States
Alabama 432 Alaska 34 Arizona 648 Arkansas 427 California 15,578 Colorado 1,532 Connecticut 338 Delaware 129 District of Columbia 1,316 Florida 1,293 Georgia 1,099 Hawaii 133 Idaho 175 Illinois 1,853 Indiana 296 Iowa 269 Kansas 109 Kentucky 160 Louisiana 102 Maine 76 Maryland 1,657 Massachusetts 2,264 Michigan 684 Minnesota 403 Mississippi 88 Missouri 482 Montana 49 Nebraska 181 Nevada 193 New Hampshire 108 New Jersey 791 New Mexico 155 New York 6,735 North Carolina 1,183 North Dakota 64 Ohio 687 Oklahoma 178 Oregon 354 Pennsylvania 876 Rhode Island 84 South Carolina 190 South Dakota 53 Tennessee 278 Texas 3,711 Utah 463 Vermont 64 Virginia 3,714 Washington 2,774 West Virginia 66 Wisconsin 324 Wyoming 51
Cities
San Francisco Bay Area, CA 10,594 New York, NY 5,659 Washington, DC 3,647 Seattle, WA 2,154 Los Angeles, CA 2,079 Boston, MA 1,337 Austin, TX 1,218 Chicago, IL 1,171 Dallas–Fort Worth, TX 1,088 Denver, CO 789 Atlanta, GA 716 Raleigh–Durham, NC 483 San Diego, CA 428 Phoenix, AZ 377 Charlotte, NC 354 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,275 Product Manager 3,348 Engineering Manager 2,122 Program Manager 1,954 Project Manager 1,944 Data Scientist 1,549 Machine Learning Engineer 1,509 Security Engineer 1,459 Marketing Manager 1,380 Full Stack Developer 1,194 AI Engineer 1,081 DevOps Engineer 1,075 Data Engineer 897 Cybersecurity Analyst 876 IT Support Specialist 862 Backend Developer 783 Systems Administrator 770 Site Reliability Engineer 732 Graphic Designer 711 Data Analyst 641 Product Marketing Manager 633 Mobile Developer 599 Network Engineer 574 Business Analyst 555 Product Designer 535 Content Writer 528 QA Engineer 497 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 306 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 204 Social Media Manager 196 Digital Marketing Specialist 180 Marketing Analyst 175 Community Manager 175 Video Editor 106 Creative Director 96 Brand Manager 93 SEO Specialist 82 Content Creator 79 Scrum Master 74 Influencer Marketing Manager 64 BI Developer 64 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,908 Machine learning 9,069 Product roadmapping 8,650 AWS 8,206 CI/CD 7,654 SQL 6,214 Kubernetes 6,147 LLMs 5,759 AI agents 5,404 C++ 5,157 Linux 5,145 Java 5,070 Azure 4,899 Distributed systems 4,797 Agile 4,651 Docker 4,278 Google Cloud 4,090 Git 4,076 TypeScript 3,896 Go 3,894 React 3,567 Terraform 3,342 JavaScript 3,315 Go-to-market 2,923 REST APIs 2,762 Jira 2,715 Test automation 2,656 PostgreSQL 2,458 C 2,455 Incident response 2,439 Generative AI 2,433 Product strategy 2,417 Microservices 2,408 Bash 2,291 Positioning & messaging 2,198 Excel 2,058 GitHub 1,912 Embedded systems 1,875 Node.js 1,847 Rust 1,774 Stakeholder management 1,730 PyTorch 1,729 Kafka 1,718 IAM 1,646 CRM 1,646 Product marketing 1,634 CompTIA certifications 1,630 C# 1,607 Scrum 1,582 Computer vision 1,570 Spark 1,560 Ansible 1,546 Cryptography 1,542 Firmware 1,517 GitLab 1,512 Android 1,472 Market research 1,447 Jenkins 1,414 Data modeling 1,409 Deep learning 1,376 PRDs 1,368 iOS 1,352 RAG 1,345 Data warehousing 1,308 PMP 1,304 Confluence 1,292 Design systems 1,274 NoSQL 1,264 OpenAI API 1,247 NIST 1,220 ETL 1,216 Vulnerability management 1,197 Firewalls 1,190 Salesforce 1,171 Google Workspace 1,158 Grafana 1,141 HTML 1,133 Competitive analysis 1,090 TCP/IP 1,089 Snowflake 1,077 Databricks 1,069 DNS / DHCP 1,067 Tableau 1,056 CSS 1,055 Kotlin 1,046 PowerShell 1,024 Angular 990 Power BI 986 User stories 981 Prototyping 976 CISSP 975 Figma 962 Scala 957 Prometheus 950 TensorFlow 918 MLOps 913 GitHub Actions 900 Brand marketing 898 SAP 884 A/B testing 870 Active Directory 868 Pricing strategy 836 Spring Boot 827 Prompt engineering 827 MySQL 825 R 819 NLP 815 Web accessibility (WCAG) 812 Zero Trust 808 Airflow 798 Oracle 797 Elasticsearch 790 Redis 783 Reinforcement learning 781 OAuth 777 Unix 777 Sales enablement 775 User research 774 Demand generation 767 RTOS 760 SSO / SAML 756 Splunk 752 Routing & switching 740 ServiceNow 719 SOC 2 719 VPN 709 GraphQL 703 MongoDB 697 Datadog 695 Vector databases 680 SQL Server 676 Cisco 668 JUnit 651 BigQuery 649 ITIL 649 CUDA 646 .NET 645 Helm 644 Microsoft 365 638 SIEM 637 VMware 627 SEO 625 Technical writing 620 CCNA / CCNP 616 Threat modeling 613 HIPAA 606 Serverless 595 gRPC 589 CloudFormation 583 Ruby 582 Microsoft Project 573 LangChain 560 Next.js 559 Adobe Creative Cloud 555 Marketing automation 549 Budget management 549 FedRAMP 547 MATLAB 543 SAFe 539 Product analytics 536 SharePoint 531 dbt 527 Content strategy 526 Penetration testing 521 Jetpack Compose 520 Email marketing 513 ISO 27001 501 GIAC certifications 490 Argo CD 485 CMS 470 pandas 468 scikit-learn 454 macOS 454 EDR 449 Windows Server 447 HubSpot 433 Six Sigma 429 OpenTelemetry 426 Vue.js 423 ELK Stack 419 Typography 417 DynamoDB 412 Looker 410 FastAPI 404 Chef / Puppet 398 Event marketing 390 Okta 379 Photoshop 375 Google Analytics 372 FPGA 372 Video editing 370 Load testing 368 Hadoop 365 React Native 363 OpenShift 340 SAST / DAST 339 Illustrator 336 Account-based marketing 335 Paid social 334 NumPy 327 Service mesh 327 Flink 324 Intune / SCCM 323 Django 317 Redshift 316 CISM 306 OWASP 302 SD-WAN 300 Kanban 297 Blockchain 297 GRC 292 Motion graphics 285 Hugging Face 283 Wireframing 279 RabbitMQ 277 Swift 274 Ruby on Rails 266 Juniper 266 Selenium 265 ClickHouse 261 Perl 257 OKRs 257 Playwright 256 Power Platform 248 Smartsheet 245 WebSockets 241 Content marketing 241 Cassandra 232 Pulumi 228 Google Ads 227 Unreal Engine 226 Wireshark 222 PPC 220 After Effects 209 PCI DSS 208 Information architecture 208 Canva 206 Flask 205 Copywriting 205 SOAR 203 SageMaker 194 Marketo 194 Premiere Pro 193 Redux 191 Asana 189 Vertex AI 178 InDesign 177 Presto / Trino 175 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 163 Jamf 162 Cloudflare 161 Hive 160 Kinesis 152 Salesforce Marketing Cloud 151 Postman 150 Workday 147 Influencer marketing 146 pytest 144 Zapier 144 PHP 142 Jest 140 OSCP 138 Zendesk 133 monday.com 133 Shopify 131 SEM 129 WordPress 127 Amplitude 118 New Relic 118 Conversion rate optimization 118 jQuery 115 Cucumber 113 Verilog / VHDL 107 Jupyter 104 Meta Ads 104 SwiftUI 103 Neo4j 102 Unity 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 Programmatic advertising 85 VBA 82 Social media tools 80 Informatica 78 Keras 78 Blender 78 Sketch 76 PCB design 76 Firebase 72 Looker Studio 72 Vite 71 D3.js 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 69 Mixpanel 68 Adobe Analytics 67 Three.js 66 Webflow 66 Airtable 66 Webpack 62 Iterable 58 Google Tag Manager 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 51 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 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 28 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 15 Clojure 11 Houdini 11 Erlang 9 ZBrush 8 Stata 3
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