States
Alabama 432 Alaska 35 Arizona 639 Arkansas 422 California 15,684 Colorado 1,524 Connecticut 330 Delaware 132 District of Columbia 1,321 Florida 1,302 Georgia 1,081 Hawaii 134 Idaho 175 Illinois 1,856 Indiana 293 Iowa 263 Kansas 109 Kentucky 158 Louisiana 101 Maine 80 Maryland 1,650 Massachusetts 2,276 Michigan 676 Minnesota 397 Mississippi 88 Missouri 466 Montana 49 Nebraska 180 Nevada 189 New Hampshire 111 New Jersey 790 New Mexico 153 New York 6,789 North Carolina 1,169 North Dakota 63 Ohio 678 Oklahoma 172 Oregon 354 Pennsylvania 876 Rhode Island 81 South Carolina 193 South Dakota 52 Tennessee 285 Texas 3,722 Utah 458 Vermont 62 Virginia 3,695 Washington 2,788 West Virginia 65 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,651 New York, NY 5,693 Washington, DC 3,643 Seattle, WA 2,177 Los Angeles, CA 2,099 Boston, MA 1,354 Austin, TX 1,237 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,077 Denver, CO 791 Atlanta, GA 706 Raleigh–Durham, NC 479 San Diego, CA 421 Phoenix, AZ 362 Charlotte, NC 348 Houston, TX 260 Pittsburgh, PA 232 Miami, FL 223 Salt Lake City, UT 172 Philadelphia, PA 163 Detroit, MI 141 Minneapolis, MN 129 Baltimore, MD 106 Nashville, TN 59 Portland, OR 28
Role
Software Engineer 11,287 Product Manager 3,351 Engineering Manager 2,128 Program Manager 1,961 Project Manager 1,936 Data Scientist 1,539 Machine Learning Engineer 1,516 Security Engineer 1,466 Marketing Manager 1,399 Full Stack Developer 1,208 AI Engineer 1,103 DevOps Engineer 1,077 Data Engineer 898 IT Support Specialist 863 Cybersecurity Analyst 861 Backend Developer 806 Systems Administrator 766 Site Reliability Engineer 747 Graphic Designer 721 Data Analyst 640 Product Marketing Manager 633 Mobile Developer 590 Network Engineer 572 Business Analyst 552 Product Designer 542 Content Writer 522 QA Engineer 490 Growth Marketing Manager 349 Frontend Developer 335 Cloud Engineer 303 UX Designer 243 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 197 Marketing Analyst 177 Community Manager 176 Digital Marketing Specialist 172 Video Editor 105 Creative Director 96 Brand Manager 93 SEO Specialist 81 Content Creator 78 Scrum Master 71 BI Developer 65 Influencer Marketing Manager 61 Web Developer 52 Art Director 51 Copywriter 46 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,950 Machine learning 9,114 Product roadmapping 8,700 AWS 8,226 CI/CD 7,686 SQL 6,196 Kubernetes 6,172 LLMs 5,805 AI agents 5,459 C++ 5,167 Linux 5,154 Java 5,066 Azure 4,934 Distributed systems 4,827 Agile 4,594 Docker 4,302 Google Cloud 4,091 Git 4,083 Go 3,945 TypeScript 3,931 React 3,584 Terraform 3,367 JavaScript 3,307 Go-to-market 2,958 REST APIs 2,760 Jira 2,700 Test automation 2,681 PostgreSQL 2,470 C 2,456 Incident response 2,449 Generative AI 2,435 Product strategy 2,427 Microservices 2,399 Bash 2,290 Positioning & messaging 2,214 Excel 2,077 GitHub 1,901 Embedded systems 1,883 Node.js 1,855 Rust 1,809 PyTorch 1,735 Stakeholder management 1,735 Kafka 1,734 IAM 1,666 CRM 1,651 Product marketing 1,645 C# 1,607 CompTIA certifications 1,604 Computer vision 1,588 Spark 1,576 Scrum 1,573 Cryptography 1,562 Ansible 1,554 Firmware 1,531 GitLab 1,488 Market research 1,469 Android 1,465 Data modeling 1,440 Jenkins 1,407 Deep learning 1,364 PRDs 1,354 iOS 1,348 RAG 1,347 Data warehousing 1,324 PMP 1,314 Confluence 1,288 Design systems 1,280 NoSQL 1,262 OpenAI API 1,243 ETL 1,220 Firewalls 1,210 NIST 1,209 Vulnerability management 1,193 Salesforce 1,191 Google Workspace 1,153 Grafana 1,139 HTML 1,120 TCP/IP 1,106 Competitive analysis 1,095 Snowflake 1,084 Databricks 1,084 DNS / DHCP 1,082 Tableau 1,070 CSS 1,050 Kotlin 1,044 PowerShell 1,032 Power BI 1,011 Angular 991 CISSP 983 Scala 974 Prototyping 974 Figma 967 User stories 963 Prometheus 956 MLOps 928 TensorFlow 910 Brand marketing 906 GitHub Actions 900 SAP 880 Active Directory 868 A/B testing 857 Pricing strategy 848 MySQL 821 Web accessibility (WCAG) 815 Prompt engineering 815 Zero Trust 813 R 808 Spring Boot 808 Airflow 802 Reinforcement learning 802 NLP 790 Redis 788 Oracle 785 Elasticsearch 783 OAuth 781 Demand generation 773 Unix 771 User research 770 Sales enablement 767 RTOS 761 Splunk 750 SSO / SAML 750 Routing & switching 734 SOC 2 722 ServiceNow 718 VPN 709 Datadog 705 GraphQL 703 MongoDB 687 SQL Server 678 Cisco 674 Vector databases 656 .NET 655 CUDA 653 JUnit 647 BigQuery 645 Microsoft 365 644 ITIL 644 Helm 643 SIEM 635 VMware 632 Threat modeling 630 Technical writing 628 SEO 626 CCNA / CCNP 623 Serverless 617 HIPAA 608 gRPC 594 CloudFormation 586 Microsoft Project 575 Budget management 574 Ruby 573 Next.js 566 LangChain 559 Adobe Creative Cloud 554 FedRAMP 550 Marketing automation 549 MATLAB 547 dbt 537 SharePoint 532 SAFe 530 Content strategy 527 Penetration testing 525 Product analytics 525 Jetpack Compose 517 ISO 27001 504 Email marketing 501 GIAC certifications 499 Argo CD 487 pandas 466 CMS 460 macOS 459 scikit-learn 451 Windows Server 449 EDR 449 HubSpot 439 Six Sigma 435 OpenTelemetry 431 Vue.js 418 ELK Stack 418 Typography 411 FastAPI 409 DynamoDB 407 Chef / Puppet 404 Looker 397 Event marketing 395 Okta 377 Google Analytics 376 FPGA 375 Photoshop 369 React Native 365 Hadoop 363 Load testing 363 Video editing 363 SAST / DAST 340 Flink 334 Account-based marketing 334 OpenShift 331 Illustrator 330 Paid social 329 NumPy 324 Redshift 318 Service mesh 318 Intune / SCCM 318 CISM 315 Django 312 SD-WAN 306 OWASP 302 GRC 297 Blockchain 295 Kanban 292 RabbitMQ 284 Hugging Face 279 Motion graphics 279 Wireframing 278 Juniper 269 Swift 267 Perl 266 ClickHouse 265 Selenium 262 OKRs 261 Ruby on Rails 258 Playwright 253 Power Platform 247 Smartsheet 246 Content marketing 243 WebSockets 239 Wireshark 231 Unreal Engine 231 Pulumi 230 Cassandra 227 Google Ads 225 PPC 217 Information architecture 208 PCI DSS 207 Canva 207 Copywriting 205 SOAR 204 Flask 203 After Effects 203 Redux 196 SageMaker 195 Marketo 195 Premiere Pro 194 Asana 189 Vertex AI 181 Presto / Trino 177 Notion 177 NetSuite 177 InDesign 174 Cypress 170 Hive 160 Tailwind CSS 159 Cloudflare 158 Jamf 154 Postman 153 Kinesis 152 Salesforce Marketing Cloud 147 pytest 146 Zapier 146 Influencer marketing 144 Workday 144 OSCP 143 PHP 139 Jest 138 monday.com 133 Shopify 133 Zendesk 129 SEM 129 WordPress 124 Amplitude 118 New Relic 118 jQuery 117 Cucumber 114 Conversion rate optimization 114 Verilog / VHDL 110 Meta Ads 108 Jupyter 102 Unity 102 SwiftUI 100 Neo4j 99 CapCut 99 NestJS 96 Braze 95 SAS 94 WebGL 92 SEO tools 89 Programmatic advertising 87 Fivetran 86 XGBoost 85 Google Search Console 85 Nginx 84 Blender 83 HashiCorp Vault 82 Keras 81 VBA 79 PCB design 78 Sketch 77 Social media tools 77 Informatica 75 Vite 72 Firebase 72 Final Cut Pro 72 Affiliate marketing 72 Looker Studio 71 LinkedIn Ads 71 Mixpanel 69 D3.js 67 Airtable 67 Three.js 66 Flutter 66 Webflow 66 Adobe Analytics 61 Webpack 60 DaVinci Resolve 57 Qlik 56 Iterable 55 Google Tag Manager 55 Svelte 54 Citrix 54 Klaviyo 51 Storybook 50 Miro 49 Objective-C 47 Elixir 47 Maya 46 Lua 45 UIKit 44 Cinema 4D 42 Sass 41 Appium 40 Markdown 36 Haskell 34 Adobe XD 32 Xcode 31 Dart 30 Alteryx 30 Trello 29 Express.js 28 TestRail 28 TikTok Ads 28 Mailchimp 26 Laravel 25 SPSS 23 Retool 23 Framer 21 AP Style 21 Substance 3D 17 Amazon Ads 17 Houdini 15 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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