States
Alabama 448 Alaska 34 Arizona 645 Arkansas 335 California 15,735 Colorado 1,563 Connecticut 346 Delaware 130 District of Columbia 1,261 Florida 1,360 Georgia 1,139 Hawaii 133 Idaho 184 Illinois 1,858 Indiana 319 Iowa 283 Kansas 116 Kentucky 174 Louisiana 106 Maine 77 Maryland 1,659 Massachusetts 2,254 Michigan 674 Minnesota 396 Mississippi 92 Missouri 494 Montana 55 Nebraska 190 Nevada 223 New Hampshire 119 New Jersey 803 New Mexico 165 New York 7,014 North Carolina 1,181 North Dakota 69 Ohio 681 Oklahoma 180 Oregon 348 Pennsylvania 876 Rhode Island 94 South Carolina 192 South Dakota 57 Tennessee 287 Texas 3,727 Utah 463 Vermont 67 Virginia 3,774 Washington 2,783 West Virginia 71 Wisconsin 319 Wyoming 54
Cities
San Francisco Bay Area, CA 10,668 New York, NY 5,931 Washington, DC 3,647 Seattle, WA 2,166 Los Angeles, CA 2,101 Boston, MA 1,331 Austin, TX 1,270 Chicago, IL 1,171 Dallas–Fort Worth, TX 1,029 Denver, CO 813 Atlanta, GA 724 Raleigh–Durham, NC 490 San Diego, CA 369 Phoenix, AZ 358 Charlotte, NC 343 Houston, TX 264 Miami, FL 227 Pittsburgh, PA 222 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 120 Baltimore, MD 102 Nashville, TN 61 Portland, OR 30
Role
Software Engineer 11,266 Product Manager 3,424 Engineering Manager 2,153 Project Manager 1,965 Program Manager 1,950 Data Scientist 1,544 Machine Learning Engineer 1,542 Security Engineer 1,503 Marketing Manager 1,472 Full Stack Developer 1,224 AI Engineer 1,105 DevOps Engineer 1,091 Data Engineer 916 IT Support Specialist 891 Cybersecurity Analyst 877 Backend Developer 809 Systems Administrator 779 Site Reliability Engineer 743 Graphic Designer 728 Data Analyst 661 Product Marketing Manager 637 Mobile Developer 595 Network Engineer 564 Product Designer 554 Business Analyst 544 Content Writer 527 QA Engineer 490 Growth Marketing Manager 374 Frontend Developer 345 Cloud Engineer 289 PPC Specialist 253 UX Designer 248 Email Marketing Specialist 216 Social Media Manager 210 Community Manager 183 Marketing Analyst 182 Digital Marketing Specialist 181 Creative Director 103 Video Editor 102 SEO Specialist 94 Content Creator 91 Brand Manager 81 Influencer Marketing Manager 70 Scrum Master 70 BI Developer 60 Art Director 52 Web Developer 46 Copywriter 42 Motion Designer 31 3D Artist 31 Game Designer 31 UI Designer 26 Affiliate Manager 22 Animator 22 Web Designer 15
Skills
Python 14,967 Machine learning 9,154 Product roadmapping 8,925 AWS 8,330 CI/CD 7,645 SQL 6,238 Kubernetes 6,220 LLMs 5,852 AI agents 5,600 Linux 5,157 C++ 5,093 Java 4,998 Azure 4,897 Distributed systems 4,859 Agile 4,548 Docker 4,291 Google Cloud 4,126 Git 4,053 Go 4,014 TypeScript 3,968 React 3,609 Terraform 3,396 JavaScript 3,267 Go-to-market 3,027 Jira 2,710 REST APIs 2,688 Test automation 2,683 Incident response 2,499 Product strategy 2,478 PostgreSQL 2,463 C 2,417 Generative AI 2,382 Microservices 2,356 Bash 2,291 Positioning & messaging 2,257 Excel 2,099 GitHub 1,879 Node.js 1,851 Embedded systems 1,850 Rust 1,805 Stakeholder management 1,729 CRM 1,726 Kafka 1,725 PyTorch 1,715 Product marketing 1,704 IAM 1,701 CompTIA certifications 1,608 C# 1,585 Spark 1,578 Computer vision 1,573 Ansible 1,571 Cryptography 1,565 Scrum 1,553 Firmware 1,510 GitLab 1,501 Market research 1,472 Data modeling 1,466 Android 1,458 iOS 1,373 Data warehousing 1,370 PRDs 1,356 Jenkins 1,345 Deep learning 1,338 RAG 1,328 PMP 1,311 Confluence 1,296 Design systems 1,271 NoSQL 1,250 ETL 1,248 OpenAI API 1,242 Vulnerability management 1,240 NIST 1,233 Firewalls 1,219 Salesforce 1,219 Google Workspace 1,126 Competitive analysis 1,125 HTML 1,114 Databricks 1,111 Snowflake 1,109 Grafana 1,104 DNS / DHCP 1,099 TCP/IP 1,094 Kotlin 1,070 Tableau 1,058 PowerShell 1,050 CSS 1,031 Power BI 1,010 Prototyping 1,010 CISSP 1,003 Figma 981 Scala 979 Angular 976 MLOps 931 GitHub Actions 925 Prometheus 925 Brand marketing 910 SAP 907 User stories 906 A/B testing 896 Active Directory 890 TensorFlow 880 Pricing strategy 865 Airflow 842 Prompt engineering 828 Zero Trust 822 OAuth 821 Web accessibility (WCAG) 815 MySQL 813 R 808 Redis 807 Demand generation 805 Reinforcement learning 799 User research 780 SSO / SAML 776 Elasticsearch 775 Sales enablement 775 Spring Boot 770 Oracle 770 NLP 767 Unix 748 SOC 2 743 Routing & switching 742 RTOS 739 Splunk 724 VPN 717 Datadog 712 GraphQL 708 ServiceNow 693 MongoDB 691 SEO 675 Cisco 668 Microsoft 365 667 ITIL 667 Vector databases 659 SIEM 650 CUDA 649 SQL Server 648 .NET 643 Serverless 643 VMware 643 Threat modeling 643 BigQuery 639 Helm 638 Technical writing 620 CCNA / CCNP 618 JUnit 616 HIPAA 608 gRPC 599 CloudFormation 595 Budget management 594 Microsoft Project 588 Next.js 580 Marketing automation 572 Ruby 565 dbt 562 FedRAMP 561 LangChain 559 Email marketing 549 Adobe Creative Cloud 544 Content strategy 544 MATLAB 543 Penetration testing 541 SharePoint 540 Product analytics 537 SAFe 523 Jetpack Compose 517 ISO 27001 515 GIAC certifications 501 Argo CD 479 macOS 471 EDR 470 pandas 464 CMS 463 HubSpot 462 Windows Server 453 Six Sigma 450 scikit-learn 445 OpenTelemetry 443 Vue.js 423 FastAPI 423 DynamoDB 418 ELK Stack 412 Event marketing 411 Typography 407 Looker 406 Google Analytics 403 Okta 401 Chef / Puppet 394 Paid social 375 React Native 374 FPGA 371 Photoshop 368 Video editing 365 Hadoop 357 Load testing 356 SAST / DAST 354 Flink 351 Account-based marketing 350 CISM 338 Blockchain 334 OpenShift 333 Intune / SCCM 332 Illustrator 324 NumPy 320 Redshift 316 OWASP 316 SD-WAN 312 Service mesh 309 Django 306 GRC 306 Kanban 295 Motion graphics 287 Swift 282 Hugging Face 275 ClickHouse 270 Playwright 265 Perl 264 RabbitMQ 264 Wireframing 264 Ruby on Rails 260 Juniper 258 PPC 258 OKRs 251 Content marketing 251 Unreal Engine 249 Selenium 247 Google Ads 246 Smartsheet 243 Power Platform 242 Pulumi 235 WebSockets 233 Wireshark 232 Copywriting 224 PCI DSS 219 Cassandra 214 Information architecture 209 SageMaker 206 Canva 206 After Effects 205 SOAR 202 Flask 199 Asana 199 Premiere Pro 198 Marketo 197 NetSuite 191 Redux 187 Vertex AI 187 Presto / Trino 181 Notion 175 Cypress 174 InDesign 174 Tailwind CSS 162 Influencer marketing 162 Kinesis 160 Jamf 157 Hive 155 Salesforce Marketing Cloud 152 OSCP 147 Workday 143 Zapier 143 PHP 142 SEM 142 Cloudflare 141 Postman 141 pytest 140 Shopify 138 Zendesk 137 Jest 131 Conversion rate optimization 129 Amplitude 123 WordPress 122 New Relic 121 jQuery 117 Meta Ads 115 Unity 110 Verilog / VHDL 110 CapCut 109 SwiftUI 108 Neo4j 106 Cucumber 104 Braze 103 SEO tools 98 Fivetran 96 Jupyter 96 NestJS 94 Programmatic advertising 94 SAS 92 WebGL 89 Google Search Console 89 Affiliate marketing 86 HashiCorp Vault 85 monday.com 84 Nginx 82 Informatica 82 Blender 81 Sketch 80 Social media tools 80 Keras 79 XGBoost 77 Final Cut Pro 77 VBA 76 Mixpanel 76 LinkedIn Ads 75 Vite 73 PCB design 72 Airtable 72 Flutter 70 Webflow 70 Looker Studio 69 Firebase 67 D3.js 66 Adobe Analytics 64 Iterable 64 Webpack 63 Three.js 63 Qlik 60 Svelte 57 DaVinci Resolve 56 Google Tag Manager 56 Klaviyo 54 Objective-C 53 Miro 52 Maya 50 Lua 49 Elixir 49 Storybook 47 UIKit 47 Citrix 47 Sass 42 Appium 41 Cinema 4D 39 TikTok Ads 37 Xcode 36 Haskell 33 Dart 31 Adobe XD 31 Trello 30 Express.js 29 Markdown 29 Alteryx 27 Mailchimp 27 Laravel 26 TestRail 26 Retool 25 AP Style 23 SPSS 21 Framer 21 Substance 3D 20 Amazon Ads 16 Solidity 14 Houdini 14 Clojure 12 ZBrush 10 Erlang 8 Stata 4
