States
Alabama 447 Alaska 42 Arizona 646 Arkansas 435 California 15,518 Colorado 1,551 Connecticut 341 Delaware 134 District of Columbia 1,314 Florida 1,297 Georgia 1,078 Hawaii 137 Idaho 184 Illinois 1,856 Indiana 302 Iowa 276 Kansas 117 Kentucky 164 Louisiana 111 Maine 87 Maryland 1,659 Massachusetts 2,286 Michigan 690 Minnesota 410 Mississippi 95 Missouri 491 Montana 49 Nebraska 185 Nevada 199 New Hampshire 112 New Jersey 812 New Mexico 163 New York 6,748 North Carolina 1,177 North Dakota 71 Ohio 693 Oklahoma 186 Oregon 361 Pennsylvania 885 Rhode Island 92 South Carolina 201 South Dakota 61 Tennessee 283 Texas 3,695 Utah 470 Vermont 71 Virginia 3,696 Washington 2,777 West Virginia 74 Wisconsin 328 Wyoming 59
Cities
San Francisco Bay Area, CA 10,542 New York, NY 5,659 Washington, DC 3,627 Seattle, WA 2,152 Los Angeles, CA 2,082 Boston, MA 1,345 Austin, TX 1,206 Chicago, IL 1,164 Dallas–Fort Worth, TX 1,078 Denver, CO 791 Atlanta, GA 703 Raleigh–Durham, NC 472 San Diego, CA 427 Phoenix, AZ 371 Charlotte, NC 348 Houston, TX 254 Pittsburgh, PA 232 Miami, FL 218 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 129 Baltimore, MD 109 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,252 Product Manager 3,323 Engineering Manager 2,119 Project Manager 1,943 Program Manager 1,941 Data Scientist 1,551 Machine Learning Engineer 1,519 Security Engineer 1,452 Marketing Manager 1,378 Full Stack Developer 1,199 AI Engineer 1,083 DevOps Engineer 1,067 Data Engineer 888 Cybersecurity Analyst 861 IT Support Specialist 858 Backend Developer 782 Systems Administrator 774 Site Reliability Engineer 726 Graphic Designer 704 Data Analyst 646 Product Marketing Manager 632 Mobile Developer 598 Network Engineer 568 Business Analyst 552 Product Designer 538 Content Writer 523 QA Engineer 504 Growth Marketing Manager 344 Frontend Developer 337 Cloud Engineer 303 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 206 Social Media Manager 199 Digital Marketing Specialist 183 Community Manager 173 Marketing Analyst 172 Video Editor 105 Creative Director 94 Brand Manager 91 SEO Specialist 79 Content Creator 79 Scrum Master 75 Influencer Marketing Manager 66 BI Developer 64 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,856 Machine learning 9,059 Product roadmapping 8,627 AWS 8,210 CI/CD 7,634 SQL 6,196 Kubernetes 6,129 LLMs 5,749 AI agents 5,385 C++ 5,132 Linux 5,103 Java 5,045 Azure 4,877 Distributed systems 4,776 Agile 4,631 Docker 4,285 Git 4,086 Google Cloud 4,084 TypeScript 3,874 Go 3,874 React 3,572 Terraform 3,326 JavaScript 3,301 Go-to-market 2,914 REST APIs 2,759 Jira 2,701 Test automation 2,639 Generative AI 2,455 C 2,454 PostgreSQL 2,452 Incident response 2,424 Product strategy 2,404 Microservices 2,397 Bash 2,282 Positioning & messaging 2,189 Excel 2,046 GitHub 1,909 Embedded systems 1,871 Node.js 1,848 Rust 1,755 PyTorch 1,724 Stakeholder management 1,723 Kafka 1,707 IAM 1,634 CRM 1,634 Product marketing 1,627 CompTIA certifications 1,618 C# 1,600 Scrum 1,572 Computer vision 1,560 Spark 1,559 Cryptography 1,531 Ansible 1,530 GitLab 1,507 Firmware 1,492 Android 1,465 Market research 1,443 Jenkins 1,406 Data modeling 1,401 Deep learning 1,375 PRDs 1,359 RAG 1,346 iOS 1,340 Data warehousing 1,318 PMP 1,297 Confluence 1,281 Design systems 1,273 NoSQL 1,250 OpenAI API 1,244 ETL 1,214 NIST 1,201 Firewalls 1,181 Vulnerability management 1,181 Salesforce 1,163 Google Workspace 1,158 Grafana 1,130 HTML 1,124 Competitive analysis 1,090 Snowflake 1,083 TCP/IP 1,083 Databricks 1,076 DNS / DHCP 1,056 Tableau 1,049 CSS 1,045 Kotlin 1,043 PowerShell 1,024 Angular 989 Power BI 985 CISSP 978 Prototyping 976 User stories 972 Figma 964 Scala 949 Prometheus 943 MLOps 926 TensorFlow 922 GitHub Actions 893 Brand marketing 891 SAP 887 A/B testing 870 Active Directory 861 Spring Boot 831 Prompt engineering 830 MySQL 829 NLP 824 R 823 Pricing strategy 823 Web accessibility (WCAG) 817 Zero Trust 806 Airflow 802 Oracle 797 Redis 788 Elasticsearch 785 Unix 776 OAuth 773 Reinforcement learning 771 Sales enablement 771 Demand generation 770 User research 768 SSO / SAML 754 RTOS 754 Splunk 745 Routing & switching 731 SOC 2 724 ServiceNow 712 GraphQL 705 MongoDB 696 VPN 696 Datadog 693 Vector databases 685 SQL Server 674 Cisco 655 JUnit 654 BigQuery 646 ITIL 646 .NET 639 Helm 637 CUDA 635 SIEM 632 VMware 623 Microsoft 365 623 Technical writing 618 HIPAA 617 SEO 617 CCNA / CCNP 616 Threat modeling 607 Serverless 593 gRPC 590 Ruby 583 Microsoft Project 577 CloudFormation 575 LangChain 565 Next.js 560 Budget management 555 Adobe Creative Cloud 548 MATLAB 542 SAFe 542 Marketing automation 542 FedRAMP 540 Product analytics 537 dbt 526 Jetpack Compose 522 Content strategy 519 Penetration testing 518 SharePoint 514 Email marketing 509 ISO 27001 499 GIAC certifications 490 Argo CD 482 pandas 470 CMS 468 scikit-learn 463 macOS 454 Windows Server 448 EDR 446 HubSpot 433 Six Sigma 428 Vue.js 422 ELK Stack 421 Looker 418 OpenTelemetry 417 Typography 414 FastAPI 405 DynamoDB 405 Event marketing 394 Chef / Puppet 392 Photoshop 372 Google Analytics 370 Okta 369 Video editing 368 FPGA 366 Hadoop 365 Load testing 362 React Native 361 OpenShift 336 Paid social 336 Illustrator 335 SAST / DAST 334 Account-based marketing 332 Service mesh 329 NumPy 326 Django 322 Flink 320 Intune / SCCM 319 Redshift 314 CISM 306 OWASP 294 Kanban 293 Blockchain 292 GRC 291 SD-WAN 290 Hugging Face 283 Motion graphics 283 Wireframing 281 RabbitMQ 276 Swift 270 Ruby on Rails 266 Selenium 266 Juniper 258 ClickHouse 257 Perl 255 OKRs 255 Playwright 254 Power Platform 245 Smartsheet 243 WebSockets 242 Content marketing 240 Cassandra 230 Google Ads 226 Wireshark 224 Pulumi 223 Unreal Engine 220 PPC 217 Flask 211 PCI DSS 207 After Effects 207 Information architecture 206 Copywriting 206 Canva 204 SOAR 203 SageMaker 197 Marketo 194 Redux 191 Premiere Pro 191 Asana 188 Vertex AI 181 NetSuite 176 InDesign 174 Notion 174 Presto / Trino 173 Cypress 171 Tailwind CSS 166 Hive 160 Cloudflare 159 Jamf 157 Salesforce Marketing Cloud 155 Postman 153 Kinesis 150 Influencer marketing 148 pytest 147 Workday 147 Zapier 145 PHP 140 OSCP 138 Jest 138 Shopify 132 Zendesk 131 monday.com 129 SEM 129 WordPress 126 Amplitude 120 Conversion rate optimization 119 New Relic 118 Cucumber 117 jQuery 116 Verilog / VHDL 106 SwiftUI 105 Meta Ads 105 Neo4j 104 Jupyter 103 CapCut 101 Unity 98 Braze 97 XGBoost 95 SAS 93 WebGL 92 NestJS 90 Fivetran 88 Programmatic advertising 87 SEO tools 85 HashiCorp Vault 84 VBA 83 Nginx 83 Google Search Console 81 Social media tools 80 Informatica 78 Sketch 78 Keras 77 Blender 76 PCB design 76 D3.js 74 Firebase 73 Final Cut Pro 72 Vite 71 Looker Studio 71 Affiliate marketing 70 LinkedIn Ads 69 Airtable 68 Three.js 67 Flutter 67 Webflow 67 Mixpanel 66 Webpack 63 Adobe Analytics 63 Google Tag Manager 59 Svelte 57 Iterable 57 DaVinci Resolve 54 Qlik 53 Klaviyo 51 Objective-C 50 Citrix 50 Miro 49 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 42 Sass 40 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 30 Adobe XD 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Retool 25 Laravel 24 SPSS 23 Framer 21 AP Style 19 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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