States
Alabama 440 Alaska 44 Arizona 631 Arkansas 383 California 15,132 Colorado 1,547 Connecticut 359 Delaware 127 District of Columbia 1,296 Florida 1,285 Georgia 1,062 Hawaii 128 Idaho 187 Illinois 1,830 Indiana 319 Iowa 288 Kansas 119 Kentucky 164 Louisiana 107 Maine 82 Maryland 1,623 Massachusetts 2,276 Michigan 696 Minnesota 401 Mississippi 93 Missouri 489 Montana 51 Nebraska 178 Nevada 195 New Hampshire 106 New Jersey 804 New Mexico 155 New York 6,591 North Carolina 1,200 North Dakota 80 Ohio 676 Oklahoma 199 Oregon 347 Pennsylvania 901 Rhode Island 96 South Carolina 194 South Dakota 61 Tennessee 272 Texas 3,605 Utah 458 Vermont 79 Virginia 3,640 Washington 2,726 West Virginia 76 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,240 New York, NY 5,517 Washington, DC 3,555 Seattle, WA 2,106 Los Angeles, CA 2,015 Boston, MA 1,353 Austin, TX 1,181 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,026 Denver, CO 794 Atlanta, GA 684 Raleigh–Durham, NC 482 San Diego, CA 429 Phoenix, AZ 359 Charlotte, NC 355 Houston, TX 263 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 125 Baltimore, MD 96 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,163 Product Manager 3,264 Engineering Manager 2,081 Project Manager 1,930 Program Manager 1,877 Data Scientist 1,544 Machine Learning Engineer 1,501 Security Engineer 1,431 Marketing Manager 1,340 Full Stack Developer 1,198 AI Engineer 1,055 DevOps Engineer 1,047 Data Engineer 893 Cybersecurity Analyst 841 IT Support Specialist 825 Backend Developer 799 Systems Administrator 743 Site Reliability Engineer 714 Graphic Designer 691 Data Analyst 674 Product Marketing Manager 607 Mobile Developer 591 Network Engineer 568 Business Analyst 562 Product Designer 520 Content Writer 505 QA Engineer 501 Growth Marketing Manager 351 Frontend Developer 336 Cloud Engineer 303 UX Designer 248 PPC Specialist 213 Social Media Manager 200 Email Marketing Specialist 197 Digital Marketing Specialist 177 Community Manager 176 Marketing Analyst 174 Video Editor 95 Brand Manager 92 Creative Director 84 SEO Specialist 79 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 67 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 41 Game Designer 36 3D Artist 29 UI Designer 25 Animator 23 Web Designer 15
Skills
Python 14,651 Machine learning 9,077 Product roadmapping 8,513 AWS 8,206 CI/CD 7,424 SQL 6,102 Kubernetes 6,020 LLMs 5,645 AI agents 5,212 C++ 5,070 Linux 5,032 Java 4,917 Azure 4,849 Distributed systems 4,688 Agile 4,625 Docker 4,216 Google Cloud 4,060 Git 3,974 TypeScript 3,837 Go 3,814 React 3,549 Terraform 3,297 JavaScript 3,210 Go-to-market 2,823 REST APIs 2,673 Jira 2,651 Test automation 2,563 PostgreSQL 2,455 C 2,450 Generative AI 2,412 Product strategy 2,383 Incident response 2,370 Microservices 2,367 Bash 2,179 Positioning & messaging 2,146 Excel 2,039 Embedded systems 1,881 GitHub 1,849 Node.js 1,817 Stakeholder management 1,769 Rust 1,716 PyTorch 1,704 Kafka 1,684 CRM 1,623 Product marketing 1,606 IAM 1,588 Scrum 1,580 CompTIA certifications 1,574 Spark 1,566 Computer vision 1,553 C# 1,550 Cryptography 1,501 GitLab 1,482 Ansible 1,471 Firmware 1,470 Data modeling 1,442 Market research 1,434 Android 1,416 Deep learning 1,361 Jenkins 1,342 PRDs 1,327 RAG 1,306 iOS 1,304 Data warehousing 1,304 PMP 1,267 Design systems 1,264 Confluence 1,250 NoSQL 1,239 ETL 1,213 OpenAI API 1,203 NIST 1,193 Vulnerability management 1,169 Google Workspace 1,166 Firewalls 1,163 Salesforce 1,163 HTML 1,134 Grafana 1,087 Competitive analysis 1,079 Databricks 1,074 Snowflake 1,073 CSS 1,064 TCP/IP 1,064 Tableau 1,038 Kotlin 1,001 DNS / DHCP 1,001 PowerShell 986 Angular 977 Power BI 973 CISSP 973 Prototyping 962 Figma 960 MLOps 939 TensorFlow 937 Scala 916 Prometheus 905 User stories 902 GitHub Actions 875 SAP 872 Brand marketing 871 R 859 Web accessibility (WCAG) 849 A/B testing 841 NLP 838 Active Directory 834 Prompt engineering 830 Zero Trust 809 Spring Boot 807 Airflow 803 User research 799 Redis 787 Pricing strategy 783 MySQL 782 Demand generation 780 Oracle 766 Sales enablement 766 Elasticsearch 765 RTOS 758 Reinforcement learning 752 Unix 752 SSO / SAML 725 OAuth 718 GraphQL 716 Routing & switching 709 SOC 2 708 ServiceNow 693 Vector databases 688 Splunk 688 VPN 688 MongoDB 687 Datadog 666 SQL Server 654 ITIL 651 Cisco 648 SIEM 636 CUDA 635 SEO 630 Helm 629 .NET 628 BigQuery 623 Microsoft 365 623 JUnit 615 VMware 613 CCNA / CCNP 606 HIPAA 600 Serverless 596 Threat modeling 587 Microsoft Project 585 Technical writing 585 gRPC 584 CloudFormation 583 Ruby 572 Next.js 566 LangChain 553 FedRAMP 543 dbt 541 SAFe 538 MATLAB 535 Product analytics 531 Budget management 531 Marketing automation 528 Content strategy 527 Adobe Creative Cloud 524 Email marketing 517 Jetpack Compose 513 SharePoint 503 Penetration testing 501 GIAC certifications 493 ISO 27001 491 CMS 481 scikit-learn 480 pandas 473 Argo CD 469 EDR 457 macOS 444 Looker 432 Windows Server 431 HubSpot 423 DynamoDB 419 Vue.js 417 ELK Stack 408 Typography 403 Event marketing 403 FastAPI 399 Six Sigma 397 Chef / Puppet 391 OpenTelemetry 390 Google Analytics 371 FPGA 370 Photoshop 368 Hadoop 349 React Native 348 Video editing 346 Load testing 343 Okta 342 SAST / DAST 338 Paid social 332 OpenShift 331 Django 330 Illustrator 330 NumPy 329 Service mesh 327 Account-based marketing 327 Redshift 314 Flink 304 Blockchain 301 CISM 300 Intune / SCCM 297 SD-WAN 290 OWASP 290 Kanban 290 Hugging Face 282 Motion graphics 279 GRC 274 RabbitMQ 273 Wireframing 273 Perl 266 Juniper 263 OKRs 259 Swift 257 Playwright 257 Ruby on Rails 252 Selenium 252 ClickHouse 249 Content marketing 241 Smartsheet 240 WebSockets 235 Power Platform 234 Unreal Engine 228 Wireshark 222 PPC 221 Flask 220 Google Ads 220 Pulumi 217 Cassandra 213 After Effects 207 Copywriting 204 SageMaker 200 PCI DSS 200 Information architecture 200 SOAR 197 Canva 197 Asana 193 Redux 190 Marketo 190 Premiere Pro 182 InDesign 180 Notion 179 Tailwind CSS 177 Vertex AI 172 NetSuite 172 Cypress 170 Presto / Trino 165 Cloudflare 160 Kinesis 154 PHP 151 Salesforce Marketing Cloud 151 OSCP 147 Influencer marketing 147 Hive 146 Jamf 146 Workday 146 Zapier 143 Postman 138 Zendesk 134 SEM 134 pytest 133 Jest 131 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 110 Cucumber 107 Verilog / VHDL 107 monday.com 104 Neo4j 101 Jupyter 101 CapCut 100 Meta Ads 99 XGBoost 97 SwiftUI 96 Fivetran 95 Unity 95 Braze 94 SAS 93 SEO tools 93 Google Search Console 89 WebGL 88 Programmatic advertising 87 Nginx 86 NestJS 85 VBA 82 Sketch 82 Social media tools 82 Keras 80 HashiCorp Vault 80 Blender 76 Vite 75 Airtable 75 PCB design 74 Informatica 72 D3.js 71 Looker Studio 69 Webflow 67 LinkedIn Ads 67 Affiliate marketing 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 63 Firebase 62 Final Cut Pro 61 Iterable 59 Webpack 58 Svelte 56 Google Tag Manager 55 Citrix 53 Storybook 51 Elixir 50 Qlik 50 DaVinci Resolve 49 Klaviyo 49 Appium 46 Miro 46 Cinema 4D 46 Objective-C 45 Maya 45 UIKit 44 Lua 42 Sass 40 Markdown 36 Adobe XD 34 Xcode 32 Express.js 31 Alteryx 31 Trello 31 Haskell 30 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 AP Style 24 SPSS 23 Framer 23 Retool 23 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 10 Clojure 9 ZBrush 9 Erlang 8 Stata 4
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