States
Alabama 445 Alaska 44 Arizona 633 Arkansas 437 California 15,362 Colorado 1,521 Connecticut 342 Delaware 131 District of Columbia 1,306 Florida 1,285 Georgia 1,076 Hawaii 135 Idaho 178 Illinois 1,843 Indiana 309 Iowa 278 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,633 Massachusetts 2,279 Michigan 698 Minnesota 403 Mississippi 97 Missouri 470 Montana 50 Nebraska 185 Nevada 200 New Hampshire 109 New Jersey 803 New Mexico 161 New York 6,697 North Carolina 1,189 North Dakota 75 Ohio 691 Oklahoma 192 Oregon 346 Pennsylvania 893 Rhode Island 93 South Carolina 204 South Dakota 62 Tennessee 288 Texas 3,618 Utah 460 Vermont 73 Virginia 3,677 Washington 2,755 West Virginia 78 Wisconsin 335 Wyoming 62
Cities
San Francisco Bay Area, CA 10,442 New York, NY 5,619 Washington, DC 3,596 Seattle, WA 2,133 Los Angeles, CA 2,072 Boston, MA 1,349 Austin, TX 1,181 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,039 Denver, CO 790 Atlanta, GA 690 Raleigh–Durham, NC 487 San Diego, CA 429 Phoenix, AZ 355 Charlotte, NC 336 Houston, TX 254 Pittsburgh, PA 228 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 161 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 65 Portland, OR 28
Role
Software Engineer 11,238 Product Manager 3,281 Engineering Manager 2,096 Project Manager 1,920 Program Manager 1,906 Data Scientist 1,565 Machine Learning Engineer 1,505 Security Engineer 1,435 Marketing Manager 1,345 Full Stack Developer 1,205 AI Engineer 1,068 DevOps Engineer 1,059 Data Engineer 900 IT Support Specialist 851 Cybersecurity Analyst 844 Backend Developer 796 Systems Administrator 773 Site Reliability Engineer 725 Graphic Designer 691 Data Analyst 648 Product Marketing Manager 610 Mobile Developer 593 Network Engineer 565 Business Analyst 548 Product Designer 526 Content Writer 514 QA Engineer 500 Growth Marketing Manager 348 Frontend Developer 332 Cloud Engineer 301 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 209 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 173 Video Editor 103 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 62 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,844 Machine learning 9,049 Product roadmapping 8,531 AWS 8,227 CI/CD 7,586 SQL 6,203 Kubernetes 6,114 LLMs 5,727 AI agents 5,327 C++ 5,129 Linux 5,069 Java 5,014 Azure 4,863 Distributed systems 4,727 Agile 4,585 Docker 4,266 Google Cloud 4,088 Git 4,063 TypeScript 3,901 Go 3,833 React 3,576 Terraform 3,327 JavaScript 3,303 Go-to-market 2,832 REST APIs 2,760 Jira 2,676 Test automation 2,627 PostgreSQL 2,469 C 2,445 Generative AI 2,443 Microservices 2,391 Incident response 2,385 Product strategy 2,385 Bash 2,236 Positioning & messaging 2,149 Excel 2,041 GitHub 1,890 Embedded systems 1,858 Node.js 1,843 Rust 1,756 PyTorch 1,711 Stakeholder management 1,709 Kafka 1,707 IAM 1,624 CompTIA certifications 1,620 CRM 1,616 Product marketing 1,607 C# 1,597 Scrum 1,578 Spark 1,568 Computer vision 1,553 Cryptography 1,509 Ansible 1,497 Firmware 1,476 GitLab 1,475 Android 1,463 Market research 1,432 Data modeling 1,419 Jenkins 1,401 Deep learning 1,372 PRDs 1,356 iOS 1,335 RAG 1,323 Data warehousing 1,311 Design systems 1,281 Confluence 1,267 PMP 1,263 NoSQL 1,237 OpenAI API 1,224 ETL 1,223 NIST 1,183 Vulnerability management 1,172 Google Workspace 1,165 Firewalls 1,163 Salesforce 1,153 HTML 1,144 Grafana 1,121 Competitive analysis 1,080 CSS 1,078 Snowflake 1,072 TCP/IP 1,065 Databricks 1,059 Tableau 1,059 DNS / DHCP 1,036 Kotlin 1,034 PowerShell 1,000 Power BI 986 Angular 978 Prototyping 970 CISSP 961 Figma 960 User stories 952 MLOps 937 Prometheus 931 Scala 927 TensorFlow 926 GitHub Actions 897 SAP 887 Brand marketing 883 A/B testing 865 Spring Boot 850 Active Directory 850 R 841 MySQL 828 NLP 827 Prompt engineering 827 Web accessibility (WCAG) 824 Airflow 811 Zero Trust 809 Pricing strategy 809 Redis 793 Elasticsearch 784 Oracle 782 User research 779 Demand generation 775 Unix 770 Reinforcement learning 769 RTOS 761 SSO / SAML 758 Sales enablement 756 OAuth 754 Splunk 730 Routing & switching 717 GraphQL 710 ServiceNow 710 SOC 2 710 VPN 689 MongoDB 688 Datadog 686 Vector databases 685 ITIL 660 SQL Server 654 JUnit 649 BigQuery 648 Cisco 637 Helm 636 CUDA 630 SIEM 628 SEO 624 VMware 623 .NET 620 Microsoft 365 616 HIPAA 609 CCNA / CCNP 602 Technical writing 598 gRPC 593 Serverless 592 Threat modeling 592 CloudFormation 578 Microsoft Project 576 Ruby 571 Next.js 563 LangChain 560 MATLAB 552 Budget management 544 Product analytics 541 Adobe Creative Cloud 537 dbt 536 FedRAMP 532 Marketing automation 532 Content strategy 526 Email marketing 524 SAFe 519 SharePoint 519 Jetpack Compose 517 Penetration testing 512 ISO 27001 495 GIAC certifications 487 pandas 482 scikit-learn 477 Argo CD 471 CMS 468 macOS 446 EDR 442 Windows Server 437 Looker 432 HubSpot 423 Six Sigma 421 DynamoDB 419 Vue.js 418 ELK Stack 411 Typography 407 FastAPI 400 OpenTelemetry 398 Event marketing 396 Chef / Puppet 381 FPGA 373 Hadoop 371 Photoshop 371 Google Analytics 368 Okta 367 React Native 366 Load testing 365 Video editing 363 OpenShift 342 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 330 SAST / DAST 329 Django 328 Intune / SCCM 317 Redshift 316 Flink 310 CISM 301 Kanban 295 Blockchain 293 Wireframing 292 OWASP 290 Hugging Face 286 GRC 285 SD-WAN 284 Motion graphics 279 RabbitMQ 271 Swift 270 Selenium 268 Ruby on Rails 261 Juniper 261 Perl 260 ClickHouse 256 Playwright 253 Power Platform 253 Smartsheet 245 OKRs 245 Content marketing 241 WebSockets 237 Unreal Engine 231 Cassandra 230 Pulumi 223 Google Ads 223 Flask 220 Wireshark 218 PPC 215 After Effects 210 PCI DSS 205 Information architecture 205 Canva 202 SageMaker 200 Copywriting 199 Redux 195 SOAR 191 Asana 189 Premiere Pro 188 Marketo 187 Vertex AI 185 Tailwind CSS 177 InDesign 174 Notion 174 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 159 Kinesis 157 Salesforce Marketing Cloud 155 Jamf 154 Postman 152 Workday 147 pytest 146 Influencer marketing 146 PHP 144 Jest 141 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 jQuery 121 Conversion rate optimization 121 Amplitude 120 New Relic 120 Cucumber 112 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 SwiftUI 102 Neo4j 102 XGBoost 102 CapCut 100 SAS 98 Braze 98 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Blender 79 Informatica 77 Keras 77 Airtable 77 D3.js 73 Looker Studio 73 PCB design 72 Vite 71 Firebase 71 Webflow 69 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 67 Mixpanel 65 Adobe Analytics 65 Webpack 61 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 54 Storybook 52 Miro 52 Elixir 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 44 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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