States
Alabama 444 Alaska 42 Arizona 643 Arkansas 434 California 15,519 Colorado 1,558 Connecticut 343 Delaware 134 District of Columbia 1,312 Florida 1,294 Georgia 1,074 Hawaii 135 Idaho 183 Illinois 1,857 Indiana 303 Iowa 274 Kansas 117 Kentucky 165 Louisiana 110 Maine 87 Maryland 1,654 Massachusetts 2,285 Michigan 689 Minnesota 411 Mississippi 95 Missouri 490 Montana 50 Nebraska 182 Nevada 199 New Hampshire 110 New Jersey 808 New Mexico 163 New York 6,749 North Carolina 1,175 North Dakota 71 Ohio 696 Oklahoma 185 Oregon 361 Pennsylvania 884 Rhode Island 91 South Carolina 200 South Dakota 61 Tennessee 284 Texas 3,684 Utah 469 Vermont 71 Virginia 3,690 Washington 2,775 West Virginia 75 Wisconsin 328 Wyoming 59
Cities
San Francisco Bay Area, CA 10,540 New York, NY 5,659 Washington, DC 3,616 Seattle, WA 2,153 Los Angeles, CA 2,078 Boston, MA 1,346 Austin, TX 1,205 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,068 Denver, CO 800 Atlanta, GA 701 Raleigh–Durham, NC 475 San Diego, CA 428 Phoenix, AZ 366 Charlotte, NC 341 Houston, TX 254 Pittsburgh, PA 230 Miami, FL 218 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 129 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,257 Product Manager 3,327 Engineering Manager 2,116 Program Manager 1,946 Project Manager 1,942 Data Scientist 1,553 Machine Learning Engineer 1,517 Security Engineer 1,446 Marketing Manager 1,375 Full Stack Developer 1,198 AI Engineer 1,078 DevOps Engineer 1,072 Data Engineer 887 Cybersecurity Analyst 859 IT Support Specialist 856 Backend Developer 785 Systems Administrator 773 Site Reliability Engineer 721 Graphic Designer 700 Data Analyst 646 Product Marketing Manager 630 Mobile Developer 599 Network Engineer 571 Business Analyst 545 Product Designer 540 Content Writer 523 QA Engineer 501 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 307 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 206 Social Media Manager 201 Digital Marketing Specialist 180 Marketing Analyst 172 Community Manager 172 Video Editor 105 Creative Director 92 Brand Manager 91 Content Creator 80 SEO Specialist 79 Scrum Master 75 Influencer Marketing Manager 66 BI Developer 64 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,861 Machine learning 9,064 Product roadmapping 8,632 AWS 8,217 CI/CD 7,625 SQL 6,210 Kubernetes 6,135 LLMs 5,748 AI agents 5,403 C++ 5,136 Linux 5,103 Java 5,053 Azure 4,874 Distributed systems 4,778 Agile 4,626 Docker 4,293 Google Cloud 4,088 Git 4,079 Go 3,879 TypeScript 3,877 React 3,571 Terraform 3,332 JavaScript 3,305 Go-to-market 2,909 REST APIs 2,759 Jira 2,702 Test automation 2,641 PostgreSQL 2,464 C 2,454 Generative AI 2,445 Incident response 2,421 Product strategy 2,406 Microservices 2,400 Bash 2,282 Positioning & messaging 2,188 Excel 2,045 GitHub 1,907 Embedded systems 1,871 Node.js 1,844 Rust 1,759 Stakeholder management 1,723 PyTorch 1,721 Kafka 1,704 CRM 1,638 IAM 1,631 Product marketing 1,628 CompTIA certifications 1,624 C# 1,595 Scrum 1,576 Computer vision 1,567 Spark 1,561 Ansible 1,532 Cryptography 1,530 GitLab 1,506 Firmware 1,491 Android 1,465 Market research 1,450 Jenkins 1,409 Data modeling 1,400 Deep learning 1,373 PRDs 1,361 RAG 1,346 iOS 1,338 Data warehousing 1,321 PMP 1,300 Confluence 1,285 Design systems 1,277 NoSQL 1,244 OpenAI API 1,242 ETL 1,212 NIST 1,202 Vulnerability management 1,188 Firewalls 1,181 Salesforce 1,165 Google Workspace 1,159 Grafana 1,136 HTML 1,128 Competitive analysis 1,092 Snowflake 1,088 TCP/IP 1,081 Databricks 1,078 CSS 1,053 DNS / DHCP 1,051 Tableau 1,048 Kotlin 1,043 PowerShell 1,022 Angular 985 Power BI 983 Prototyping 979 CISSP 978 Figma 969 User stories 967 Scala 950 Prometheus 950 MLOps 929 TensorFlow 917 GitHub Actions 893 Brand marketing 891 SAP 888 A/B testing 866 Active Directory 859 Prompt engineering 836 Spring Boot 832 MySQL 832 R 829 Pricing strategy 824 NLP 820 Web accessibility (WCAG) 814 Zero Trust 802 Airflow 801 Oracle 799 Redis 788 Elasticsearch 784 OAuth 775 Reinforcement learning 773 Demand generation 773 User research 772 Sales enablement 772 Unix 771 SSO / SAML 761 RTOS 751 Splunk 745 Routing & switching 727 SOC 2 724 ServiceNow 705 GraphQL 703 VPN 695 MongoDB 694 Datadog 693 Vector databases 687 SQL Server 677 Cisco 657 JUnit 655 BigQuery 648 ITIL 642 Helm 640 CUDA 638 .NET 632 SIEM 630 VMware 628 Microsoft 365 622 HIPAA 620 SEO 617 Technical writing 617 CCNA / CCNP 615 Threat modeling 604 Serverless 591 gRPC 588 Ruby 586 Microsoft Project 580 CloudFormation 578 Next.js 565 LangChain 564 Budget management 554 Adobe Creative Cloud 548 Marketing automation 543 MATLAB 540 SAFe 540 Product analytics 540 FedRAMP 539 dbt 528 Jetpack Compose 523 Content strategy 521 Penetration testing 517 SharePoint 513 Email marketing 511 ISO 27001 498 GIAC certifications 488 Argo CD 482 pandas 473 CMS 468 scikit-learn 465 macOS 453 Windows Server 450 EDR 445 HubSpot 434 Six Sigma 428 Vue.js 424 Looker 421 ELK Stack 421 OpenTelemetry 414 Typography 412 DynamoDB 411 FastAPI 407 Event marketing 396 Chef / Puppet 389 Photoshop 372 Okta 369 Video editing 369 FPGA 369 Google Analytics 368 Hadoop 365 Load testing 362 React Native 361 Paid social 341 OpenShift 335 Illustrator 335 Account-based marketing 335 SAST / DAST 333 Service mesh 331 NumPy 327 Django 320 Flink 319 Redshift 316 Intune / SCCM 316 CISM 305 OWASP 294 Blockchain 292 Kanban 291 SD-WAN 290 GRC 289 Wireframing 284 Hugging Face 283 Motion graphics 283 RabbitMQ 274 Swift 270 Ruby on Rails 268 Selenium 266 Juniper 258 OKRs 258 ClickHouse 256 Playwright 253 Perl 252 Power Platform 244 Smartsheet 242 WebSockets 241 Content marketing 241 Cassandra 229 Google Ads 227 Wireshark 225 Pulumi 224 Unreal Engine 220 PPC 217 Flask 210 PCI DSS 206 After Effects 206 Information architecture 205 Copywriting 205 Canva 203 SOAR 201 SageMaker 198 Marketo 194 Redux 191 Premiere Pro 190 Asana 187 Vertex AI 181 NetSuite 176 Presto / Trino 175 InDesign 174 Notion 173 Tailwind CSS 172 Cypress 170 Cloudflare 160 Hive 159 Jamf 155 Postman 155 Salesforce Marketing Cloud 154 Kinesis 150 Workday 149 Influencer marketing 148 pytest 147 Zapier 145 PHP 139 OSCP 139 Jest 137 Shopify 132 Zendesk 131 monday.com 130 SEM 129 WordPress 125 Amplitude 120 Conversion rate optimization 119 New Relic 118 Cucumber 117 jQuery 115 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 102 Unity 98 Braze 97 SAS 96 XGBoost 96 WebGL 92 NestJS 91 Fivetran 90 Programmatic advertising 88 VBA 86 SEO tools 85 Nginx 84 HashiCorp Vault 84 Social media tools 81 Sketch 80 Google Search Console 80 Informatica 77 Blender 76 PCB design 76 D3.js 74 Firebase 74 Keras 74 Vite 72 Looker Studio 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 68 Airtable 68 Three.js 67 Flutter 67 Mixpanel 67 Adobe Analytics 63 Webpack 62 Google Tag Manager 58 Svelte 57 Iterable 57 DaVinci Resolve 54 Qlik 53 Klaviyo 51 Citrix 50 Miro 50 Objective-C 49 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 42 Sass 40 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 30 Adobe XD 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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