States
Alabama 437 Alaska 36 Arizona 650 Arkansas 429 California 15,544 Colorado 1,546 Connecticut 337 Delaware 132 District of Columbia 1,316 Florida 1,299 Georgia 1,102 Hawaii 132 Idaho 180 Illinois 1,858 Indiana 299 Iowa 270 Kansas 112 Kentucky 160 Louisiana 105 Maine 83 Maryland 1,659 Massachusetts 2,284 Michigan 687 Minnesota 405 Mississippi 91 Missouri 487 Montana 51 Nebraska 185 Nevada 197 New Hampshire 108 New Jersey 814 New Mexico 159 New York 6,752 North Carolina 1,181 North Dakota 66 Ohio 694 Oklahoma 183 Oregon 358 Pennsylvania 887 Rhode Island 86 South Carolina 197 South Dakota 56 Tennessee 282 Texas 3,713 Utah 467 Vermont 67 Virginia 3,707 Washington 2,776 West Virginia 69 Wisconsin 328 Wyoming 55
Cities
San Francisco Bay Area, CA 10,565 New York, NY 5,671 Washington, DC 3,639 Seattle, WA 2,152 Los Angeles, CA 2,087 Boston, MA 1,347 Austin, TX 1,212 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,086 Denver, CO 793 Atlanta, GA 716 Raleigh–Durham, NC 475 San Diego, CA 428 Phoenix, AZ 375 Charlotte, NC 353 Houston, TX 256 Pittsburgh, PA 232 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 166 Detroit, MI 142 Minneapolis, MN 131 Baltimore, MD 108 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,274 Product Manager 3,361 Engineering Manager 2,127 Project Manager 1,955 Program Manager 1,954 Data Scientist 1,552 Machine Learning Engineer 1,516 Security Engineer 1,457 Marketing Manager 1,387 Full Stack Developer 1,200 AI Engineer 1,085 DevOps Engineer 1,071 Data Engineer 893 Cybersecurity Analyst 869 IT Support Specialist 862 Backend Developer 786 Systems Administrator 772 Site Reliability Engineer 726 Graphic Designer 707 Data Analyst 647 Product Marketing Manager 634 Mobile Developer 602 Network Engineer 569 Business Analyst 559 Product Designer 538 Content Writer 527 QA Engineer 497 Growth Marketing Manager 344 Frontend Developer 337 Cloud Engineer 304 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 207 Social Media Manager 198 Digital Marketing Specialist 183 Marketing Analyst 176 Community Manager 173 Video Editor 106 Creative Director 95 Brand Manager 90 SEO Specialist 79 Content Creator 78 Scrum Master 75 Influencer Marketing Manager 65 BI Developer 65 Art Director 53 Web Developer 49 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 27 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,907 Machine learning 9,086 Product roadmapping 8,662 AWS 8,224 CI/CD 7,643 SQL 6,220 Kubernetes 6,138 LLMs 5,767 AI agents 5,406 C++ 5,155 Linux 5,128 Java 5,065 Azure 4,893 Distributed systems 4,786 Agile 4,659 Docker 4,284 Google Cloud 4,106 Git 4,085 TypeScript 3,890 Go 3,883 React 3,573 Terraform 3,337 JavaScript 3,309 Go-to-market 2,930 REST APIs 2,770 Jira 2,718 Test automation 2,646 C 2,466 PostgreSQL 2,460 Generative AI 2,455 Incident response 2,433 Product strategy 2,420 Microservices 2,399 Bash 2,291 Positioning & messaging 2,210 Excel 2,068 GitHub 1,912 Embedded systems 1,879 Node.js 1,853 Rust 1,765 Stakeholder management 1,737 PyTorch 1,729 Kafka 1,710 CRM 1,646 IAM 1,645 Product marketing 1,634 CompTIA certifications 1,624 C# 1,605 Scrum 1,586 Computer vision 1,568 Spark 1,561 Ansible 1,540 Cryptography 1,535 GitLab 1,506 Firmware 1,503 Android 1,470 Market research 1,454 Jenkins 1,412 Data modeling 1,411 Deep learning 1,377 PRDs 1,372 RAG 1,349 iOS 1,346 Data warehousing 1,313 PMP 1,310 Confluence 1,291 Design systems 1,275 NoSQL 1,261 OpenAI API 1,240 ETL 1,215 NIST 1,209 Vulnerability management 1,192 Firewalls 1,185 Salesforce 1,176 Google Workspace 1,159 Grafana 1,136 HTML 1,130 Competitive analysis 1,093 Snowflake 1,086 TCP/IP 1,083 Databricks 1,079 DNS / DHCP 1,061 Tableau 1,057 CSS 1,053 Kotlin 1,049 PowerShell 1,022 Angular 989 Power BI 988 User stories 985 CISSP 979 Prototyping 979 Figma 966 Scala 953 Prometheus 948 TensorFlow 922 MLOps 922 GitHub Actions 899 Brand marketing 897 SAP 892 A/B testing 872 Active Directory 863 Pricing strategy 833 Prompt engineering 831 MySQL 827 Spring Boot 826 R 824 NLP 822 Web accessibility (WCAG) 815 Zero Trust 813 Airflow 803 Oracle 796 Elasticsearch 789 Redis 787 Reinforcement learning 781 OAuth 779 Unix 779 User research 775 Sales enablement 775 Demand generation 774 RTOS 761 SSO / SAML 757 Splunk 751 Routing & switching 735 SOC 2 724 ServiceNow 718 GraphQL 704 VPN 703 MongoDB 698 Datadog 692 Vector databases 680 SQL Server 671 Cisco 659 BigQuery 653 ITIL 653 JUnit 651 .NET 642 SIEM 640 CUDA 639 Helm 639 VMware 628 Microsoft 365 628 SEO 622 Technical writing 620 CCNA / CCNP 614 HIPAA 614 Threat modeling 611 gRPC 594 Serverless 593 Ruby 582 Microsoft Project 580 CloudFormation 578 LangChain 565 Next.js 558 Budget management 554 Adobe Creative Cloud 553 Marketing automation 550 MATLAB 544 FedRAMP 543 SAFe 542 Product analytics 540 dbt 527 Content strategy 523 Jetpack Compose 522 SharePoint 522 Penetration testing 519 Email marketing 513 ISO 27001 504 GIAC certifications 486 Argo CD 483 CMS 470 pandas 469 scikit-learn 457 macOS 452 EDR 448 Windows Server 446 HubSpot 434 Six Sigma 430 Vue.js 423 OpenTelemetry 423 Typography 417 Looker 416 ELK Stack 416 DynamoDB 405 FastAPI 404 Chef / Puppet 396 Event marketing 394 Photoshop 374 Google Analytics 371 Video editing 370 FPGA 368 Okta 367 Hadoop 366 Load testing 364 React Native 359 OpenShift 338 Paid social 338 Illustrator 335 Account-based marketing 335 SAST / DAST 333 NumPy 328 Flink 325 Service mesh 323 Django 321 Intune / SCCM 320 Redshift 317 CISM 306 SD-WAN 296 Kanban 296 OWASP 294 Blockchain 294 GRC 293 Motion graphics 285 Hugging Face 282 Wireframing 280 RabbitMQ 275 Swift 273 Ruby on Rails 266 Selenium 263 Juniper 261 ClickHouse 259 OKRs 257 Perl 256 Playwright 254 Power Platform 248 Smartsheet 247 WebSockets 241 Content marketing 240 Cassandra 231 Google Ads 227 Unreal Engine 225 Pulumi 224 Wireshark 222 PPC 220 Flask 209 After Effects 209 PCI DSS 208 Information architecture 207 SOAR 206 Canva 205 Copywriting 205 SageMaker 197 Marketo 194 Premiere Pro 193 Redux 192 Asana 189 Vertex AI 181 Presto / Trino 175 InDesign 175 NetSuite 174 Notion 172 Cypress 170 Tailwind CSS 166 Cloudflare 161 Hive 160 Jamf 158 Salesforce Marketing Cloud 155 Kinesis 151 Postman 148 Workday 147 pytest 146 Influencer marketing 146 Zapier 144 Jest 140 PHP 138 OSCP 138 Zendesk 132 Shopify 132 monday.com 131 SEM 129 WordPress 126 Amplitude 120 New Relic 118 Conversion rate optimization 118 jQuery 116 Cucumber 113 Jupyter 106 Verilog / VHDL 106 SwiftUI 105 Meta Ads 105 Neo4j 102 Unity 101 CapCut 100 Braze 99 XGBoost 95 SAS 93 WebGL 92 NestJS 90 Fivetran 87 Programmatic advertising 87 SEO tools 87 HashiCorp Vault 85 Nginx 84 VBA 83 Google Search Console 82 Social media tools 80 Informatica 78 Blender 78 Keras 77 Sketch 77 PCB design 76 Firebase 73 Vite 72 D3.js 72 Looker Studio 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Mixpanel 68 Airtable 68 Three.js 67 Flutter 67 Webflow 67 Adobe Analytics 66 Webpack 63 Google Tag Manager 59 Iterable 58 Svelte 57 DaVinci Resolve 56 Qlik 54 Citrix 51 Klaviyo 51 Objective-C 50 Miro 50 Elixir 48 UIKit 48 Storybook 47 Cinema 4D 44 Maya 44 Appium 43 Lua 42 Sass 40 Markdown 36 Haskell 33 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 9 ZBrush 8 Stata 3
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