States
Alabama 433 Alaska 32 Arizona 653 Arkansas 429 California 15,681 Colorado 1,542 Connecticut 338 Delaware 128 District of Columbia 1,327 Florida 1,311 Georgia 1,093 Hawaii 131 Idaho 172 Illinois 1,871 Indiana 293 Iowa 271 Kansas 107 Kentucky 155 Louisiana 99 Maine 78 Maryland 1,656 Massachusetts 2,291 Michigan 682 Minnesota 405 Mississippi 85 Missouri 474 Montana 48 Nebraska 180 Nevada 186 New Hampshire 104 New Jersey 800 New Mexico 151 New York 6,777 North Carolina 1,185 North Dakota 61 Ohio 685 Oklahoma 172 Oregon 357 Pennsylvania 873 Rhode Island 81 South Carolina 193 South Dakota 50 Tennessee 277 Texas 3,729 Utah 462 Vermont 61 Virginia 3,713 Washington 2,787 West Virginia 63 Wisconsin 317 Wyoming 48
Cities
San Francisco Bay Area, CA 10,660 New York, NY 5,682 Washington, DC 3,650 Seattle, WA 2,169 Los Angeles, CA 2,095 Boston, MA 1,350 Austin, TX 1,222 Chicago, IL 1,173 Dallas–Fort Worth, TX 1,098 Denver, CO 792 Atlanta, GA 720 Raleigh–Durham, NC 482 San Diego, CA 426 Phoenix, AZ 379 Charlotte, NC 354 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 223 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 137 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,315 Product Manager 3,363 Engineering Manager 2,131 Program Manager 1,961 Project Manager 1,943 Data Scientist 1,556 Machine Learning Engineer 1,514 Security Engineer 1,466 Marketing Manager 1,394 Full Stack Developer 1,199 AI Engineer 1,092 DevOps Engineer 1,070 Data Engineer 906 Cybersecurity Analyst 873 IT Support Specialist 867 Backend Developer 785 Systems Administrator 773 Site Reliability Engineer 737 Graphic Designer 716 Data Analyst 652 Product Marketing Manager 629 Mobile Developer 600 Network Engineer 574 Business Analyst 555 Product Designer 541 Content Writer 523 QA Engineer 493 Growth Marketing Manager 347 Frontend Developer 331 Cloud Engineer 306 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 209 Social Media Manager 197 Digital Marketing Specialist 176 Marketing Analyst 175 Community Manager 175 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 77 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 36 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,984 Machine learning 9,123 Product roadmapping 8,689 AWS 8,230 CI/CD 7,699 SQL 6,230 Kubernetes 6,170 LLMs 5,793 AI agents 5,446 C++ 5,181 Linux 5,177 Java 5,076 Azure 4,939 Distributed systems 4,790 Agile 4,658 Docker 4,297 Google Cloud 4,102 Git 4,095 Go 3,928 TypeScript 3,914 React 3,581 Terraform 3,351 JavaScript 3,320 Go-to-market 2,945 REST APIs 2,770 Jira 2,736 Test automation 2,688 C 2,467 PostgreSQL 2,458 Generative AI 2,450 Incident response 2,442 Product strategy 2,421 Microservices 2,408 Bash 2,298 Positioning & messaging 2,203 Excel 2,076 GitHub 1,904 Embedded systems 1,883 Node.js 1,861 Rust 1,797 PyTorch 1,742 Stakeholder management 1,739 Kafka 1,731 IAM 1,661 CRM 1,661 Product marketing 1,637 C# 1,614 CompTIA certifications 1,609 Computer vision 1,595 Scrum 1,580 Spark 1,574 Ansible 1,560 Cryptography 1,557 Firmware 1,527 GitLab 1,507 Android 1,467 Market research 1,464 Data modeling 1,425 Jenkins 1,419 Deep learning 1,376 PRDs 1,363 RAG 1,352 iOS 1,347 Data warehousing 1,325 Confluence 1,306 PMP 1,300 Design systems 1,279 NoSQL 1,261 OpenAI API 1,252 NIST 1,225 ETL 1,219 Firewalls 1,205 Vulnerability management 1,200 Salesforce 1,188 Google Workspace 1,158 Grafana 1,142 HTML 1,134 TCP/IP 1,095 Competitive analysis 1,095 Databricks 1,093 Snowflake 1,088 DNS / DHCP 1,073 Tableau 1,068 CSS 1,057 Kotlin 1,046 PowerShell 1,028 Power BI 1,003 Angular 989 User stories 980 CISSP 979 Prototyping 978 Scala 967 Figma 967 Prometheus 951 TensorFlow 925 MLOps 920 Brand marketing 906 GitHub Actions 898 SAP 884 Active Directory 871 A/B testing 866 Pricing strategy 845 Prompt engineering 833 MySQL 827 Spring Boot 824 Web accessibility (WCAG) 822 Zero Trust 816 R 814 NLP 806 Airflow 805 Reinforcement learning 794 Oracle 793 Elasticsearch 787 Redis 783 OAuth 780 User research 780 Unix 779 Sales enablement 770 RTOS 766 Demand generation 764 SSO / SAML 758 Splunk 754 Routing & switching 739 SOC 2 724 ServiceNow 720 VPN 706 GraphQL 704 Datadog 694 MongoDB 691 SQL Server 683 Vector databases 674 Cisco 673 JUnit 653 CUDA 651 ITIL 651 BigQuery 650 .NET 647 Helm 638 Microsoft 365 638 SIEM 638 Threat modeling 630 VMware 626 SEO 625 CCNA / CCNP 620 Technical writing 618 HIPAA 615 Serverless 604 gRPC 593 CloudFormation 582 Ruby 580 Microsoft Project 574 Next.js 564 LangChain 563 Budget management 562 Adobe Creative Cloud 553 FedRAMP 551 Marketing automation 551 MATLAB 545 SAFe 543 Product analytics 536 dbt 535 SharePoint 531 Penetration testing 528 Content strategy 524 Jetpack Compose 522 Email marketing 510 ISO 27001 503 GIAC certifications 498 Argo CD 485 pandas 470 CMS 468 scikit-learn 460 macOS 454 EDR 451 Windows Server 446 HubSpot 436 Six Sigma 429 OpenTelemetry 428 Vue.js 419 ELK Stack 419 DynamoDB 413 Typography 412 FastAPI 407 Looker 407 Chef / Puppet 404 Event marketing 388 Okta 381 Google Analytics 376 FPGA 372 Photoshop 369 Load testing 368 Video editing 365 Hadoop 364 React Native 362 OpenShift 339 Paid social 339 SAST / DAST 337 Illustrator 332 Account-based marketing 332 Flink 329 NumPy 329 Service mesh 326 Redshift 322 Intune / SCCM 319 Django 317 CISM 313 SD-WAN 301 OWASP 300 Blockchain 299 Kanban 298 GRC 296 Hugging Face 283 Wireframing 282 Motion graphics 281 RabbitMQ 278 Swift 275 Juniper 268 Perl 266 ClickHouse 264 Selenium 264 OKRs 261 Ruby on Rails 260 Playwright 255 Smartsheet 248 Power Platform 247 Content marketing 243 WebSockets 237 Cassandra 230 Unreal Engine 230 Pulumi 228 Wireshark 227 Google Ads 227 PPC 220 Information architecture 211 PCI DSS 207 Copywriting 207 After Effects 206 Flask 205 SOAR 205 Canva 205 Marketo 196 Redux 194 SageMaker 193 Premiere Pro 191 Asana 191 Vertex AI 180 Notion 177 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 169 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 157 Salesforce Marketing Cloud 154 Kinesis 153 Postman 150 Zapier 146 pytest 145 Influencer marketing 144 Workday 144 OSCP 141 Jest 138 PHP 137 SEM 132 monday.com 131 Shopify 131 Zendesk 129 WordPress 126 Amplitude 119 jQuery 116 New Relic 115 Conversion rate optimization 115 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 SwiftUI 103 Jupyter 103 Unity 103 Neo4j 101 CapCut 101 Braze 100 SAS 95 XGBoost 95 NestJS 93 WebGL 92 SEO tools 92 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 85 HashiCorp Vault 84 Keras 83 VBA 82 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 75 Firebase 73 Looker Studio 73 Vite 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Adobe Analytics 67 Webflow 67 Three.js 66 Flutter 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 56 Svelte 54 Qlik 54 Citrix 52 Klaviyo 51 Miro 50 Objective-C 49 Elixir 47 Storybook 47 UIKit 47 Cinema 4D 45 Maya 44 Lua 43 Appium 41 Sass 40 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Alteryx 30 Dart 29 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 24 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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