States
Alabama 434 Alaska 33 Arizona 653 Arkansas 430 California 15,616 Colorado 1,534 Connecticut 339 Delaware 128 District of Columbia 1,326 Florida 1,309 Georgia 1,092 Hawaii 132 Idaho 174 Illinois 1,866 Indiana 294 Iowa 271 Kansas 107 Kentucky 156 Louisiana 100 Maine 79 Maryland 1,656 Massachusetts 2,276 Michigan 684 Minnesota 406 Mississippi 86 Missouri 474 Montana 48 Nebraska 181 Nevada 189 New Hampshire 106 New Jersey 800 New Mexico 152 New York 6,762 North Carolina 1,182 North Dakota 62 Ohio 685 Oklahoma 173 Oregon 356 Pennsylvania 874 Rhode Island 82 South Carolina 193 South Dakota 51 Tennessee 278 Texas 3,711 Utah 461 Vermont 62 Virginia 3,713 Washington 2,773 West Virginia 64 Wisconsin 317 Wyoming 49
Cities
San Francisco Bay Area, CA 10,613 New York, NY 5,670 Washington, DC 3,648 Seattle, WA 2,158 Los Angeles, CA 2,093 Boston, MA 1,347 Austin, TX 1,218 Chicago, IL 1,172 Dallas–Fort Worth, TX 1,092 Denver, CO 788 Atlanta, GA 721 Raleigh–Durham, NC 482 San Diego, CA 429 Phoenix, AZ 379 Charlotte, NC 354 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 223 Salt Lake City, UT 169 Philadelphia, PA 164 Detroit, MI 141 Minneapolis, MN 137 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,297 Product Manager 3,356 Engineering Manager 2,127 Program Manager 1,956 Project Manager 1,944 Data Scientist 1,547 Machine Learning Engineer 1,510 Security Engineer 1,464 Marketing Manager 1,394 Full Stack Developer 1,200 AI Engineer 1,089 DevOps Engineer 1,069 Data Engineer 905 Cybersecurity Analyst 874 IT Support Specialist 866 Backend Developer 783 Systems Administrator 770 Site Reliability Engineer 735 Graphic Designer 719 Data Analyst 650 Product Marketing Manager 629 Mobile Developer 600 Network Engineer 574 Business Analyst 555 Product Designer 540 Content Writer 524 QA Engineer 493 Growth Marketing Manager 346 Frontend Developer 331 Cloud Engineer 306 UX Designer 243 PPC Specialist 217 Email Marketing Specialist 207 Social Media Manager 195 Digital Marketing Specialist 176 Marketing Analyst 175 Community Manager 175 Video Editor 105 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 78 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 51 Copywriter 44 Motion Designer 36 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,957 Machine learning 9,095 Product roadmapping 8,681 AWS 8,220 CI/CD 7,690 SQL 6,220 Kubernetes 6,154 LLMs 5,781 AI agents 5,435 C++ 5,163 Linux 5,158 Java 5,077 Azure 4,933 Distributed systems 4,782 Agile 4,665 Docker 4,293 Git 4,094 Google Cloud 4,093 Go 3,912 TypeScript 3,911 React 3,577 Terraform 3,347 JavaScript 3,324 Go-to-market 2,939 REST APIs 2,770 Jira 2,739 Test automation 2,687 PostgreSQL 2,457 C 2,455 Generative AI 2,450 Incident response 2,439 Product strategy 2,420 Microservices 2,404 Bash 2,294 Positioning & messaging 2,206 Excel 2,072 GitHub 1,905 Embedded systems 1,876 Node.js 1,859 Rust 1,782 Stakeholder management 1,737 PyTorch 1,734 Kafka 1,731 CRM 1,660 IAM 1,659 Product marketing 1,634 C# 1,611 CompTIA certifications 1,610 Computer vision 1,590 Scrum 1,580 Spark 1,574 Ansible 1,557 Cryptography 1,550 Firmware 1,520 GitLab 1,504 Android 1,468 Market research 1,464 Data modeling 1,423 Jenkins 1,419 Deep learning 1,369 PRDs 1,365 RAG 1,352 iOS 1,348 Data warehousing 1,325 Confluence 1,304 PMP 1,301 Design systems 1,277 NoSQL 1,259 OpenAI API 1,247 NIST 1,225 ETL 1,220 Firewalls 1,203 Vulnerability management 1,198 Salesforce 1,185 Google Workspace 1,156 Grafana 1,138 HTML 1,131 Databricks 1,091 Competitive analysis 1,091 TCP/IP 1,089 Snowflake 1,084 Tableau 1,067 DNS / DHCP 1,066 CSS 1,055 Kotlin 1,047 PowerShell 1,027 Power BI 1,002 Angular 991 CISSP 979 User stories 979 Prototyping 977 Scala 966 Figma 965 Prometheus 948 TensorFlow 920 MLOps 917 Brand marketing 904 GitHub Actions 893 SAP 886 Active Directory 869 A/B testing 864 Pricing strategy 843 Prompt engineering 832 Spring Boot 828 MySQL 827 Web accessibility (WCAG) 820 Zero Trust 815 R 813 Airflow 803 NLP 802 Oracle 794 Reinforcement learning 788 Elasticsearch 787 OAuth 780 Redis 780 Unix 778 User research 778 Sales enablement 771 Demand generation 764 RTOS 759 SSO / SAML 757 Splunk 754 Routing & switching 738 SOC 2 724 ServiceNow 721 GraphQL 705 VPN 705 Datadog 695 MongoDB 693 SQL Server 680 Vector databases 675 Cisco 674 JUnit 656 BigQuery 650 ITIL 650 CUDA 649 .NET 646 Helm 638 SIEM 638 Microsoft 365 637 Threat modeling 626 VMware 625 SEO 625 CCNA / CCNP 620 Technical writing 619 HIPAA 617 Serverless 604 gRPC 591 Ruby 583 CloudFormation 582 Microsoft Project 576 LangChain 562 Budget management 562 Next.js 561 Adobe Creative Cloud 553 FedRAMP 552 Marketing automation 547 SAFe 546 MATLAB 544 Product analytics 537 dbt 532 SharePoint 531 Penetration testing 525 Content strategy 525 Jetpack Compose 522 Email marketing 508 ISO 27001 502 GIAC certifications 496 Argo CD 482 pandas 468 CMS 468 scikit-learn 459 macOS 452 EDR 450 Windows Server 445 HubSpot 433 OpenTelemetry 428 Six Sigma 428 Vue.js 420 ELK Stack 418 DynamoDB 413 Typography 412 Looker 406 FastAPI 405 Chef / Puppet 404 Event marketing 387 Okta 381 Google Analytics 372 FPGA 372 Load testing 370 Photoshop 369 Video editing 365 Hadoop 364 React Native 363 OpenShift 339 SAST / DAST 339 Paid social 338 Account-based marketing 335 Illustrator 332 NumPy 328 Flink 327 Service mesh 325 Redshift 322 Intune / SCCM 318 Django 317 CISM 312 SD-WAN 301 OWASP 301 Kanban 298 Blockchain 298 GRC 297 Hugging Face 283 Wireframing 282 Motion graphics 281 RabbitMQ 278 Swift 275 Juniper 268 Selenium 266 Perl 265 Ruby on Rails 263 ClickHouse 263 OKRs 261 Playwright 257 Smartsheet 248 Power Platform 247 Content marketing 243 WebSockets 239 Cassandra 230 Unreal Engine 230 Pulumi 227 Wireshark 226 Google Ads 225 PPC 218 Information architecture 211 PCI DSS 206 Copywriting 206 Flask 205 Canva 205 After Effects 205 SOAR 204 SageMaker 193 Redux 192 Marketo 192 Asana 191 Premiere Pro 190 Vertex AI 180 NetSuite 177 InDesign 176 Notion 176 Presto / Trino 175 Cypress 172 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 157 Kinesis 153 Salesforce Marketing Cloud 153 Postman 150 pytest 145 Influencer marketing 145 Zapier 145 Workday 144 Jest 139 OSCP 138 PHP 136 monday.com 132 Shopify 131 Zendesk 130 SEM 130 WordPress 126 Amplitude 119 jQuery 115 New Relic 115 Conversion rate optimization 115 Cucumber 113 Verilog / VHDL 107 Meta Ads 106 SwiftUI 103 Jupyter 103 Unity 103 Neo4j 101 CapCut 100 Braze 100 SAS 95 XGBoost 95 NestJS 93 WebGL 92 SEO tools 92 Google Search Console 88 Programmatic advertising 86 Fivetran 85 Nginx 84 Keras 83 HashiCorp Vault 83 VBA 82 Blender 79 Social media tools 79 PCB design 78 Informatica 76 Sketch 75 Firebase 73 Vite 72 Looker Studio 72 Affiliate marketing 72 D3.js 70 LinkedIn Ads 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Flutter 67 Adobe Analytics 67 Three.js 66 Webflow 66 Webpack 61 Iterable 59 Google Tag Manager 57 DaVinci Resolve 55 Svelte 54 Qlik 54 Citrix 51 Klaviyo 51 Miro 50 Objective-C 49 Elixir 47 Storybook 47 UIKit 47 Cinema 4D 44 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 24 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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