States
Alabama 441 Alaska 44 Arizona 624 Arkansas 388 California 15,109 Colorado 1,550 Connecticut 361 Delaware 129 District of Columbia 1,296 Florida 1,295 Georgia 1,062 Hawaii 131 Idaho 191 Illinois 1,833 Indiana 316 Iowa 290 Kansas 119 Kentucky 165 Louisiana 108 Maine 86 Maryland 1,633 Massachusetts 2,264 Michigan 705 Minnesota 402 Mississippi 94 Missouri 474 Montana 52 Nebraska 179 Nevada 198 New Hampshire 110 New Jersey 808 New Mexico 160 New York 6,597 North Carolina 1,209 North Dakota 81 Ohio 677 Oklahoma 194 Oregon 346 Pennsylvania 904 Rhode Island 99 South Carolina 200 South Dakota 62 Tennessee 274 Texas 3,593 Utah 460 Vermont 80 Virginia 3,646 Washington 2,724 West Virginia 77 Wisconsin 344 Wyoming 67
Cities
San Francisco Bay Area, CA 10,238 New York, NY 5,525 Washington, DC 3,563 Seattle, WA 2,102 Los Angeles, CA 2,007 Boston, MA 1,347 Austin, TX 1,174 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,028 Denver, CO 798 Atlanta, GA 680 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 360 Phoenix, AZ 354 Houston, TX 260 Pittsburgh, PA 227 Miami, FL 210 Philadelphia, PA 167 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 127 Baltimore, MD 98 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,161 Product Manager 3,267 Engineering Manager 2,089 Project Manager 1,920 Program Manager 1,886 Data Scientist 1,549 Machine Learning Engineer 1,505 Security Engineer 1,433 Marketing Manager 1,345 Full Stack Developer 1,190 AI Engineer 1,063 DevOps Engineer 1,044 Data Engineer 892 Cybersecurity Analyst 841 IT Support Specialist 828 Backend Developer 798 Systems Administrator 746 Site Reliability Engineer 722 Graphic Designer 693 Data Analyst 666 Product Marketing Manager 605 Mobile Developer 591 Business Analyst 562 Network Engineer 561 Product Designer 520 Content Writer 504 QA Engineer 500 Growth Marketing Manager 351 Frontend Developer 338 Cloud Engineer 301 UX Designer 249 PPC Specialist 214 Email Marketing Specialist 203 Social Media Manager 200 Community Manager 177 Digital Marketing Specialist 177 Marketing Analyst 170 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 79 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 67 BI Developer 62 Art Director 49 Copywriter 48 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 24 Animator 22 Web Designer 15
Skills
Python 14,656 Machine learning 9,081 Product roadmapping 8,512 AWS 8,214 CI/CD 7,432 SQL 6,089 Kubernetes 6,016 LLMs 5,649 AI agents 5,227 C++ 5,062 Linux 5,012 Java 4,908 Azure 4,856 Distributed systems 4,690 Agile 4,604 Docker 4,202 Google Cloud 4,058 Git 3,969 TypeScript 3,840 Go 3,819 React 3,546 Terraform 3,298 JavaScript 3,204 Go-to-market 2,818 REST APIs 2,662 Jira 2,655 Test automation 2,571 PostgreSQL 2,463 C 2,441 Generative AI 2,417 Product strategy 2,382 Incident response 2,369 Microservices 2,362 Bash 2,194 Positioning & messaging 2,145 Excel 2,030 Embedded systems 1,880 GitHub 1,839 Node.js 1,822 Stakeholder management 1,762 Rust 1,713 PyTorch 1,705 Kafka 1,689 CRM 1,630 Product marketing 1,604 IAM 1,590 CompTIA certifications 1,575 Scrum 1,572 Spark 1,562 C# 1,547 Computer vision 1,546 Cryptography 1,492 Ansible 1,475 GitLab 1,465 Firmware 1,464 Data modeling 1,438 Market research 1,425 Android 1,417 Deep learning 1,366 Jenkins 1,337 PRDs 1,328 RAG 1,321 iOS 1,305 Data warehousing 1,305 Design systems 1,267 PMP 1,258 Confluence 1,250 NoSQL 1,239 ETL 1,214 OpenAI API 1,205 NIST 1,189 Vulnerability management 1,172 Salesforce 1,168 Google Workspace 1,166 Firewalls 1,151 HTML 1,134 Grafana 1,087 Competitive analysis 1,076 Snowflake 1,073 Databricks 1,073 CSS 1,066 TCP/IP 1,058 Tableau 1,034 Kotlin 1,005 DNS / DHCP 1,002 PowerShell 991 Power BI 978 Angular 977 CISSP 976 Prototyping 967 Figma 965 MLOps 948 TensorFlow 939 Scala 919 User stories 911 Prometheus 905 Brand marketing 876 GitHub Actions 875 SAP 874 R 859 Web accessibility (WCAG) 855 A/B testing 845 Prompt engineering 837 NLP 836 Active Directory 833 Spring Boot 808 Zero Trust 804 Airflow 801 User research 801 Redis 792 Pricing strategy 784 MySQL 781 Demand generation 780 Elasticsearch 770 Oracle 768 Sales enablement 768 RTOS 759 Reinforcement learning 750 Unix 747 SSO / SAML 730 OAuth 719 GraphQL 717 SOC 2 712 Routing & switching 699 Splunk 694 ServiceNow 694 Vector databases 693 MongoDB 683 VPN 683 Datadog 671 SQL Server 656 ITIL 656 Cisco 640 SIEM 638 CUDA 634 .NET 632 SEO 629 Helm 627 BigQuery 623 Microsoft 365 619 VMware 614 JUnit 614 HIPAA 607 CCNA / CCNP 601 Serverless 592 gRPC 591 Threat modeling 585 Microsoft Project 585 Technical writing 583 CloudFormation 579 Ruby 570 Next.js 563 LangChain 556 dbt 542 FedRAMP 541 MATLAB 540 SAFe 538 Budget management 533 Marketing automation 532 Content strategy 528 Product analytics 528 Adobe Creative Cloud 527 Email marketing 522 Jetpack Compose 513 SharePoint 500 Penetration testing 499 GIAC certifications 496 ISO 27001 491 scikit-learn 483 CMS 480 pandas 469 Argo CD 465 EDR 458 Windows Server 441 macOS 440 Looker 433 HubSpot 424 DynamoDB 420 Vue.js 411 ELK Stack 407 Event marketing 407 Typography 405 Six Sigma 399 FastAPI 397 OpenTelemetry 390 Chef / Puppet 387 Google Analytics 372 Photoshop 370 FPGA 370 React Native 351 Video editing 349 Okta 347 Hadoop 346 Load testing 345 SAST / DAST 336 OpenShift 334 Django 333 Paid social 333 Illustrator 329 Account-based marketing 328 NumPy 327 Service mesh 325 Redshift 314 Flink 306 CISM 301 Blockchain 300 Intune / SCCM 297 Kanban 292 SD-WAN 287 OWASP 287 Hugging Face 283 Motion graphics 278 GRC 274 Wireframing 274 RabbitMQ 270 Perl 261 Juniper 261 Swift 258 OKRs 256 Playwright 255 Selenium 253 Ruby on Rails 251 ClickHouse 251 Smartsheet 240 Content marketing 239 WebSockets 233 Power Platform 233 Unreal Engine 230 PPC 222 Flask 221 Wireshark 221 Google Ads 220 Pulumi 218 Cassandra 215 After Effects 207 Copywriting 207 Information architecture 202 SageMaker 200 PCI DSS 199 SOAR 198 Canva 198 Asana 193 Marketo 191 Redux 190 Premiere Pro 181 Notion 181 InDesign 180 Tailwind CSS 176 Vertex AI 171 NetSuite 170 Presto / Trino 165 Cypress 164 Cloudflare 159 Kinesis 158 Salesforce Marketing Cloud 152 PHP 148 Workday 148 Influencer marketing 147 Hive 146 OSCP 146 Jamf 145 Zapier 143 Postman 139 pytest 135 Zendesk 134 SEM 133 Jest 127 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 116 Amplitude 115 jQuery 112 Verilog / VHDL 109 monday.com 103 Cucumber 101 Neo4j 100 CapCut 100 Jupyter 99 SwiftUI 98 Meta Ads 98 XGBoost 97 Fivetran 96 Braze 96 Unity 95 SAS 93 SEO tools 92 Google Search Console 89 WebGL 88 NestJS 88 Programmatic advertising 87 Nginx 86 Social media tools 84 VBA 83 Sketch 82 HashiCorp Vault 80 Keras 77 Blender 77 PCB design 75 Airtable 75 Vite 73 Informatica 72 D3.js 71 Looker Studio 68 Webflow 68 Affiliate marketing 68 LinkedIn Ads 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 62 Firebase 61 Iterable 60 Final Cut Pro 59 Webpack 58 Svelte 56 Google Tag Manager 55 Citrix 52 Storybook 51 Qlik 51 Elixir 50 Klaviyo 50 DaVinci Resolve 48 Appium 47 Cinema 4D 47 Miro 46 Maya 45 Objective-C 44 UIKit 43 Lua 42 Sass 40 Markdown 38 Adobe XD 34 Express.js 31 Xcode 31 Trello 31 Haskell 30 TestRail 29 Alteryx 28 TikTok Ads 28 Mailchimp 27 Dart 25 Laravel 25 Framer 24 SPSS 23 Retool 23 AP Style 22 Substance 3D 18 Solidity 17 Amazon Ads 14 Houdini 10 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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