States
Alabama 431 Alaska 33 Arizona 643 Arkansas 338 California 15,743 Colorado 1,552 Connecticut 340 Delaware 132 District of Columbia 1,260 Florida 1,340 Georgia 1,145 Hawaii 132 Idaho 180 Illinois 1,864 Indiana 315 Iowa 284 Kansas 116 Kentucky 172 Louisiana 105 Maine 76 Maryland 1,653 Massachusetts 2,263 Michigan 674 Minnesota 396 Mississippi 92 Missouri 486 Montana 54 Nebraska 188 Nevada 217 New Hampshire 118 New Jersey 808 New Mexico 166 New York 7,021 North Carolina 1,185 North Dakota 67 Ohio 692 Oklahoma 177 Oregon 353 Pennsylvania 874 Rhode Island 92 South Carolina 188 South Dakota 56 Tennessee 283 Texas 3,730 Utah 464 Vermont 66 Virginia 3,764 Washington 2,760 West Virginia 68 Wisconsin 319 Wyoming 53
Cities
San Francisco Bay Area, CA 10,655 New York, NY 5,938 Washington, DC 3,630 Seattle, WA 2,143 Los Angeles, CA 2,116 Boston, MA 1,332 Austin, TX 1,267 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,050 Denver, CO 800 Atlanta, GA 730 Raleigh–Durham, NC 490 San Diego, CA 374 Phoenix, AZ 356 Charlotte, NC 348 Houston, TX 265 Miami, FL 227 Pittsburgh, PA 225 Salt Lake City, UT 170 Philadelphia, PA 166 Detroit, MI 141 Minneapolis, MN 122 Baltimore, MD 103 Nashville, TN 60 Portland, OR 30
Role
Software Engineer 11,288 Product Manager 3,419 Engineering Manager 2,134 Project Manager 1,966 Program Manager 1,958 Machine Learning Engineer 1,545 Data Scientist 1,539 Security Engineer 1,492 Marketing Manager 1,472 Full Stack Developer 1,231 AI Engineer 1,107 DevOps Engineer 1,092 Data Engineer 909 IT Support Specialist 881 Cybersecurity Analyst 870 Backend Developer 813 Systems Administrator 780 Site Reliability Engineer 748 Graphic Designer 737 Data Analyst 663 Product Marketing Manager 628 Mobile Developer 592 Network Engineer 563 Product Designer 553 Business Analyst 544 Content Writer 529 QA Engineer 494 Growth Marketing Manager 372 Frontend Developer 346 Cloud Engineer 286 PPC Specialist 256 UX Designer 250 Email Marketing Specialist 213 Social Media Manager 213 Community Manager 182 Marketing Analyst 180 Digital Marketing Specialist 180 Video Editor 104 Creative Director 102 SEO Specialist 94 Content Creator 88 Brand Manager 83 Scrum Master 72 Influencer Marketing Manager 70 BI Developer 60 Art Director 53 Web Developer 46 Copywriter 44 Motion Designer 32 Game Designer 31 3D Artist 30 UI Designer 25 Animator 22 Affiliate Manager 21 Web Designer 15
Skills
Python 14,968 Machine learning 9,157 Product roadmapping 8,876 AWS 8,314 CI/CD 7,656 SQL 6,251 Kubernetes 6,201 LLMs 5,857 AI agents 5,580 Linux 5,168 C++ 5,104 Java 5,010 Azure 4,891 Distributed systems 4,858 Agile 4,547 Docker 4,278 Google Cloud 4,103 Git 4,057 Go 4,003 TypeScript 3,978 React 3,605 Terraform 3,383 JavaScript 3,277 Go-to-market 3,000 Jira 2,713 Test automation 2,691 REST APIs 2,679 Incident response 2,483 Product strategy 2,482 PostgreSQL 2,464 C 2,432 Generative AI 2,384 Microservices 2,363 Bash 2,292 Positioning & messaging 2,244 Excel 2,117 GitHub 1,875 Node.js 1,852 Embedded systems 1,852 Rust 1,815 Stakeholder management 1,734 Kafka 1,730 CRM 1,725 PyTorch 1,721 Product marketing 1,693 IAM 1,691 CompTIA certifications 1,591 Spark 1,587 C# 1,583 Cryptography 1,570 Computer vision 1,568 Ansible 1,566 Scrum 1,557 Firmware 1,510 GitLab 1,496 Market research 1,476 Android 1,459 Data modeling 1,452 iOS 1,365 Data warehousing 1,364 Deep learning 1,349 PRDs 1,346 Jenkins 1,344 RAG 1,329 PMP 1,311 Confluence 1,299 Design systems 1,272 NoSQL 1,255 ETL 1,234 OpenAI API 1,232 Vulnerability management 1,229 NIST 1,216 Salesforce 1,216 Firewalls 1,213 Google Workspace 1,129 Competitive analysis 1,127 HTML 1,117 Databricks 1,113 Snowflake 1,109 Grafana 1,105 TCP/IP 1,099 DNS / DHCP 1,098 Kotlin 1,068 Tableau 1,064 PowerShell 1,045 CSS 1,037 Prototyping 1,019 Power BI 1,010 CISSP 999 Figma 983 Scala 979 Angular 978 MLOps 930 GitHub Actions 927 Prometheus 923 Brand marketing 910 SAP 903 A/B testing 897 User stories 897 TensorFlow 890 Active Directory 889 Pricing strategy 869 Airflow 833 Prompt engineering 832 Web accessibility (WCAG) 815 MySQL 814 R 813 Zero Trust 812 OAuth 811 Redis 805 Reinforcement learning 803 Demand generation 803 User research 790 SSO / SAML 778 Spring Boot 777 NLP 776 Sales enablement 774 Oracle 772 Elasticsearch 771 Unix 759 Routing & switching 744 SOC 2 735 RTOS 734 Splunk 721 Datadog 717 GraphQL 708 VPN 704 MongoDB 690 ServiceNow 690 SEO 668 ITIL 665 Cisco 665 Microsoft 365 664 SQL Server 658 Vector databases 651 CUDA 646 .NET 642 VMware 642 SIEM 641 Helm 640 Serverless 638 BigQuery 635 Threat modeling 634 Technical writing 619 JUnit 618 CCNA / CCNP 612 HIPAA 607 Budget management 600 gRPC 596 CloudFormation 590 Microsoft Project 587 Marketing automation 573 Next.js 572 Ruby 565 LangChain 560 dbt 558 Adobe Creative Cloud 556 FedRAMP 554 Content strategy 549 MATLAB 543 Email marketing 543 SharePoint 541 Product analytics 535 Penetration testing 531 SAFe 520 Jetpack Compose 519 ISO 27001 515 GIAC certifications 503 Argo CD 477 macOS 471 pandas 466 EDR 466 Windows Server 460 HubSpot 460 CMS 460 scikit-learn 452 OpenTelemetry 445 Six Sigma 441 FastAPI 424 Vue.js 423 DynamoDB 422 Typography 415 ELK Stack 412 Looker 408 Google Analytics 407 Event marketing 403 Chef / Puppet 399 Okta 397 Paid social 376 Photoshop 374 FPGA 372 React Native 369 Video editing 368 Hadoop 363 Flink 354 SAST / DAST 354 Load testing 351 Account-based marketing 348 CISM 337 Intune / SCCM 333 Blockchain 333 OpenShift 332 Illustrator 328 NumPy 321 Redshift 318 OWASP 310 Django 309 Service mesh 309 SD-WAN 307 GRC 302 Kanban 294 Motion graphics 289 Swift 279 Hugging Face 274 ClickHouse 267 RabbitMQ 266 Perl 264 Playwright 263 Wireframing 260 Ruby on Rails 259 Juniper 255 OKRs 255 PPC 255 Content marketing 250 Unreal Engine 249 Google Ads 249 Selenium 245 Power Platform 243 Smartsheet 240 WebSockets 233 Pulumi 232 Wireshark 232 Copywriting 223 PCI DSS 221 Cassandra 215 Information architecture 213 Canva 209 After Effects 209 SageMaker 204 SOAR 202 Flask 199 Premiere Pro 199 Asana 199 Marketo 196 Redux 189 NetSuite 188 Vertex AI 184 Presto / Trino 181 InDesign 177 Notion 175 Cypress 172 Tailwind CSS 161 Influencer marketing 161 Jamf 157 Kinesis 156 Hive 155 Salesforce Marketing Cloud 155 OSCP 147 Zapier 144 Workday 143 PHP 142 Postman 142 pytest 140 SEM 140 Cloudflare 139 Shopify 138 Zendesk 136 Jest 129 Conversion rate optimization 127 WordPress 125 Amplitude 122 New Relic 121 jQuery 117 Meta Ads 116 Unity 112 CapCut 109 Verilog / VHDL 109 SwiftUI 106 Cucumber 105 Neo4j 103 Braze 103 SEO tools 99 Jupyter 97 NestJS 95 Programmatic advertising 95 Fivetran 94 WebGL 91 Google Search Console 89 SAS 88 monday.com 86 Nginx 84 HashiCorp Vault 83 Blender 83 Sketch 81 Affiliate marketing 81 XGBoost 80 Social media tools 80 Informatica 79 Keras 78 Final Cut Pro 77 VBA 76 Mixpanel 75 LinkedIn Ads 75 Vite 73 PCB design 72 Airtable 72 Webflow 70 Flutter 69 Looker Studio 69 D3.js 67 Three.js 67 Firebase 66 Adobe Analytics 65 Iterable 64 Webpack 63 Qlik 59 Google Tag Manager 57 Svelte 56 DaVinci Resolve 56 Klaviyo 53 Miro 52 Objective-C 50 Lua 50 Storybook 50 Maya 49 Elixir 48 UIKit 47 Citrix 46 Cinema 4D 43 Sass 42 Appium 39 TikTok Ads 36 Haskell 35 Xcode 35 Adobe XD 32 Dart 31 Trello 31 Express.js 28 Markdown 28 TestRail 27 Mailchimp 27 Laravel 26 Alteryx 25 Retool 25 Framer 23 AP Style 23 SPSS 21 Substance 3D 19 Amazon Ads 16 Solidity 14 Houdini 14 Clojure 12 ZBrush 10 Erlang 9 Stata 3
