States
Alabama 435 Alaska 37 Arizona 628 Arkansas 379 California 15,061 Colorado 1,522 Connecticut 352 Delaware 122 District of Columbia 1,288 Florida 1,285 Georgia 1,057 Hawaii 122 Idaho 183 Illinois 1,821 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 79 Maryland 1,618 Massachusetts 2,278 Michigan 688 Minnesota 398 Mississippi 90 Missouri 499 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 799 New Mexico 148 New York 6,563 North Carolina 1,200 North Dakota 76 Ohio 668 Oklahoma 191 Oregon 349 Pennsylvania 884 Rhode Island 92 South Carolina 190 South Dakota 57 Tennessee 269 Texas 3,592 Utah 459 Vermont 76 Virginia 3,625 Washington 2,715 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,225 New York, NY 5,492 Washington, DC 3,538 Seattle, WA 2,100 Los Angeles, CA 2,006 Boston, MA 1,370 Austin, TX 1,176 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,027 Denver, CO 776 Atlanta, GA 687 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 360 Phoenix, AZ 354 Houston, TX 259 Pittsburgh, PA 223 Miami, FL 211 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,189 Product Manager 3,281 Engineering Manager 2,094 Project Manager 1,934 Program Manager 1,884 Data Scientist 1,543 Machine Learning Engineer 1,489 Security Engineer 1,427 Marketing Manager 1,351 Full Stack Developer 1,190 AI Engineer 1,054 DevOps Engineer 1,029 Data Engineer 890 Cybersecurity Analyst 833 IT Support Specialist 831 Backend Developer 808 Systems Administrator 741 Site Reliability Engineer 711 Graphic Designer 690 Data Analyst 670 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 574 Business Analyst 553 Product Designer 520 QA Engineer 507 Content Writer 489 Growth Marketing Manager 348 Frontend Developer 333 Cloud Engineer 298 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 197 Community Manager 177 Marketing Analyst 175 Digital Marketing Specialist 175 Video Editor 90 Brand Manager 90 Creative Director 81 SEO Specialist 76 Content Creator 75 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,612 Machine learning 9,098 Product roadmapping 8,546 AWS 8,195 CI/CD 7,420 SQL 6,093 Kubernetes 6,004 LLMs 5,597 AI agents 5,196 C++ 5,069 Linux 5,025 Java 4,913 Azure 4,855 Distributed systems 4,688 Agile 4,627 Docker 4,197 Google Cloud 4,059 Git 3,975 TypeScript 3,823 Go 3,798 React 3,528 Terraform 3,283 JavaScript 3,189 Go-to-market 2,835 REST APIs 2,676 Jira 2,640 Test automation 2,578 PostgreSQL 2,462 C 2,453 Generative AI 2,421 Product strategy 2,397 Microservices 2,370 Incident response 2,370 Positioning & messaging 2,170 Bash 2,165 Excel 2,044 Embedded systems 1,893 GitHub 1,856 Node.js 1,820 Stakeholder management 1,775 Rust 1,715 Kafka 1,692 PyTorch 1,691 CRM 1,619 Product marketing 1,618 IAM 1,577 C# 1,570 Spark 1,569 CompTIA certifications 1,566 Scrum 1,562 Computer vision 1,546 Cryptography 1,503 Firmware 1,480 GitLab 1,463 Market research 1,457 Ansible 1,456 Data modeling 1,432 Android 1,430 Deep learning 1,362 Jenkins 1,327 PRDs 1,326 iOS 1,312 RAG 1,312 Data warehousing 1,295 Design systems 1,264 PMP 1,260 NoSQL 1,241 Confluence 1,235 ETL 1,222 OpenAI API 1,199 NIST 1,184 Vulnerability management 1,168 Google Workspace 1,167 Firewalls 1,162 Salesforce 1,155 HTML 1,131 Competitive analysis 1,081 Databricks 1,076 Grafana 1,075 TCP/IP 1,069 Snowflake 1,066 CSS 1,057 Tableau 1,044 Kotlin 1,006 DNS / DHCP 1,005 PowerShell 986 Angular 979 Power BI 978 Prototyping 961 Figma 958 CISSP 955 MLOps 950 TensorFlow 933 Scala 918 User stories 901 Prometheus 889 GitHub Actions 872 SAP 865 Brand marketing 865 Web accessibility (WCAG) 862 A/B testing 861 R 849 NLP 840 Active Directory 839 Prompt engineering 832 Spring Boot 812 Airflow 811 User research 798 Zero Trust 795 Redis 785 Pricing strategy 785 MySQL 778 Demand generation 778 Elasticsearch 770 Sales enablement 770 Oracle 768 RTOS 760 Reinforcement learning 754 Unix 751 GraphQL 725 SSO / SAML 723 OAuth 714 Routing & switching 712 SOC 2 703 Vector databases 699 MongoDB 692 Splunk 690 VPN 687 ServiceNow 681 Datadog 665 SQL Server 659 Cisco 655 ITIL 648 SIEM 631 .NET 629 SEO 629 CUDA 623 Helm 620 Microsoft 365 620 BigQuery 615 JUnit 612 VMware 606 CCNA / CCNP 606 Serverless 594 Technical writing 590 HIPAA 587 Threat modeling 587 gRPC 581 Microsoft Project 581 CloudFormation 578 Next.js 572 Ruby 569 LangChain 557 MATLAB 544 FedRAMP 543 dbt 540 Budget management 534 SAFe 533 Product analytics 531 Marketing automation 530 Content strategy 527 Adobe Creative Cloud 521 Email marketing 517 Jetpack Compose 516 Penetration testing 508 SharePoint 502 GIAC certifications 485 ISO 27001 483 CMS 482 scikit-learn 478 pandas 470 Argo CD 461 macOS 449 EDR 446 Looker 435 Windows Server 434 HubSpot 420 Vue.js 416 DynamoDB 408 ELK Stack 408 Event marketing 406 FastAPI 399 Typography 399 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 387 FPGA 375 Google Analytics 368 Photoshop 360 Hadoop 351 Load testing 349 React Native 345 Okta 341 SAST / DAST 341 Paid social 336 OpenShift 334 Video editing 333 Django 332 Account-based marketing 329 NumPy 328 Illustrator 323 Service mesh 322 Redshift 313 Flink 304 Blockchain 302 Intune / SCCM 301 CISM 295 OWASP 291 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 275 GRC 271 Juniper 268 Motion graphics 268 Perl 261 OKRs 260 Swift 258 Selenium 257 Playwright 256 Ruby on Rails 252 ClickHouse 251 Smartsheet 243 Content marketing 237 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 223 Flask 222 Google Ads 220 PPC 218 Pulumi 216 Cassandra 213 SageMaker 206 Information architecture 199 PCI DSS 198 Copywriting 198 After Effects 197 Canva 195 SOAR 194 Asana 193 Marketo 192 Redux 189 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 NetSuite 168 Premiere Pro 167 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 154 PHP 152 OSCP 152 Kinesis 151 Jamf 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 140 Postman 138 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 124 WordPress 121 Conversion rate optimization 119 Amplitude 118 New Relic 118 jQuery 112 monday.com 107 Cucumber 106 Verilog / VHDL 106 Neo4j 103 Jupyter 100 Meta Ads 100 SwiftUI 98 XGBoost 97 CapCut 95 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Sketch 81 Keras 80 HashiCorp Vault 78 Blender 77 Vite 75 Informatica 75 PCB design 75 Airtable 75 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Adobe Analytics 65 Webflow 64 Flutter 63 Three.js 62 Firebase 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 55 Citrix 54 Elixir 53 Storybook 52 Qlik 52 Miro 48 Maya 47 Klaviyo 47 DaVinci Resolve 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Retool 26 Mailchimp 25 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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