States
Alabama 442 Alaska 44 Arizona 628 Arkansas 380 California 15,118 Colorado 1,550 Connecticut 361 Delaware 131 District of Columbia 1,293 Florida 1,293 Georgia 1,066 Hawaii 131 Idaho 191 Illinois 1,839 Indiana 315 Iowa 290 Kansas 120 Kentucky 168 Louisiana 109 Maine 85 Maryland 1,642 Massachusetts 2,262 Michigan 707 Minnesota 401 Mississippi 94 Missouri 476 Montana 52 Nebraska 178 Nevada 198 New Hampshire 109 New Jersey 811 New Mexico 160 New York 6,593 North Carolina 1,202 North Dakota 81 Ohio 677 Oklahoma 194 Oregon 346 Pennsylvania 908 Rhode Island 98 South Carolina 203 South Dakota 61 Tennessee 274 Texas 3,587 Utah 462 Vermont 79 Virginia 3,653 Washington 2,719 West Virginia 77 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,240 New York, NY 5,531 Washington, DC 3,566 Seattle, WA 2,100 Los Angeles, CA 2,009 Boston, MA 1,349 Austin, TX 1,176 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,028 Denver, CO 800 Atlanta, GA 681 Raleigh–Durham, NC 485 San Diego, CA 430 Charlotte, NC 360 Phoenix, AZ 357 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 210 Philadelphia, PA 167 Salt Lake City, UT 163 Detroit, MI 145 Minneapolis, MN 127 Baltimore, MD 99 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,147 Product Manager 3,266 Engineering Manager 2,099 Project Manager 1,922 Program Manager 1,882 Data Scientist 1,552 Machine Learning Engineer 1,508 Security Engineer 1,435 Marketing Manager 1,350 Full Stack Developer 1,193 AI Engineer 1,062 DevOps Engineer 1,042 Data Engineer 895 Cybersecurity Analyst 842 IT Support Specialist 831 Backend Developer 794 Systems Administrator 750 Site Reliability Engineer 721 Graphic Designer 697 Data Analyst 665 Product Marketing Manager 606 Mobile Developer 593 Business Analyst 563 Network Engineer 561 Product Designer 523 Content Writer 505 QA Engineer 500 Growth Marketing Manager 350 Frontend Developer 337 Cloud Engineer 303 UX Designer 243 PPC Specialist 215 Email Marketing Specialist 202 Social Media Manager 200 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 169 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 80 Content Creator 77 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 49 Copywriter 48 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 24 Animator 22 Web Designer 15
Skills
Python 14,663 Machine learning 9,072 Product roadmapping 8,519 AWS 8,227 CI/CD 7,447 SQL 6,093 Kubernetes 6,019 LLMs 5,638 AI agents 5,228 C++ 5,064 Linux 5,011 Java 4,917 Azure 4,861 Distributed systems 4,688 Agile 4,613 Docker 4,207 Google Cloud 4,059 Git 3,975 TypeScript 3,847 Go 3,804 React 3,540 Terraform 3,296 JavaScript 3,205 Go-to-market 2,824 REST APIs 2,667 Jira 2,656 Test automation 2,583 PostgreSQL 2,454 C 2,436 Generative AI 2,412 Product strategy 2,379 Microservices 2,361 Incident response 2,361 Bash 2,191 Positioning & messaging 2,150 Excel 2,029 Embedded systems 1,880 GitHub 1,843 Node.js 1,819 Stakeholder management 1,759 Rust 1,709 PyTorch 1,704 Kafka 1,686 CRM 1,629 Product marketing 1,599 IAM 1,592 CompTIA certifications 1,579 Scrum 1,572 Spark 1,561 C# 1,553 Computer vision 1,547 Cryptography 1,487 Ansible 1,474 GitLab 1,465 Firmware 1,462 Data modeling 1,437 Market research 1,429 Android 1,419 Deep learning 1,359 Jenkins 1,341 PRDs 1,334 RAG 1,321 Data warehousing 1,313 iOS 1,306 Design systems 1,264 PMP 1,260 Confluence 1,246 NoSQL 1,235 ETL 1,216 OpenAI API 1,207 NIST 1,188 Vulnerability management 1,183 Salesforce 1,168 Google Workspace 1,162 Firewalls 1,148 HTML 1,130 Grafana 1,083 Snowflake 1,077 Databricks 1,077 Competitive analysis 1,077 TCP/IP 1,061 CSS 1,060 Tableau 1,033 Kotlin 1,010 DNS / DHCP 999 PowerShell 989 CISSP 978 Angular 974 Power BI 974 Prototyping 969 Figma 959 MLOps 951 TensorFlow 939 Scala 921 User stories 913 Prometheus 902 SAP 877 Brand marketing 876 GitHub Actions 875 R 851 A/B testing 844 Web accessibility (WCAG) 843 Prompt engineering 837 NLP 836 Active Directory 835 Spring Boot 809 Zero Trust 802 Airflow 801 User research 799 Redis 795 Pricing strategy 787 MySQL 784 Demand generation 781 Elasticsearch 771 Sales enablement 768 Oracle 767 RTOS 761 Reinforcement learning 757 Unix 752 SSO / SAML 733 OAuth 726 GraphQL 714 SOC 2 714 Routing & switching 704 Splunk 697 Vector databases 692 ServiceNow 691 MongoDB 681 VPN 681 Datadog 671 SQL Server 654 ITIL 653 Cisco 641 SIEM 640 SEO 630 .NET 629 CUDA 628 Helm 625 BigQuery 624 VMware 618 Microsoft 365 618 JUnit 615 HIPAA 610 CCNA / CCNP 606 Serverless 596 gRPC 591 Technical writing 588 Threat modeling 586 Microsoft Project 582 CloudFormation 578 Ruby 570 Next.js 561 LangChain 556 dbt 544 MATLAB 542 FedRAMP 542 SAFe 535 Budget management 533 Marketing automation 530 Adobe Creative Cloud 529 Content strategy 529 Product analytics 527 Email marketing 521 Jetpack Compose 514 Penetration testing 500 SharePoint 499 GIAC certifications 498 ISO 27001 491 scikit-learn 483 CMS 478 pandas 471 Argo CD 465 EDR 459 Windows Server 440 macOS 438 Looker 434 HubSpot 426 DynamoDB 417 Vue.js 412 Event marketing 410 ELK Stack 405 Six Sigma 404 Typography 403 FastAPI 394 OpenTelemetry 387 Chef / Puppet 385 Google Analytics 370 Photoshop 370 FPGA 369 React Native 352 Video editing 351 Hadoop 348 Okta 348 Load testing 346 SAST / DAST 340 Paid social 335 Django 334 OpenShift 334 NumPy 329 Illustrator 329 Account-based marketing 329 Service mesh 325 Redshift 313 Flink 306 Blockchain 302 CISM 300 Intune / SCCM 295 Kanban 293 SD-WAN 288 OWASP 286 Hugging Face 285 Wireframing 276 Motion graphics 276 GRC 275 RabbitMQ 270 Perl 264 Swift 260 Juniper 259 Selenium 252 Playwright 252 OKRs 252 Ruby on Rails 251 ClickHouse 251 Content marketing 242 Smartsheet 241 Power Platform 235 WebSockets 233 Unreal Engine 231 PPC 223 Google Ads 221 Wireshark 220 Flask 219 Pulumi 218 Cassandra 217 After Effects 206 Copywriting 206 Information architecture 201 SageMaker 200 PCI DSS 198 SOAR 198 Canva 198 Asana 196 Marketo 190 Redux 189 Notion 181 InDesign 180 Premiere Pro 180 Tailwind CSS 176 NetSuite 173 Vertex AI 172 Presto / Trino 166 Cypress 162 Cloudflare 158 Kinesis 157 Salesforce Marketing Cloud 150 Workday 147 PHP 146 Hive 146 OSCP 146 Influencer marketing 146 Jamf 145 Zapier 143 Postman 140 pytest 138 Zendesk 135 SEM 133 Jest 126 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 111 Verilog / VHDL 110 monday.com 102 Cucumber 101 Jupyter 100 SwiftUI 99 Neo4j 99 CapCut 99 Meta Ads 98 Fivetran 97 XGBoost 97 Unity 96 Braze 93 SAS 92 SEO tools 92 WebGL 89 NestJS 89 Google Search Console 89 Programmatic advertising 88 Nginx 87 Social media tools 85 VBA 83 Sketch 81 HashiCorp Vault 80 Blender 80 Keras 77 Informatica 76 PCB design 75 Airtable 75 Vite 74 D3.js 71 Looker Studio 69 Webflow 68 Affiliate marketing 67 Adobe Analytics 66 LinkedIn Ads 66 Three.js 65 Mixpanel 65 Flutter 64 Firebase 61 Final Cut Pro 61 Webpack 60 Iterable 59 Svelte 56 Google Tag Manager 55 Qlik 53 Storybook 51 Citrix 51 Elixir 50 DaVinci Resolve 49 Klaviyo 49 Appium 47 Miro 46 Objective-C 45 Maya 45 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 31 Xcode 31 Trello 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 SPSS 23 Framer 23 AP Style 23 Retool 23 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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