States
Alabama 435 Alaska 37 Arizona 631 Arkansas 379 California 15,054 Colorado 1,526 Connecticut 351 Delaware 122 District of Columbia 1,288 Florida 1,285 Georgia 1,055 Hawaii 123 Idaho 183 Illinois 1,829 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 79 Maryland 1,618 Massachusetts 2,277 Michigan 690 Minnesota 399 Mississippi 90 Missouri 501 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 800 New Mexico 147 New York 6,557 North Carolina 1,202 North Dakota 76 Ohio 668 Oklahoma 192 Oregon 349 Pennsylvania 884 Rhode Island 92 South Carolina 190 South Dakota 57 Tennessee 269 Texas 3,594 Utah 459 Vermont 74 Virginia 3,625 Washington 2,718 West Virginia 72 Wisconsin 339 Wyoming 60
Cities
San Francisco Bay Area, CA 10,217 New York, NY 5,487 Washington, DC 3,537 Seattle, WA 2,103 Los Angeles, CA 2,007 Boston, MA 1,370 Austin, TX 1,173 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,029 Denver, CO 777 Atlanta, GA 685 Raleigh–Durham, NC 490 San Diego, CA 430 Charlotte, NC 360 Phoenix, AZ 355 Houston, TX 259 Pittsburgh, PA 223 Miami, FL 211 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,201 Product Manager 3,283 Engineering Manager 2,096 Project Manager 1,935 Program Manager 1,885 Data Scientist 1,544 Machine Learning Engineer 1,490 Security Engineer 1,428 Marketing Manager 1,350 Full Stack Developer 1,191 AI Engineer 1,054 DevOps Engineer 1,029 Data Engineer 890 Cybersecurity Analyst 831 IT Support Specialist 831 Backend Developer 809 Systems Administrator 742 Site Reliability Engineer 711 Graphic Designer 690 Data Analyst 672 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 574 Business Analyst 553 Product Designer 521 QA Engineer 505 Content Writer 490 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 299 UX Designer 247 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 198 Community Manager 177 Marketing Analyst 175 Digital Marketing Specialist 175 Video Editor 90 Brand Manager 90 Creative Director 80 SEO Specialist 77 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 20 Web Designer 16
Skills
Python 14,619 Machine learning 9,104 Product roadmapping 8,552 AWS 8,203 CI/CD 7,423 SQL 6,098 Kubernetes 6,009 LLMs 5,601 AI agents 5,204 C++ 5,078 Linux 5,023 Java 4,921 Azure 4,861 Distributed systems 4,688 Agile 4,638 Docker 4,204 Google Cloud 4,062 Git 3,982 TypeScript 3,822 Go 3,801 React 3,533 Terraform 3,283 JavaScript 3,194 Go-to-market 2,839 REST APIs 2,682 Jira 2,643 Test automation 2,577 PostgreSQL 2,463 C 2,462 Generative AI 2,426 Product strategy 2,398 Microservices 2,371 Incident response 2,369 Positioning & messaging 2,172 Bash 2,165 Excel 2,046 Embedded systems 1,896 GitHub 1,857 Node.js 1,822 Stakeholder management 1,776 Rust 1,714 Kafka 1,695 PyTorch 1,692 CRM 1,623 Product marketing 1,617 IAM 1,578 C# 1,574 Spark 1,568 CompTIA certifications 1,567 Scrum 1,563 Computer vision 1,546 Cryptography 1,503 Firmware 1,483 GitLab 1,469 Ansible 1,457 Market research 1,457 Android 1,432 Data modeling 1,432 Deep learning 1,362 Jenkins 1,329 PRDs 1,325 RAG 1,316 iOS 1,313 Data warehousing 1,294 PMP 1,263 Design systems 1,262 NoSQL 1,242 Confluence 1,236 ETL 1,223 OpenAI API 1,197 NIST 1,185 Vulnerability management 1,169 Google Workspace 1,167 Firewalls 1,164 Salesforce 1,157 HTML 1,136 Competitive analysis 1,080 Databricks 1,076 Grafana 1,074 TCP/IP 1,069 Snowflake 1,065 CSS 1,062 Tableau 1,045 Kotlin 1,010 DNS / DHCP 1,004 PowerShell 986 Power BI 981 Angular 979 Prototyping 958 CISSP 956 Figma 954 MLOps 950 TensorFlow 934 Scala 917 User stories 901 Prometheus 888 GitHub Actions 871 SAP 868 Web accessibility (WCAG) 863 A/B testing 863 Brand marketing 863 R 849 NLP 840 Active Directory 839 Prompt engineering 834 Spring Boot 817 Airflow 810 User research 797 Zero Trust 796 Redis 785 Pricing strategy 784 MySQL 779 Demand generation 778 Elasticsearch 770 Sales enablement 769 Oracle 768 RTOS 763 Reinforcement learning 753 Unix 751 GraphQL 725 SSO / SAML 723 OAuth 712 Routing & switching 712 SOC 2 703 Vector databases 700 MongoDB 692 Splunk 691 VPN 689 ServiceNow 682 Datadog 665 SQL Server 659 Cisco 655 ITIL 648 SIEM 632 .NET 630 SEO 630 CUDA 623 Microsoft 365 621 Helm 620 JUnit 617 BigQuery 614 VMware 607 CCNA / CCNP 607 Serverless 593 Technical writing 590 HIPAA 589 Threat modeling 587 Microsoft Project 581 gRPC 580 CloudFormation 578 Next.js 573 Ruby 570 LangChain 558 MATLAB 544 FedRAMP 543 dbt 539 SAFe 537 Budget management 534 Product analytics 531 Marketing automation 530 Content strategy 529 Email marketing 518 Jetpack Compose 516 Adobe Creative Cloud 516 Penetration testing 508 SharePoint 502 GIAC certifications 485 ISO 27001 483 CMS 482 scikit-learn 478 pandas 471 Argo CD 461 macOS 449 EDR 446 Looker 435 Windows Server 434 HubSpot 421 Vue.js 416 DynamoDB 409 ELK Stack 408 Event marketing 406 FastAPI 399 OpenTelemetry 395 Typography 395 Chef / Puppet 388 Six Sigma 388 FPGA 375 Google Analytics 369 Photoshop 360 Hadoop 351 Load testing 349 React Native 346 Okta 341 SAST / DAST 341 OpenShift 338 Paid social 338 Video editing 333 Django 332 NumPy 329 Account-based marketing 329 Illustrator 323 Service mesh 322 Redshift 313 Flink 303 Blockchain 302 Intune / SCCM 301 CISM 296 OWASP 291 SD-WAN 286 Kanban 284 Hugging Face 283 Wireframing 278 RabbitMQ 275 GRC 271 Juniper 268 Motion graphics 266 Swift 262 Perl 261 OKRs 261 Selenium 257 Playwright 255 Ruby on Rails 252 ClickHouse 251 Smartsheet 244 Content marketing 238 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 223 Flask 222 Google Ads 220 PPC 218 Pulumi 215 Cassandra 213 SageMaker 206 Information architecture 201 Copywriting 199 PCI DSS 198 After Effects 197 SOAR 195 Canva 195 Asana 194 Redux 193 Marketo 192 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 Premiere Pro 167 NetSuite 167 Cloudflare 164 Presto / Trino 161 Salesforce Marketing Cloud 154 Kinesis 153 OSCP 153 PHP 152 Jamf 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 141 Postman 139 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 SEO tools 96 CapCut 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 91 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 Flutter 63 Webflow 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 Klaviyo 48 Maya 47 Objective-C 46 Appium 46 DaVinci Resolve 46 UIKit 44 Cinema 4D 44 Lua 43 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 Mailchimp 26 Retool 26 Framer 22 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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