States
Alabama 445 Alaska 44 Arizona 633 Arkansas 437 California 15,370 Colorado 1,530 Connecticut 342 Delaware 131 District of Columbia 1,305 Florida 1,284 Georgia 1,078 Hawaii 135 Idaho 178 Illinois 1,843 Indiana 310 Iowa 278 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,633 Massachusetts 2,280 Michigan 697 Minnesota 403 Mississippi 97 Missouri 470 Montana 50 Nebraska 185 Nevada 200 New Hampshire 110 New Jersey 804 New Mexico 161 New York 6,697 North Carolina 1,188 North Dakota 75 Ohio 693 Oklahoma 192 Oregon 357 Pennsylvania 893 Rhode Island 93 South Carolina 204 South Dakota 62 Tennessee 289 Texas 3,616 Utah 462 Vermont 73 Virginia 3,677 Washington 2,758 West Virginia 78 Wisconsin 334 Wyoming 62
Cities
San Francisco Bay Area, CA 10,447 New York, NY 5,620 Washington, DC 3,595 Seattle, WA 2,136 Los Angeles, CA 2,073 Boston, MA 1,349 Austin, TX 1,179 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,039 Denver, CO 790 Atlanta, GA 692 Raleigh–Durham, NC 486 San Diego, CA 430 Phoenix, AZ 355 Charlotte, NC 336 Houston, TX 254 Pittsburgh, PA 228 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,240 Product Manager 3,281 Engineering Manager 2,098 Project Manager 1,920 Program Manager 1,910 Data Scientist 1,566 Machine Learning Engineer 1,503 Security Engineer 1,434 Marketing Manager 1,346 Full Stack Developer 1,206 AI Engineer 1,068 DevOps Engineer 1,059 Data Engineer 900 IT Support Specialist 852 Cybersecurity Analyst 844 Backend Developer 796 Systems Administrator 773 Site Reliability Engineer 724 Graphic Designer 691 Data Analyst 648 Product Marketing Manager 611 Mobile Developer 595 Network Engineer 565 Business Analyst 548 Product Designer 526 Content Writer 514 QA Engineer 502 Growth Marketing Manager 348 Frontend Developer 333 Cloud Engineer 301 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 208 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 63 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,844 Machine learning 9,045 Product roadmapping 8,529 AWS 8,220 CI/CD 7,585 SQL 6,202 Kubernetes 6,111 LLMs 5,728 AI agents 5,332 C++ 5,134 Linux 5,070 Java 5,019 Azure 4,858 Distributed systems 4,725 Agile 4,590 Docker 4,265 Google Cloud 4,079 Git 4,067 TypeScript 3,901 Go 3,831 React 3,577 Terraform 3,323 JavaScript 3,306 Go-to-market 2,835 REST APIs 2,760 Jira 2,682 Test automation 2,632 PostgreSQL 2,468 C 2,447 Generative AI 2,443 Microservices 2,392 Product strategy 2,387 Incident response 2,384 Bash 2,235 Positioning & messaging 2,157 Excel 2,044 GitHub 1,891 Embedded systems 1,860 Node.js 1,843 Rust 1,757 PyTorch 1,711 Stakeholder management 1,710 Kafka 1,704 IAM 1,625 CompTIA certifications 1,621 CRM 1,615 Product marketing 1,608 C# 1,603 Scrum 1,579 Spark 1,567 Computer vision 1,554 Cryptography 1,509 Ansible 1,495 Firmware 1,477 GitLab 1,474 Android 1,464 Market research 1,434 Data modeling 1,421 Jenkins 1,397 Deep learning 1,372 PRDs 1,358 iOS 1,335 RAG 1,325 Data warehousing 1,311 Design systems 1,281 Confluence 1,267 PMP 1,263 NoSQL 1,239 ETL 1,224 OpenAI API 1,224 NIST 1,183 Vulnerability management 1,171 Google Workspace 1,167 Firewalls 1,162 Salesforce 1,153 HTML 1,145 Grafana 1,118 Competitive analysis 1,082 CSS 1,079 Snowflake 1,070 TCP/IP 1,066 Tableau 1,059 Databricks 1,055 Kotlin 1,038 DNS / DHCP 1,035 PowerShell 999 Power BI 986 Angular 983 Prototyping 970 CISSP 961 Figma 960 User stories 952 MLOps 936 Prometheus 927 TensorFlow 926 Scala 925 GitHub Actions 893 SAP 886 Brand marketing 883 A/B testing 865 Spring Boot 850 Active Directory 850 R 841 NLP 829 MySQL 828 Prompt engineering 828 Web accessibility (WCAG) 824 Airflow 811 Zero Trust 809 Pricing strategy 809 Redis 793 Elasticsearch 784 Oracle 781 User research 779 Demand generation 776 Unix 770 Reinforcement learning 769 RTOS 761 SSO / SAML 758 Sales enablement 758 OAuth 754 Splunk 729 Routing & switching 717 GraphQL 711 ServiceNow 710 SOC 2 710 VPN 689 MongoDB 688 Vector databases 684 Datadog 684 ITIL 661 SQL Server 653 BigQuery 648 JUnit 647 Cisco 637 Helm 636 CUDA 630 SIEM 626 SEO 624 .NET 623 VMware 623 Microsoft 365 616 HIPAA 608 CCNA / CCNP 602 Technical writing 598 gRPC 593 Serverless 592 Threat modeling 591 CloudFormation 577 Microsoft Project 577 Ruby 571 Next.js 561 LangChain 559 MATLAB 553 Budget management 544 Product analytics 541 Adobe Creative Cloud 538 dbt 536 FedRAMP 532 Marketing automation 531 Content strategy 526 Email marketing 524 SharePoint 520 SAFe 519 Jetpack Compose 517 Penetration testing 511 ISO 27001 495 GIAC certifications 486 pandas 481 scikit-learn 477 Argo CD 469 CMS 469 macOS 447 EDR 440 Windows Server 437 Looker 432 HubSpot 423 Six Sigma 421 Vue.js 420 DynamoDB 419 ELK Stack 411 Typography 407 FastAPI 398 OpenTelemetry 397 Event marketing 396 Chef / Puppet 381 FPGA 373 Photoshop 372 Hadoop 371 Google Analytics 368 Okta 367 React Native 366 Load testing 363 Video editing 363 OpenShift 342 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 331 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 Swift 271 RabbitMQ 271 Selenium 267 Ruby on Rails 261 Juniper 261 Perl 260 ClickHouse 256 Playwright 255 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 184 Tailwind CSS 177 InDesign 174 Notion 173 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 158 Kinesis 157 Jamf 154 Salesforce Marketing Cloud 154 Postman 150 Workday 147 Influencer marketing 146 PHP 145 pytest 145 Jest 141 Zapier 139 OSCP 136 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 97 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 74 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 55 Citrix 54 DaVinci Resolve 54 Storybook 52 Miro 52 Elixir 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 45 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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