States
Alabama 430 Alaska 33 Arizona 644 Arkansas 338 California 15,762 Colorado 1,552 Connecticut 340 Delaware 132 District of Columbia 1,280 Florida 1,342 Georgia 1,144 Hawaii 132 Idaho 178 Illinois 1,863 Indiana 315 Iowa 283 Kansas 116 Kentucky 172 Louisiana 105 Maine 76 Maryland 1,652 Massachusetts 2,275 Michigan 674 Minnesota 396 Mississippi 92 Missouri 479 Montana 54 Nebraska 188 Nevada 217 New Hampshire 118 New Jersey 802 New Mexico 165 New York 7,025 North Carolina 1,186 North Dakota 67 Ohio 692 Oklahoma 178 Oregon 352 Pennsylvania 876 Rhode Island 92 South Carolina 188 South Dakota 56 Tennessee 284 Texas 3,748 Utah 466 Vermont 66 Virginia 3,760 Washington 2,770 West Virginia 68 Wisconsin 319 Wyoming 53
Cities
San Francisco Bay Area, CA 10,651 New York, NY 5,938 Washington, DC 3,644 Seattle, WA 2,154 Los Angeles, CA 2,115 Boston, MA 1,342 Austin, TX 1,265 Chicago, IL 1,169 Dallas–Fort Worth, TX 1,067 Denver, CO 800 Atlanta, GA 730 Raleigh–Durham, NC 490 San Diego, CA 398 Phoenix, AZ 357 Charlotte, NC 349 Houston, TX 266 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 11,300 Product Manager 3,423 Engineering Manager 2,138 Program Manager 1,970 Project Manager 1,966 Machine Learning Engineer 1,547 Data Scientist 1,544 Security Engineer 1,491 Marketing Manager 1,470 Full Stack Developer 1,231 AI Engineer 1,105 DevOps Engineer 1,092 Data Engineer 912 IT Support Specialist 879 Cybersecurity Analyst 868 Backend Developer 814 Systems Administrator 778 Site Reliability Engineer 747 Graphic Designer 736 Data Analyst 664 Product Marketing Manager 630 Mobile Developer 588 Network Engineer 568 Product Designer 553 Business Analyst 546 Content Writer 531 QA Engineer 495 Growth Marketing Manager 373 Frontend Developer 346 Cloud Engineer 288 PPC Specialist 254 UX Designer 250 Email Marketing Specialist 213 Social Media Manager 213 Community Manager 182 Marketing Analyst 179 Digital Marketing Specialist 178 Creative Director 104 Video Editor 104 SEO Specialist 93 Content Creator 88 Brand Manager 84 Scrum Master 72 Influencer Marketing Manager 70 BI Developer 60 Art Director 53 Web Developer 46 Copywriter 44 Motion Designer 32 Game Designer 32 3D Artist 30 UI Designer 25 Animator 22 Affiliate Manager 21 Web Designer 15
Skills
Python 14,985 Machine learning 9,165 Product roadmapping 8,890 AWS 8,323 CI/CD 7,658 SQL 6,252 Kubernetes 6,209 LLMs 5,857 AI agents 5,591 Linux 5,174 C++ 5,128 Java 5,006 Azure 4,901 Distributed systems 4,867 Agile 4,547 Docker 4,281 Google Cloud 4,103 Git 4,056 Go 4,006 TypeScript 3,984 React 3,605 Terraform 3,393 JavaScript 3,277 Go-to-market 3,001 Jira 2,718 Test automation 2,693 REST APIs 2,672 Incident response 2,488 Product strategy 2,484 PostgreSQL 2,464 C 2,436 Generative AI 2,390 Microservices 2,364 Bash 2,298 Positioning & messaging 2,244 Excel 2,114 GitHub 1,878 Embedded systems 1,864 Node.js 1,854 Rust 1,816 Kafka 1,729 PyTorch 1,727 Stakeholder management 1,726 CRM 1,721 Product marketing 1,696 IAM 1,691 CompTIA certifications 1,592 Spark 1,588 C# 1,583 Computer vision 1,573 Ansible 1,573 Cryptography 1,571 Scrum 1,561 Firmware 1,513 GitLab 1,499 Market research 1,477 Data modeling 1,456 Android 1,455 Data warehousing 1,364 iOS 1,362 Deep learning 1,348 PRDs 1,347 Jenkins 1,346 RAG 1,330 PMP 1,315 Confluence 1,299 Design systems 1,273 NoSQL 1,253 ETL 1,234 OpenAI API 1,233 Vulnerability management 1,224 NIST 1,223 Salesforce 1,220 Firewalls 1,218 Competitive analysis 1,127 Google Workspace 1,126 HTML 1,117 Databricks 1,113 Snowflake 1,109 Grafana 1,106 TCP/IP 1,103 DNS / DHCP 1,100 Tableau 1,066 Kotlin 1,061 PowerShell 1,049 CSS 1,035 Prototyping 1,018 Power BI 1,011 CISSP 1,005 Figma 985 Scala 977 Angular 976 MLOps 934 Prometheus 926 GitHub Actions 924 SAP 915 Brand marketing 915 A/B testing 901 User stories 895 TensorFlow 893 Active Directory 888 Pricing strategy 871 Airflow 834 Prompt engineering 831 Zero Trust 818 Web accessibility (WCAG) 816 R 812 OAuth 811 MySQL 811 Redis 807 Demand generation 807 Reinforcement learning 802 User research 791 SSO / SAML 778 NLP 777 Sales enablement 776 Spring Boot 774 Elasticsearch 772 Oracle 770 Unix 758 Routing & switching 749 RTOS 738 SOC 2 732 Splunk 719 Datadog 716 VPN 714 GraphQL 705 ServiceNow 690 MongoDB 687 ITIL 666 Cisco 666 SEO 665 Microsoft 365 662 SQL Server 656 Vector databases 652 CUDA 646 VMware 644 .NET 642 Helm 642 Serverless 640 SIEM 639 BigQuery 638 Threat modeling 634 Technical writing 619 JUnit 618 CCNA / CCNP 617 HIPAA 606 gRPC 599 Budget management 599 CloudFormation 595 Microsoft Project 589 Next.js 573 Marketing automation 572 Ruby 564 dbt 560 LangChain 559 Adobe Creative Cloud 557 FedRAMP 555 Content strategy 548 MATLAB 543 Email marketing 543 SharePoint 540 Product analytics 534 Penetration testing 529 SAFe 522 Jetpack Compose 517 ISO 27001 515 GIAC certifications 503 Argo CD 477 macOS 469 pandas 466 EDR 465 HubSpot 461 CMS 461 Windows Server 456 scikit-learn 453 OpenTelemetry 444 Six Sigma 441 Vue.js 424 DynamoDB 424 FastAPI 423 Typography 418 ELK Stack 410 Looker 408 Google Analytics 406 Event marketing 403 Chef / Puppet 399 Okta 396 Photoshop 374 Paid social 374 FPGA 372 React Native 369 Video editing 368 Hadoop 364 SAST / DAST 355 Flink 353 Load testing 352 Account-based marketing 351 CISM 336 OpenShift 334 Blockchain 333 Intune / SCCM 332 Illustrator 328 NumPy 321 Redshift 318 SD-WAN 311 Service mesh 310 Django 309 OWASP 309 GRC 301 Kanban 294 Motion graphics 291 Swift 278 Hugging Face 275 ClickHouse 267 RabbitMQ 266 Perl 265 Playwright 263 Wireframing 260 Ruby on Rails 258 Juniper 258 OKRs 254 PPC 253 Content marketing 250 Unreal Engine 249 Google Ads 248 Selenium 245 Smartsheet 243 Power Platform 243 WebSockets 236 Pulumi 232 Wireshark 232 Copywriting 223 PCI DSS 220 Cassandra 216 Information architecture 213 Canva 209 After Effects 209 SageMaker 206 SOAR 202 Asana 200 Premiere Pro 199 Flask 198 Marketo 195 Redux 189 NetSuite 187 Vertex AI 185 Presto / Trino 180 InDesign 176 Notion 175 Cypress 172 Tailwind CSS 161 Cloudflare 161 Influencer marketing 161 Kinesis 156 Jamf 156 Hive 155 Salesforce Marketing Cloud 155 OSCP 147 Zapier 144 Workday 143 Postman 142 PHP 141 pytest 140 SEM 140 Shopify 138 Zendesk 135 Jest 129 Conversion rate optimization 127 WordPress 125 Amplitude 122 New Relic 120 jQuery 116 Meta Ads 116 Unity 112 CapCut 109 Verilog / VHDL 109 monday.com 108 SwiftUI 106 Cucumber 105 Neo4j 103 Braze 103 SEO tools 99 Jupyter 97 NestJS 95 Programmatic advertising 95 Fivetran 94 WebGL 92 Google Search Console 89 SAS 88 Nginx 84 Blender 83 HashiCorp Vault 82 Sketch 82 Affiliate marketing 82 XGBoost 80 Social media tools 80 Informatica 79 Keras 78 Final Cut Pro 77 VBA 76 LinkedIn Ads 76 Mixpanel 75 Vite 73 PCB design 72 Airtable 72 Webflow 71 Flutter 69 Looker Studio 69 D3.js 67 Three.js 67 Firebase 65 Iterable 64 Webpack 63 Adobe Analytics 63 Qlik 60 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 47 Cinema 4D 43 Sass 42 Appium 39 TikTok Ads 36 Haskell 35 Xcode 35 Adobe XD 32 Dart 31 Trello 31 Markdown 30 Express.js 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
