States
Alabama 442 Alaska 43 Arizona 641 Arkansas 434 California 15,450 Colorado 1,534 Connecticut 341 Delaware 133 District of Columbia 1,319 Florida 1,280 Georgia 1,079 Hawaii 136 Idaho 176 Illinois 1,839 Indiana 307 Iowa 276 Kansas 117 Kentucky 164 Louisiana 112 Maine 82 Maryland 1,640 Massachusetts 2,279 Michigan 692 Minnesota 414 Mississippi 96 Missouri 483 Montana 49 Nebraska 183 Nevada 199 New Hampshire 112 New Jersey 806 New Mexico 163 New York 6,706 North Carolina 1,185 North Dakota 72 Ohio 691 Oklahoma 186 Oregon 355 Pennsylvania 881 Rhode Island 94 South Carolina 199 South Dakota 60 Tennessee 284 Texas 3,677 Utah 466 Vermont 72 Virginia 3,658 Washington 2,770 West Virginia 76 Wisconsin 335 Wyoming 61
Cities
San Francisco Bay Area, CA 10,482 New York, NY 5,620 Washington, DC 3,599 Seattle, WA 2,146 Los Angeles, CA 2,069 Boston, MA 1,344 Austin, TX 1,198 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,063 Denver, CO 789 Atlanta, GA 698 Raleigh–Durham, NC 472 San Diego, CA 428 Phoenix, AZ 359 Charlotte, NC 345 Houston, TX 251 Pittsburgh, PA 230 Miami, FL 213 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 142 Minneapolis, MN 131 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,217 Product Manager 3,308 Engineering Manager 2,106 Program Manager 1,932 Project Manager 1,929 Data Scientist 1,553 Machine Learning Engineer 1,502 Security Engineer 1,446 Marketing Manager 1,362 Full Stack Developer 1,209 AI Engineer 1,075 DevOps Engineer 1,070 Data Engineer 895 Cybersecurity Analyst 854 IT Support Specialist 853 Backend Developer 793 Systems Administrator 771 Site Reliability Engineer 725 Graphic Designer 696 Data Analyst 648 Product Marketing Manager 632 Mobile Developer 598 Network Engineer 570 Business Analyst 550 Product Designer 532 Content Writer 520 QA Engineer 507 Growth Marketing Manager 345 Frontend Developer 338 Cloud Engineer 305 UX Designer 239 PPC Specialist 223 Email Marketing Specialist 208 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 171 Community Manager 171 Video Editor 104 Creative Director 92 Brand Manager 92 SEO Specialist 80 Content Creator 79 Scrum Master 70 Influencer Marketing Manager 65 BI Developer 64 Art Director 51 Web Developer 50 Copywriter 48 Motion Designer 37 Game Designer 36 3D Artist 28 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,859 Machine learning 9,045 Product roadmapping 8,590 AWS 8,202 CI/CD 7,594 SQL 6,197 Kubernetes 6,110 LLMs 5,737 AI agents 5,371 C++ 5,132 Linux 5,077 Java 5,048 Azure 4,856 Distributed systems 4,747 Agile 4,590 Docker 4,261 Google Cloud 4,080 Git 4,066 TypeScript 3,886 Go 3,864 React 3,581 Terraform 3,323 JavaScript 3,298 Go-to-market 2,885 REST APIs 2,762 Jira 2,680 Test automation 2,631 PostgreSQL 2,465 Generative AI 2,449 C 2,442 Incident response 2,405 Product strategy 2,403 Microservices 2,379 Bash 2,235 Positioning & messaging 2,169 Excel 2,041 GitHub 1,909 Embedded systems 1,861 Node.js 1,848 Rust 1,758 Stakeholder management 1,715 PyTorch 1,714 Kafka 1,708 Product marketing 1,630 CRM 1,628 IAM 1,627 CompTIA certifications 1,621 C# 1,607 Spark 1,577 Computer vision 1,575 Scrum 1,563 Cryptography 1,514 Ansible 1,502 GitLab 1,490 Firmware 1,486 Android 1,465 Market research 1,442 Data modeling 1,415 Jenkins 1,403 Deep learning 1,376 PRDs 1,356 iOS 1,337 RAG 1,337 Data warehousing 1,314 PMP 1,285 Design systems 1,283 Confluence 1,273 NoSQL 1,237 ETL 1,229 OpenAI API 1,228 NIST 1,201 Vulnerability management 1,184 Firewalls 1,176 Google Workspace 1,159 Salesforce 1,158 HTML 1,137 Grafana 1,127 Competitive analysis 1,093 Snowflake 1,086 TCP/IP 1,076 CSS 1,070 Databricks 1,068 Tableau 1,059 DNS / DHCP 1,054 Kotlin 1,042 PowerShell 1,004 Power BI 985 Prototyping 976 Angular 975 CISSP 971 Figma 961 User stories 961 Prometheus 941 Scala 938 MLOps 924 TensorFlow 918 GitHub Actions 893 SAP 892 Brand marketing 885 A/B testing 867 Active Directory 854 Spring Boot 831 MySQL 830 R 825 Prompt engineering 825 NLP 822 Pricing strategy 818 Web accessibility (WCAG) 817 Airflow 810 Oracle 802 Zero Trust 801 Redis 789 Elasticsearch 786 User research 778 Reinforcement learning 770 Demand generation 770 Unix 764 Sales enablement 761 OAuth 756 SSO / SAML 754 RTOS 750 Splunk 731 Routing & switching 726 SOC 2 712 GraphQL 706 ServiceNow 706 VPN 695 Datadog 689 MongoDB 686 Vector databases 681 SQL Server 674 BigQuery 652 Cisco 652 JUnit 649 ITIL 647 Helm 639 CUDA 636 SIEM 631 .NET 629 VMware 624 Microsoft 365 617 CCNA / CCNP 617 SEO 617 HIPAA 614 Technical writing 607 Threat modeling 596 Serverless 593 gRPC 587 Microsoft Project 577 CloudFormation 576 Ruby 575 Next.js 568 LangChain 558 MATLAB 550 Budget management 546 Marketing automation 544 Adobe Creative Cloud 540 Product analytics 537 FedRAMP 535 dbt 529 SAFe 526 Content strategy 524 Jetpack Compose 520 Email marketing 520 SharePoint 516 Penetration testing 514 ISO 27001 495 GIAC certifications 489 Argo CD 478 pandas 477 scikit-learn 465 CMS 463 macOS 447 EDR 447 Windows Server 440 HubSpot 434 Six Sigma 426 Vue.js 425 Looker 424 ELK Stack 414 DynamoDB 410 Typography 408 FastAPI 402 OpenTelemetry 402 Event marketing 398 Chef / Puppet 380 Hadoop 371 Google Analytics 369 Photoshop 368 Video editing 368 FPGA 368 Load testing 365 Okta 364 React Native 361 Paid social 343 OpenShift 336 Account-based marketing 336 Illustrator 334 SAST / DAST 333 NumPy 331 Service mesh 331 Django 325 Intune / SCCM 319 Flink 317 Redshift 311 CISM 300 SD-WAN 293 OWASP 293 Kanban 291 Blockchain 291 Wireframing 290 GRC 286 Motion graphics 284 Hugging Face 281 Swift 270 RabbitMQ 267 Selenium 264 ClickHouse 263 Ruby on Rails 261 Juniper 258 Playwright 255 OKRs 255 Perl 251 Power Platform 248 WebSockets 241 Content marketing 238 Smartsheet 237 Unreal Engine 230 Cassandra 229 Google Ads 227 Pulumi 222 Wireshark 222 PPC 217 Flask 216 After Effects 210 Canva 205 PCI DSS 204 Information architecture 201 Copywriting 201 SageMaker 196 SOAR 194 Redux 193 Marketo 192 Premiere Pro 191 Asana 188 Vertex AI 182 Tailwind CSS 177 NetSuite 176 Presto / Trino 173 InDesign 172 Notion 171 Cypress 167 Hive 161 Cloudflare 157 Jamf 155 Salesforce Marketing Cloud 153 Postman 152 Kinesis 151 pytest 151 Influencer marketing 147 Workday 147 Zapier 142 Jest 140 PHP 137 OSCP 137 monday.com 133 Zendesk 132 Shopify 132 SEM 128 WordPress 125 Amplitude 121 Conversion rate optimization 121 jQuery 116 New Relic 116 Cucumber 115 Meta Ads 107 SwiftUI 106 Jupyter 104 Unity 104 Verilog / VHDL 104 CapCut 100 Neo4j 99 Braze 96 SAS 95 XGBoost 95 WebGL 91 NestJS 91 Fivetran 91 Programmatic advertising 89 VBA 87 SEO tools 85 Nginx 83 HashiCorp Vault 82 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 79 Keras 79 Blender 79 D3.js 74 Firebase 74 Looker Studio 73 PCB design 73 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 69 Vite 68 Three.js 68 Flutter 68 Airtable 67 Mixpanel 66 Adobe Analytics 62 Webpack 60 Svelte 58 Iterable 57 Google Tag Manager 57 Qlik 55 DaVinci Resolve 54 Citrix 52 Klaviyo 51 Objective-C 49 Miro 49 Elixir 48 UIKit 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 43 Lua 41 Sass 37 Markdown 36 Express.js 32 Xcode 32 Haskell 31 Alteryx 31 Adobe XD 31 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 23 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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