States
Alabama 434 Alaska 32 Arizona 649 Arkansas 427 California 15,688 Colorado 1,540 Connecticut 335 Delaware 127 District of Columbia 1,326 Florida 1,304 Georgia 1,089 Hawaii 131 Idaho 172 Illinois 1,865 Indiana 294 Iowa 267 Kansas 107 Kentucky 154 Louisiana 99 Maine 78 Maryland 1,655 Massachusetts 2,286 Michigan 678 Minnesota 401 Mississippi 84 Missouri 467 Montana 48 Nebraska 179 Nevada 186 New Hampshire 104 New Jersey 790 New Mexico 150 New York 6,779 North Carolina 1,172 North Dakota 61 Ohio 677 Oklahoma 172 Oregon 356 Pennsylvania 867 Rhode Island 81 South Carolina 193 South Dakota 50 Tennessee 277 Texas 3,718 Utah 458 Vermont 61 Virginia 3,705 Washington 2,784 West Virginia 63 Wisconsin 316 Wyoming 48
Cities
San Francisco Bay Area, CA 10,670 New York, NY 5,682 Washington, DC 3,642 Seattle, WA 2,166 Los Angeles, CA 2,095 Boston, MA 1,348 Austin, TX 1,220 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,093 Denver, CO 791 Atlanta, GA 715 Raleigh–Durham, NC 480 San Diego, CA 423 Phoenix, AZ 373 Charlotte, NC 346 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 221 Salt Lake City, UT 172 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,307 Product Manager 3,362 Engineering Manager 2,128 Program Manager 1,962 Project Manager 1,940 Data Scientist 1,552 Machine Learning Engineer 1,516 Security Engineer 1,465 Marketing Manager 1,388 Full Stack Developer 1,201 AI Engineer 1,086 DevOps Engineer 1,071 Data Engineer 902 Cybersecurity Analyst 869 IT Support Specialist 867 Backend Developer 785 Systems Administrator 775 Site Reliability Engineer 734 Graphic Designer 717 Data Analyst 647 Product Marketing Manager 627 Mobile Developer 600 Network Engineer 574 Business Analyst 548 Product Designer 541 Content Writer 524 QA Engineer 490 Growth Marketing Manager 349 Frontend Developer 329 Cloud Engineer 306 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 208 Social Media Manager 197 Community Manager 176 Digital Marketing Specialist 175 Marketing Analyst 174 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 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,954 Machine learning 9,110 Product roadmapping 8,690 AWS 8,226 CI/CD 7,692 SQL 6,212 Kubernetes 6,166 LLMs 5,787 AI agents 5,442 C++ 5,180 Linux 5,177 Java 5,061 Azure 4,931 Distributed systems 4,791 Agile 4,637 Docker 4,291 Google Cloud 4,102 Git 4,082 Go 3,925 TypeScript 3,908 React 3,571 Terraform 3,353 JavaScript 3,312 Go-to-market 2,946 REST APIs 2,762 Jira 2,733 Test automation 2,679 C 2,465 PostgreSQL 2,462 Generative AI 2,443 Incident response 2,441 Product strategy 2,421 Microservices 2,403 Bash 2,294 Positioning & messaging 2,202 Excel 2,076 GitHub 1,900 Embedded systems 1,884 Node.js 1,862 Rust 1,798 PyTorch 1,741 Stakeholder management 1,737 Kafka 1,727 IAM 1,659 CRM 1,659 Product marketing 1,632 CompTIA certifications 1,612 C# 1,611 Computer vision 1,589 Scrum 1,577 Spark 1,568 Ansible 1,558 Cryptography 1,555 Firmware 1,528 GitLab 1,506 Android 1,467 Market research 1,458 Data modeling 1,422 Jenkins 1,419 Deep learning 1,371 PRDs 1,357 iOS 1,347 RAG 1,344 Data warehousing 1,321 Confluence 1,304 PMP 1,300 Design systems 1,278 NoSQL 1,255 OpenAI API 1,249 NIST 1,225 ETL 1,213 Firewalls 1,206 Vulnerability management 1,202 Salesforce 1,191 Google Workspace 1,158 Grafana 1,142 HTML 1,128 Competitive analysis 1,092 TCP/IP 1,091 Databricks 1,089 Snowflake 1,084 DNS / DHCP 1,072 Tableau 1,068 CSS 1,051 Kotlin 1,043 PowerShell 1,027 Power BI 1,002 Angular 987 CISSP 981 User stories 979 Prototyping 978 Figma 967 Scala 963 Prometheus 951 TensorFlow 922 MLOps 922 Brand marketing 902 GitHub Actions 894 SAP 884 Active Directory 874 A/B testing 864 Pricing strategy 840 Prompt engineering 827 MySQL 823 Spring Boot 819 Web accessibility (WCAG) 818 Zero Trust 816 R 806 Airflow 803 NLP 800 Reinforcement learning 792 Oracle 790 Elasticsearch 786 Redis 783 User research 780 OAuth 778 Unix 777 Sales enablement 771 RTOS 766 Demand generation 765 SSO / SAML 757 Splunk 749 Routing & switching 737 SOC 2 725 ServiceNow 724 VPN 709 GraphQL 703 Datadog 696 MongoDB 690 SQL Server 679 Cisco 677 Vector databases 671 CUDA 653 ITIL 653 JUnit 653 BigQuery 649 .NET 644 Microsoft 365 640 Helm 639 SIEM 637 Threat modeling 631 VMware 626 SEO 624 CCNA / CCNP 621 Technical writing 620 HIPAA 615 Serverless 604 gRPC 593 CloudFormation 581 Ruby 579 Microsoft Project 573 Next.js 564 Budget management 562 LangChain 558 Adobe Creative Cloud 553 FedRAMP 551 Marketing automation 551 MATLAB 547 SAFe 543 Product analytics 536 dbt 535 SharePoint 534 Penetration testing 528 Content strategy 523 Jetpack Compose 521 Email marketing 509 ISO 27001 504 GIAC certifications 495 Argo CD 486 pandas 471 CMS 464 scikit-learn 458 macOS 456 EDR 451 Windows Server 446 HubSpot 437 Six Sigma 429 OpenTelemetry 427 Vue.js 417 ELK Stack 417 Typography 413 DynamoDB 411 Looker 407 FastAPI 405 Chef / Puppet 402 Event marketing 389 Okta 381 Google Analytics 378 FPGA 372 Photoshop 369 Load testing 366 Video editing 366 React Native 365 Hadoop 363 Paid social 339 SAST / DAST 338 OpenShift 335 Account-based marketing 334 Illustrator 332 Flink 330 NumPy 329 Service mesh 326 Intune / SCCM 322 Redshift 321 Django 316 CISM 312 SD-WAN 301 OWASP 300 Blockchain 299 Kanban 297 GRC 294 Wireframing 282 Hugging Face 281 Motion graphics 281 RabbitMQ 278 Swift 274 Juniper 269 ClickHouse 268 Perl 266 Selenium 264 OKRs 262 Ruby on Rails 261 Playwright 252 Smartsheet 248 Power Platform 247 Content marketing 243 WebSockets 237 Pulumi 231 Unreal Engine 230 Cassandra 228 Wireshark 228 Google Ads 227 PPC 222 Information architecture 211 After Effects 207 Copywriting 207 PCI DSS 206 SOAR 205 Canva 205 Flask 203 Marketo 196 Redux 194 SageMaker 194 Premiere Pro 192 Asana 192 Vertex AI 181 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 162 Hive 161 Cloudflare 160 Jamf 159 Kinesis 153 Salesforce Marketing Cloud 153 Postman 151 Zapier 146 pytest 145 Influencer marketing 145 Workday 143 OSCP 140 PHP 137 Jest 137 SEM 132 Shopify 132 monday.com 131 Zendesk 130 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 101 XGBoost 95 NestJS 93 WebGL 92 SEO tools 92 SAS 91 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 85 HashiCorp Vault 85 Keras 83 VBA 81 Blender 80 PCB design 79 Social media tools 78 Sketch 76 Informatica 74 Firebase 73 Looker Studio 73 Vite 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 54 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Elixir 47 Storybook 47 UIKit 47 Cinema 4D 44 Maya 44 Lua 43 Appium 41 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Dart 30 Alteryx 30 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 15 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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