States
Alabama 452 Alaska 45 Arizona 634 Arkansas 442 California 15,335 Colorado 1,544 Connecticut 349 Delaware 134 District of Columbia 1,298 Florida 1,270 Georgia 1,069 Hawaii 136 Idaho 178 Illinois 1,833 Indiana 313 Iowa 294 Kansas 120 Kentucky 159 Louisiana 109 Maine 83 Maryland 1,649 Massachusetts 2,285 Michigan 694 Minnesota 396 Mississippi 94 Missouri 472 Montana 47 Nebraska 181 Nevada 201 New Hampshire 108 New Jersey 825 New Mexico 160 New York 6,684 North Carolina 1,198 North Dakota 76 Ohio 686 Oklahoma 191 Oregon 346 Pennsylvania 910 Rhode Island 93 South Carolina 205 South Dakota 60 Tennessee 282 Texas 3,603 Utah 461 Vermont 73 Virginia 3,698 Washington 2,748 West Virginia 77 Wisconsin 335 Wyoming 64
Cities
San Francisco Bay Area, CA 10,437 New York, NY 5,602 Washington, DC 3,612 Seattle, WA 2,130 Los Angeles, CA 2,031 Boston, MA 1,366 Austin, TX 1,178 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,046 Denver, CO 794 Atlanta, GA 687 Raleigh–Durham, NC 487 San Diego, CA 433 Phoenix, AZ 361 Charlotte, NC 350 Houston, TX 250 Pittsburgh, PA 227 Miami, FL 208 Philadelphia, PA 172 Salt Lake City, UT 165 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,277 Product Manager 3,304 Engineering Manager 2,113 Project Manager 1,922 Program Manager 1,911 Data Scientist 1,581 Machine Learning Engineer 1,516 Security Engineer 1,431 Marketing Manager 1,366 Full Stack Developer 1,200 AI Engineer 1,068 DevOps Engineer 1,066 Data Engineer 905 IT Support Specialist 843 Cybersecurity Analyst 841 Backend Developer 801 Systems Administrator 765 Site Reliability Engineer 721 Graphic Designer 698 Data Analyst 660 Product Marketing Manager 602 Mobile Developer 595 Network Engineer 569 Business Analyst 550 Product Designer 526 Content Writer 520 QA Engineer 498 Growth Marketing Manager 346 Frontend Developer 339 Cloud Engineer 311 UX Designer 248 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 185 Marketing Analyst 172 Community Manager 171 Video Editor 105 Brand Manager 95 Creative Director 84 SEO Specialist 79 Content Creator 79 Scrum Master 71 Influencer Marketing Manager 68 BI Developer 62 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 30 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,863 Machine learning 9,112 Product roadmapping 8,581 AWS 8,283 CI/CD 7,624 SQL 6,225 Kubernetes 6,142 LLMs 5,708 AI agents 5,323 C++ 5,134 Linux 5,060 Java 5,052 Azure 4,897 Distributed systems 4,720 Agile 4,649 Docker 4,291 Google Cloud 4,099 Git 4,090 TypeScript 3,904 Go 3,848 React 3,579 Terraform 3,346 JavaScript 3,309 Go-to-market 2,836 REST APIs 2,760 Jira 2,686 Test automation 2,645 PostgreSQL 2,484 Generative AI 2,477 C 2,436 Product strategy 2,435 Microservices 2,404 Incident response 2,384 Bash 2,233 Positioning & messaging 2,163 Excel 2,049 GitHub 1,892 Embedded systems 1,870 Node.js 1,857 Rust 1,758 Stakeholder management 1,735 PyTorch 1,717 Kafka 1,715 IAM 1,631 CRM 1,625 CompTIA certifications 1,618 Product marketing 1,612 C# 1,604 Scrum 1,601 Spark 1,594 Computer vision 1,566 Cryptography 1,508 Ansible 1,500 GitLab 1,484 Firmware 1,472 Android 1,462 Market research 1,444 Data modeling 1,431 Jenkins 1,407 Deep learning 1,372 PRDs 1,363 iOS 1,329 RAG 1,325 Data warehousing 1,313 Design systems 1,283 Confluence 1,273 PMP 1,265 NoSQL 1,260 ETL 1,217 OpenAI API 1,212 NIST 1,200 Vulnerability management 1,174 Google Workspace 1,173 Firewalls 1,166 Salesforce 1,161 HTML 1,151 Grafana 1,120 Competitive analysis 1,084 CSS 1,082 Databricks 1,078 Snowflake 1,076 TCP/IP 1,067 Tableau 1,061 Kotlin 1,032 DNS / DHCP 1,019 PowerShell 997 Power BI 992 Angular 983 CISSP 979 Prototyping 979 Figma 969 User stories 965 TensorFlow 945 MLOps 944 Scala 942 Prometheus 926 GitHub Actions 894 SAP 886 Brand marketing 884 A/B testing 860 R 859 Spring Boot 850 Active Directory 850 NLP 842 Web accessibility (WCAG) 832 Prompt engineering 826 Airflow 820 MySQL 819 Zero Trust 817 Pricing strategy 805 User research 800 Redis 793 Oracle 791 Elasticsearch 788 Demand generation 774 Unix 762 Reinforcement learning 758 SSO / SAML 755 RTOS 754 Sales enablement 753 OAuth 748 Splunk 732 GraphQL 726 Routing & switching 714 SOC 2 709 ServiceNow 705 VPN 693 MongoDB 690 Vector databases 686 Datadog 679 SQL Server 664 BigQuery 657 ITIL 651 Cisco 645 JUnit 644 CUDA 639 Helm 639 .NET 628 SIEM 625 SEO 624 VMware 621 Microsoft 365 619 CCNA / CCNP 613 HIPAA 604 Technical writing 604 Serverless 600 gRPC 594 CloudFormation 593 Threat modeling 587 Ruby 578 Microsoft Project 574 Next.js 565 LangChain 565 Budget management 552 MATLAB 551 Product analytics 541 Adobe Creative Cloud 539 dbt 536 FedRAMP 536 Content strategy 532 Marketing automation 530 SAFe 527 Jetpack Compose 518 Email marketing 517 SharePoint 504 Penetration testing 499 scikit-learn 487 ISO 27001 487 pandas 485 GIAC certifications 484 CMS 479 Argo CD 476 EDR 448 Windows Server 441 macOS 441 Looker 437 HubSpot 424 DynamoDB 422 ELK Stack 416 Vue.js 415 Six Sigma 415 Typography 414 OpenTelemetry 402 Event marketing 401 FastAPI 398 Chef / Puppet 388 Hadoop 376 FPGA 375 Google Analytics 370 Okta 368 Photoshop 368 Load testing 367 React Native 361 Video editing 359 OpenShift 342 Paid social 342 NumPy 336 Service mesh 334 SAST / DAST 333 Account-based marketing 331 Illustrator 330 Django 324 Redshift 321 Flink 317 Intune / SCCM 309 CISM 306 Kanban 302 Blockchain 297 Wireframing 294 SD-WAN 289 GRC 284 Hugging Face 282 OWASP 282 Motion graphics 278 RabbitMQ 277 Swift 270 Selenium 270 Ruby on Rails 264 Perl 262 ClickHouse 255 Juniper 255 OKRs 254 Playwright 253 Power Platform 250 Content marketing 241 WebSockets 238 Cassandra 237 Smartsheet 237 Unreal Engine 234 Wireshark 221 Google Ads 221 Pulumi 220 Flask 218 PPC 215 After Effects 205 Copywriting 204 Canva 202 Information architecture 202 SageMaker 201 PCI DSS 199 Redux 195 SOAR 193 Asana 192 Marketo 188 Premiere Pro 184 Notion 180 Vertex AI 179 Tailwind CSS 178 InDesign 177 Presto / Trino 174 Cypress 171 NetSuite 170 Hive 162 Kinesis 158 Cloudflare 156 Jamf 154 Salesforce Marketing Cloud 152 Workday 150 Postman 148 Influencer marketing 146 PHP 145 pytest 143 Jest 140 Zapier 139 OSCP 138 Zendesk 133 monday.com 132 SEM 128 Shopify 128 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 118 Cucumber 111 Verilog / VHDL 107 Neo4j 105 SwiftUI 103 Unity 103 Meta Ads 102 Jupyter 101 XGBoost 101 CapCut 101 Braze 97 SAS 96 NestJS 93 Fivetran 93 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Nginx 86 Google Search Console 85 Social media tools 83 HashiCorp Vault 82 Sketch 82 Blender 79 Airtable 79 Keras 77 Informatica 76 D3.js 74 PCB design 73 Looker Studio 72 Vite 70 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 Affiliate marketing 68 Adobe Analytics 67 LinkedIn Ads 67 Mixpanel 66 Flutter 63 Webpack 61 Svelte 57 Iterable 57 Google Tag Manager 57 Qlik 56 Citrix 54 Storybook 52 DaVinci Resolve 52 Elixir 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 39 Markdown 35 Adobe XD 34 Xcode 33 Express.js 32 Haskell 31 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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