States
Alabama 433 Alaska 34 Arizona 649 Arkansas 427 California 15,586 Colorado 1,527 Connecticut 336 Delaware 130 District of Columbia 1,317 Florida 1,299 Georgia 1,102 Hawaii 133 Idaho 175 Illinois 1,846 Indiana 296 Iowa 270 Kansas 109 Kentucky 159 Louisiana 102 Maine 79 Maryland 1,656 Massachusetts 2,267 Michigan 685 Minnesota 404 Mississippi 88 Missouri 475 Montana 49 Nebraska 182 Nevada 193 New Hampshire 108 New Jersey 793 New Mexico 155 New York 6,734 North Carolina 1,180 North Dakota 64 Ohio 686 Oklahoma 175 Oregon 354 Pennsylvania 875 Rhode Island 84 South Carolina 192 South Dakota 53 Tennessee 277 Texas 3,704 Utah 462 Vermont 64 Virginia 3,711 Washington 2,775 West Virginia 66 Wisconsin 322 Wyoming 51
Cities
San Francisco Bay Area, CA 10,601 New York, NY 5,657 Washington, DC 3,644 Seattle, WA 2,155 Los Angeles, CA 2,084 Boston, MA 1,338 Austin, TX 1,218 Chicago, IL 1,167 Dallas–Fort Worth, TX 1,082 Denver, CO 787 Atlanta, GA 722 Raleigh–Durham, NC 485 San Diego, CA 426 Phoenix, AZ 376 Charlotte, NC 350 Houston, TX 256 Pittsburgh, PA 233 Miami, FL 219 Salt Lake City, UT 169 Philadelphia, PA 164 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,271 Product Manager 3,353 Engineering Manager 2,119 Program Manager 1,947 Project Manager 1,944 Data Scientist 1,552 Machine Learning Engineer 1,509 Security Engineer 1,456 Marketing Manager 1,378 Full Stack Developer 1,191 AI Engineer 1,082 DevOps Engineer 1,076 Data Engineer 891 Cybersecurity Analyst 871 IT Support Specialist 862 Backend Developer 782 Systems Administrator 767 Site Reliability Engineer 731 Graphic Designer 709 Data Analyst 641 Product Marketing Manager 631 Mobile Developer 600 Network Engineer 575 Business Analyst 553 Product Designer 534 Content Writer 528 QA Engineer 495 Growth Marketing Manager 344 Frontend Developer 333 Cloud Engineer 308 UX Designer 247 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 196 Digital Marketing Specialist 177 Community Manager 175 Marketing Analyst 174 Video Editor 106 Creative Director 97 Brand Manager 92 SEO Specialist 82 Content Creator 79 Scrum Master 73 Influencer Marketing Manager 63 BI Developer 63 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 33 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,909 Machine learning 9,079 Product roadmapping 8,647 AWS 8,194 CI/CD 7,654 SQL 6,203 Kubernetes 6,140 LLMs 5,759 AI agents 5,408 C++ 5,158 Linux 5,151 Java 5,068 Azure 4,896 Distributed systems 4,793 Agile 4,639 Docker 4,278 Google Cloud 4,083 Git 4,071 TypeScript 3,898 Go 3,892 React 3,565 Terraform 3,337 JavaScript 3,308 Go-to-market 2,924 REST APIs 2,757 Jira 2,721 Test automation 2,654 PostgreSQL 2,454 C 2,451 Generative AI 2,432 Incident response 2,432 Product strategy 2,412 Microservices 2,405 Bash 2,292 Positioning & messaging 2,198 Excel 2,059 GitHub 1,910 Embedded systems 1,876 Node.js 1,844 Rust 1,774 PyTorch 1,732 Stakeholder management 1,727 Kafka 1,720 CRM 1,649 IAM 1,640 Product marketing 1,628 CompTIA certifications 1,616 C# 1,604 Scrum 1,579 Computer vision 1,571 Spark 1,563 Ansible 1,546 Cryptography 1,540 Firmware 1,522 GitLab 1,508 Android 1,474 Market research 1,452 Data modeling 1,411 Jenkins 1,410 Deep learning 1,378 PRDs 1,365 iOS 1,353 RAG 1,345 Data warehousing 1,309 PMP 1,301 Confluence 1,295 Design systems 1,274 NoSQL 1,257 OpenAI API 1,245 NIST 1,215 ETL 1,209 Firewalls 1,191 Vulnerability management 1,191 Salesforce 1,174 Google Workspace 1,157 Grafana 1,144 HTML 1,131 TCP/IP 1,090 Competitive analysis 1,088 Snowflake 1,078 Databricks 1,070 DNS / DHCP 1,069 CSS 1,053 Tableau 1,053 Kotlin 1,046 PowerShell 1,023 Angular 990 Power BI 988 User stories 974 Prototyping 973 CISSP 971 Figma 963 Scala 960 Prometheus 951 TensorFlow 920 MLOps 913 GitHub Actions 898 Brand marketing 898 SAP 880 Active Directory 868 A/B testing 866 Pricing strategy 838 Spring Boot 826 MySQL 823 Prompt engineering 821 Web accessibility (WCAG) 815 R 813 NLP 812 Zero Trust 807 Airflow 800 Oracle 796 Elasticsearch 788 Reinforcement learning 784 Redis 781 User research 778 OAuth 774 Unix 774 Sales enablement 774 Demand generation 763 RTOS 759 SSO / SAML 755 Splunk 753 Routing & switching 743 ServiceNow 722 SOC 2 719 VPN 707 GraphQL 703 Datadog 695 MongoDB 693 Vector databases 677 SQL Server 671 Cisco 668 BigQuery 652 JUnit 651 ITIL 650 CUDA 645 Helm 644 .NET 642 Microsoft 365 636 SIEM 636 VMware 629 SEO 623 Technical writing 619 CCNA / CCNP 616 Threat modeling 612 HIPAA 604 Serverless 596 gRPC 591 CloudFormation 583 Ruby 579 Microsoft Project 574 LangChain 563 Next.js 558 Budget management 555 Adobe Creative Cloud 554 Marketing automation 547 FedRAMP 546 MATLAB 545 SAFe 539 Product analytics 536 dbt 531 SharePoint 528 Content strategy 526 Jetpack Compose 520 Penetration testing 519 Email marketing 510 ISO 27001 501 GIAC certifications 489 Argo CD 487 pandas 470 CMS 468 macOS 455 scikit-learn 454 EDR 449 Windows Server 447 HubSpot 431 Six Sigma 428 OpenTelemetry 427 Vue.js 421 ELK Stack 418 Typography 415 DynamoDB 411 Looker 409 FastAPI 403 Chef / Puppet 399 Event marketing 387 Okta 382 Photoshop 373 FPGA 372 Google Analytics 371 Video editing 369 Load testing 368 React Native 363 Hadoop 363 OpenShift 339 SAST / DAST 339 Illustrator 334 Paid social 332 Account-based marketing 332 NumPy 328 Flink 327 Service mesh 327 Intune / SCCM 320 Redshift 317 Django 316 CISM 306 SD-WAN 301 OWASP 299 Kanban 297 Blockchain 295 GRC 291 Motion graphics 286 Hugging Face 283 Wireframing 280 RabbitMQ 276 Swift 273 Juniper 268 Selenium 265 Ruby on Rails 264 ClickHouse 260 Perl 259 Playwright 257 OKRs 256 Power Platform 247 Smartsheet 246 WebSockets 240 Content marketing 240 Cassandra 230 Pulumi 228 Unreal Engine 227 Google Ads 226 Wireshark 222 PPC 218 PCI DSS 208 Information architecture 207 After Effects 207 Canva 206 Copywriting 205 Flask 203 SOAR 203 SageMaker 193 Marketo 193 Premiere Pro 192 Redux 191 Asana 190 Vertex AI 179 Presto / Trino 175 InDesign 175 NetSuite 175 Notion 174 Cypress 171 Tailwind CSS 163 Jamf 162 Cloudflare 160 Hive 159 Kinesis 152 Salesforce Marketing Cloud 151 Postman 149 Workday 147 pytest 145 Influencer marketing 145 Zapier 144 PHP 141 Jest 140 OSCP 136 Zendesk 133 monday.com 131 Shopify 131 SEM 130 WordPress 127 Amplitude 118 New Relic 118 Conversion rate optimization 116 jQuery 114 Cucumber 113 Verilog / VHDL 107 Meta Ads 104 SwiftUI 103 Neo4j 103 Jupyter 103 Unity 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Programmatic advertising 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 VBA 83 Keras 80 Social media tools 80 Blender 78 Informatica 77 PCB design 77 Sketch 76 Vite 72 Looker Studio 72 D3.js 71 Firebase 71 Affiliate marketing 71 Flutter 69 Final Cut Pro 69 LinkedIn Ads 69 Mixpanel 68 Three.js 66 Adobe Analytics 66 Webflow 66 Airtable 66 Webpack 62 Iterable 58 Google Tag Manager 58 DaVinci Resolve 56 Svelte 55 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 49 Elixir 48 UIKit 48 Storybook 47 Cinema 4D 44 Maya 44 Lua 43 Appium 43 Sass 40 Markdown 37 Haskell 33 Xcode 32 Express.js 31 Adobe XD 31 Trello 31 Dart 29 Alteryx 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 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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