Account-based marketing 334 OpenShift 332 Illustrator 332 Flink 330 NumPy 330 Service mesh 326 Redshift 321 Intune / SCCM 319 Django 317 CISM 311 SD-WAN 301 OWASP 299 Blockchain 298 Kanban 295 GRC 293 RabbitMQ 281 Wireframing 281 Motion graphics 281 Hugging Face 280 Swift 273 Juniper 269 ClickHouse 268 Perl 265 Selenium 264 Ruby on Rails 261 OKRs 261 Playwright 250 Power Platform 249 Smartsheet 247 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Wireshark 228 Cassandra 227 Google Ads 227 PPC 222 Information architecture 211 After Effects 207 PCI DSS 206 Copywriting 206 SOAR 205 Canva 204 Flask 202 Marketo 196 Redux 194 SageMaker 194 Premiere Pro 192 Asana 192 Vertex AI 181 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 163 Hive 161 Cloudflare 160 Jamf 159 Salesforce Marketing Cloud 154 Kinesis 152 Postman 150 Influencer marketing 146 Zapier 146 pytest 145 Workday 143 OSCP 140 PHP 136 Jest 136 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 119 jQuery 116 New Relic 115 Conversion rate optimization 115 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 Jupyter 103 Unity 103 SwiftUI 102 CapCut 101 Braze 101 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 92 SAS 91 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 84 HashiCorp Vault 84 VBA 81 Keras 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Looker Studio 73 Vite 72 Firebase 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Dart 30 Alteryx 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 24 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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