States
Alabama 444 Alaska 43 Arizona 635 Arkansas 375 California 15,180 Colorado 1,541 Connecticut 358 Delaware 127 District of Columbia 1,285 Florida 1,286 Georgia 1,075 Hawaii 131 Idaho 187 Illinois 1,833 Indiana 315 Iowa 290 Kansas 117 Kentucky 160 Louisiana 107 Maine 81 Maryland 1,640 Massachusetts 2,281 Michigan 704 Minnesota 394 Mississippi 92 Missouri 484 Montana 52 Nebraska 177 Nevada 195 New Hampshire 106 New Jersey 827 New Mexico 158 New York 6,604 North Carolina 1,216 North Dakota 76 Ohio 687 Oklahoma 191 Oregon 355 Pennsylvania 912 Rhode Island 96 South Carolina 201 South Dakota 59 Tennessee 275 Texas 3,609 Utah 460 Vermont 75 Virginia 3,667 Washington 2,708 West Virginia 75 Wisconsin 342 Wyoming 63
Cities
San Francisco Bay Area, CA 10,301 New York, NY 5,537 Washington, DC 3,585 Seattle, WA 2,102 Los Angeles, CA 2,007 Boston, MA 1,354 Austin, TX 1,173 Chicago, IL 1,148 Dallas–Fort Worth, TX 1,050 Denver, CO 793 Atlanta, GA 691 Raleigh–Durham, NC 488 San Diego, CA 432 Charlotte, NC 369 Phoenix, AZ 361 Houston, TX 259 Pittsburgh, PA 228 Miami, FL 207 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,180 Product Manager 3,294 Engineering Manager 2,112 Project Manager 1,938 Program Manager 1,894 Data Scientist 1,572 Machine Learning Engineer 1,497 Security Engineer 1,431 Marketing Manager 1,357 Full Stack Developer 1,190 AI Engineer 1,061 DevOps Engineer 1,048 Data Engineer 899 Cybersecurity Analyst 843 IT Support Specialist 819 Backend Developer 800 Systems Administrator 745 Site Reliability Engineer 716 Graphic Designer 698 Data Analyst 671 Product Marketing Manager 603 Mobile Developer 591 Business Analyst 568 Network Engineer 566 Product Designer 522 Content Writer 515 QA Engineer 498 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 310 UX Designer 243 PPC Specialist 218 Email Marketing Specialist 208 Social Media Manager 199 Digital Marketing Specialist 182 Community Manager 173 Marketing Analyst 172 Video Editor 98 Brand Manager 94 Creative Director 86 SEO Specialist 78 Content Creator 75 Scrum Master 71 Influencer Marketing Manager 69 BI Developer 60 Art Director 48 Copywriter 48 Web Developer 45 Motion Designer 39 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,718 Machine learning 9,072 Product roadmapping 8,542 AWS 8,242 CI/CD 7,471 SQL 6,127 Kubernetes 6,041 LLMs 5,655 AI agents 5,268 C++ 5,071 Linux 4,995 Java 4,932 Azure 4,859 Distributed systems 4,697 Agile 4,610 Docker 4,216 Google Cloud 4,073 Git 3,987 TypeScript 3,868 Go 3,828 React 3,553 Terraform 3,302 JavaScript 3,213 Go-to-market 2,829 REST APIs 2,679 Jira 2,650 Test automation 2,609 PostgreSQL 2,464 Generative AI 2,439 C 2,426 Product strategy 2,396 Microservices 2,378 Incident response 2,353 Bash 2,192 Positioning & messaging 2,143 Excel 2,035 Embedded systems 1,884 GitHub 1,852 Node.js 1,817 Stakeholder management 1,755 Rust 1,717 PyTorch 1,705 Kafka 1,685 CRM 1,641 Product marketing 1,613 IAM 1,595 CompTIA certifications 1,582 Spark 1,576 Scrum 1,573 C# 1,553 Computer vision 1,549 Cryptography 1,496 Ansible 1,470 GitLab 1,464 Firmware 1,458 Data modeling 1,444 Market research 1,423 Android 1,420 Deep learning 1,358 PRDs 1,343 RAG 1,337 Jenkins 1,337 Data warehousing 1,320 iOS 1,311 Design systems 1,270 PMP 1,268 Confluence 1,241 NoSQL 1,229 ETL 1,212 OpenAI API 1,208 NIST 1,190 Vulnerability management 1,177 Salesforce 1,167 Google Workspace 1,157 Firewalls 1,155 HTML 1,138 Grafana 1,083 Databricks 1,082 Competitive analysis 1,078 Snowflake 1,077 TCP/IP 1,066 CSS 1,063 Tableau 1,038 Kotlin 1,015 DNS / DHCP 997 PowerShell 992 Power BI 987 CISSP 983 Angular 969 Prototyping 969 Figma 966 MLOps 953 TensorFlow 938 Scala 926 User stories 915 Prometheus 901 Brand marketing 885 GitHub Actions 879 SAP 867 R 862 NLP 843 A/B testing 841 Active Directory 838 Prompt engineering 835 Web accessibility (WCAG) 833 Spring Boot 814 Airflow 803 Zero Trust 801 Pricing strategy 795 User research 791 MySQL 787 Redis 787 Demand generation 781 Elasticsearch 776 Oracle 764 Sales enablement 764 RTOS 758 Unix 749 Reinforcement learning 747 OAuth 732 SSO / SAML 729 GraphQL 714 Routing & switching 714 SOC 2 711 Vector databases 705 Splunk 697 VPN 688 ServiceNow 684 MongoDB 675 Datadog 670 SQL Server 652 Cisco 641 ITIL 636 SIEM 633 SEO 630 CUDA 628 BigQuery 627 .NET 625 Helm 624 Microsoft 365 620 JUnit 614 VMware 613 CCNA / CCNP 609 HIPAA 599 Technical writing 599 Serverless 591 gRPC 590 Threat modeling 588 CloudFormation 581 Microsoft Project 576 Ruby 569 LangChain 564 Next.js 563 MATLAB 545 Budget management 543 FedRAMP 541 dbt 536 Content strategy 536 Adobe Creative Cloud 535 SAFe 533 Marketing automation 532 Product analytics 525 Email marketing 522 Penetration testing 516 Jetpack Compose 512 SharePoint 497 GIAC certifications 494 scikit-learn 489 ISO 27001 485 CMS 479 pandas 475 Argo CD 470 EDR 446 Windows Server 438 Looker 434 macOS 430 HubSpot 427 DynamoDB 424 Vue.js 414 Typography 411 Six Sigma 410 Event marketing 409 ELK Stack 403 FastAPI 394 OpenTelemetry 389 Chef / Puppet 387 FPGA 373 Photoshop 372 Google Analytics 368 React Native 355 Okta 354 Load testing 354 Video editing 353 Hadoop 349 SAST / DAST 340 Paid social 338 NumPy 336 Account-based marketing 333 Django 332 Illustrator 331 OpenShift 328 Service mesh 325 Redshift 318 Flink 316 CISM 306 Blockchain 301 Intune / SCCM 298 Kanban 297 OWASP 288 Hugging Face 287 SD-WAN 285 GRC 279 Motion graphics 279 RabbitMQ 276 Wireframing 276 Swift 262 Perl 262 Ruby on Rails 262 ClickHouse 259 Juniper 259 OKRs 251 Selenium 248 Playwright 248 Smartsheet 243 Content marketing 239 Power Platform 239 WebSockets 236 Unreal Engine 232 PPC 223 Wireshark 222 Google Ads 222 Cassandra 221 Flask 218 Pulumi 217 After Effects 207 Copywriting 206 Information architecture 203 SageMaker 200 PCI DSS 200 Canva 199 Asana 196 SOAR 195 Redux 193 Marketo 190 InDesign 181 Vertex AI 179 Premiere Pro 179 Notion 178 Tailwind CSS 177 NetSuite 171 Presto / Trino 168 Cypress 163 Kinesis 157 Cloudflare 154 Salesforce Marketing Cloud 153 Hive 148 PHP 145 Jamf 145 OSCP 145 Influencer marketing 145 Workday 144 Postman 141 pytest 138 Zapier 137 Zendesk 135 SEM 132 Jest 131 Shopify 125 WordPress 125 Conversion rate optimization 118 New Relic 116 Amplitude 112 Verilog / VHDL 109 jQuery 108 Neo4j 102 monday.com 102 Cucumber 101 Meta Ads 100 SwiftUI 99 Jupyter 99 CapCut 98 Unity 98 XGBoost 97 Braze 96 Fivetran 95 SAS 94 WebGL 91 NestJS 90 Programmatic advertising 90 SEO tools 89 Nginx 87 VBA 86 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 79 Informatica 77 Airtable 77 PCB design 76 Keras 75 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 Adobe Analytics 67 LinkedIn Ads 67 Three.js 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 60 Webpack 58 Iterable 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 UIKit 45 Maya 45 Objective-C 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 36 Adobe XD 35 Express.js 31 Xcode 31 Haskell 30 Trello 30 Dart 29 TikTok Ads 29 TestRail 28 Alteryx 27 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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