States
Alabama 441 Alaska 44 Arizona 633 Arkansas 380 California 15,150 Colorado 1,544 Connecticut 360 Delaware 133 District of Columbia 1,299 Florida 1,290 Georgia 1,065 Hawaii 133 Idaho 190 Illinois 1,842 Indiana 315 Iowa 290 Kansas 119 Kentucky 166 Louisiana 108 Maine 84 Maryland 1,639 Massachusetts 2,268 Michigan 709 Minnesota 403 Mississippi 93 Missouri 475 Montana 51 Nebraska 174 Nevada 198 New Hampshire 107 New Jersey 815 New Mexico 159 New York 6,591 North Carolina 1,207 North Dakota 80 Ohio 679 Oklahoma 193 Oregon 350 Pennsylvania 906 Rhode Island 98 South Carolina 203 South Dakota 60 Tennessee 277 Texas 3,600 Utah 462 Vermont 78 Virginia 3,653 Washington 2,717 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,267 New York, NY 5,531 Washington, DC 3,573 Seattle, WA 2,098 Los Angeles, CA 2,008 Boston, MA 1,351 Austin, TX 1,176 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,040 Denver, CO 796 Atlanta, GA 680 Raleigh–Durham, NC 485 San Diego, CA 432 Charlotte, NC 362 Phoenix, AZ 361 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 127 Baltimore, MD 100 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,170 Product Manager 3,263 Engineering Manager 2,104 Project Manager 1,924 Program Manager 1,885 Data Scientist 1,555 Machine Learning Engineer 1,506 Security Engineer 1,437 Marketing Manager 1,345 Full Stack Developer 1,194 AI Engineer 1,068 DevOps Engineer 1,045 Data Engineer 899 Cybersecurity Analyst 843 IT Support Specialist 830 Backend Developer 797 Systems Administrator 755 Site Reliability Engineer 722 Graphic Designer 699 Data Analyst 665 Product Marketing Manager 600 Mobile Developer 593 Business Analyst 566 Network Engineer 562 Product Designer 518 Content Writer 507 QA Engineer 501 Growth Marketing Manager 352 Frontend Developer 336 Cloud Engineer 304 UX Designer 246 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 169 Video Editor 97 Brand Manager 91 Creative Director 85 SEO Specialist 79 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 23 Web Designer 15
Skills
Python 14,693 Machine learning 9,097 Product roadmapping 8,528 AWS 8,237 CI/CD 7,469 SQL 6,115 Kubernetes 6,028 LLMs 5,648 AI agents 5,250 C++ 5,071 Linux 5,019 Java 4,929 Azure 4,878 Distributed systems 4,692 Agile 4,611 Docker 4,213 Google Cloud 4,069 Git 3,974 TypeScript 3,855 Go 3,812 React 3,546 Terraform 3,301 JavaScript 3,210 Go-to-market 2,816 REST APIs 2,674 Jira 2,654 Test automation 2,588 PostgreSQL 2,457 C 2,434 Generative AI 2,417 Product strategy 2,385 Microservices 2,366 Incident response 2,365 Bash 2,188 Positioning & messaging 2,141 Excel 2,035 Embedded systems 1,880 GitHub 1,846 Node.js 1,818 Stakeholder management 1,770 Rust 1,715 PyTorch 1,705 Kafka 1,694 CRM 1,635 Product marketing 1,594 IAM 1,591 CompTIA certifications 1,580 Scrum 1,575 Spark 1,562 C# 1,554 Computer vision 1,552 Cryptography 1,492 Ansible 1,474 GitLab 1,470 Firmware 1,462 Data modeling 1,444 Market research 1,430 Android 1,415 Deep learning 1,361 PRDs 1,338 Jenkins 1,337 RAG 1,327 Data warehousing 1,317 iOS 1,303 Design systems 1,266 PMP 1,263 Confluence 1,244 NoSQL 1,238 ETL 1,218 OpenAI API 1,210 NIST 1,188 Vulnerability management 1,179 Salesforce 1,172 Google Workspace 1,162 Firewalls 1,149 HTML 1,131 Databricks 1,085 Grafana 1,082 Snowflake 1,077 Competitive analysis 1,076 CSS 1,062 TCP/IP 1,060 Tableau 1,033 Kotlin 1,011 DNS / DHCP 998 PowerShell 989 CISSP 980 Power BI 979 Angular 975 Prototyping 971 Figma 959 MLOps 946 TensorFlow 937 Scala 920 User stories 919 Prometheus 903 SAP 878 Brand marketing 877 GitHub Actions 876 R 854 Web accessibility (WCAG) 844 Prompt engineering 840 NLP 839 A/B testing 838 Active Directory 837 Spring Boot 814 Zero Trust 803 Airflow 800 User research 800 Redis 794 MySQL 785 Pricing strategy 782 Demand generation 778 Elasticsearch 774 Oracle 769 Sales enablement 765 Reinforcement learning 758 Unix 756 RTOS 756 SSO / SAML 733 OAuth 728 GraphQL 716 SOC 2 713 Routing & switching 707 Splunk 698 Vector databases 693 ServiceNow 691 VPN 687 MongoDB 683 Datadog 672 SQL Server 657 ITIL 651 SIEM 643 Cisco 640 CUDA 631 SEO 630 .NET 629 Helm 623 BigQuery 622 VMware 618 Microsoft 365 617 JUnit 611 HIPAA 609 CCNA / CCNP 607 Serverless 596 Technical writing 590 gRPC 587 Threat modeling 586 CloudFormation 580 Microsoft Project 579 Ruby 565 LangChain 561 Next.js 560 FedRAMP 549 MATLAB 543 dbt 540 Budget management 534 SAFe 532 Adobe Creative Cloud 531 Marketing automation 531 Content strategy 531 Product analytics 527 Email marketing 521 Jetpack Compose 513 SharePoint 501 Penetration testing 499 GIAC certifications 498 ISO 27001 488 scikit-learn 482 CMS 474 pandas 471 Argo CD 464 EDR 458 Windows Server 444 macOS 438 Looker 432 HubSpot 426 DynamoDB 420 Vue.js 413 Six Sigma 411 Event marketing 410 ELK Stack 405 Typography 404 FastAPI 394 OpenTelemetry 388 Chef / Puppet 386 Google Analytics 371 FPGA 371 Photoshop 370 React Native 353 Video editing 351 Okta 350 Hadoop 349 Load testing 347 SAST / DAST 340 Django 337 Paid social 335 OpenShift 333 NumPy 331 Account-based marketing 330 Illustrator 329 Service mesh 324 Redshift 315 Flink 307 Blockchain 302 CISM 301 Intune / SCCM 296 Kanban 294 SD-WAN 288 Hugging Face 286 OWASP 283 Wireframing 276 GRC 275 Motion graphics 275 RabbitMQ 271 Perl 263 Swift 261 Juniper 258 ClickHouse 253 Ruby on Rails 251 Playwright 251 OKRs 251 Selenium 248 Smartsheet 244 Power Platform 240 Content marketing 239 WebSockets 234 Unreal Engine 232 PPC 225 Cassandra 222 Wireshark 221 Flask 220 Google Ads 220 Pulumi 218 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 PCI DSS 198 SOAR 198 Canva 198 Asana 195 Marketo 193 Redux 190 InDesign 181 Notion 181 Premiere Pro 180 Tailwind CSS 175 Vertex AI 173 NetSuite 172 Presto / Trino 168 Cypress 164 Kinesis 156 Cloudflare 156 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 144 OSCP 144 Zapier 142 Postman 141 pytest 138 Zendesk 135 SEM 133 Jest 129 Shopify 126 WordPress 124 Conversion rate optimization 118 New Relic 117 Amplitude 114 jQuery 110 Verilog / VHDL 110 monday.com 103 Cucumber 101 SwiftUI 100 Jupyter 100 Neo4j 99 CapCut 99 Fivetran 98 Meta Ads 98 Unity 97 XGBoost 96 SAS 93 Braze 93 WebGL 90 SEO tools 90 Programmatic advertising 89 NestJS 88 Nginx 87 Google Search Console 87 VBA 86 Social media tools 85 Sketch 81 Blender 80 HashiCorp Vault 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 68 Three.js 66 LinkedIn Ads 66 Affiliate marketing 66 Mixpanel 65 Adobe Analytics 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 56 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 47 Miro 47 Maya 46 Objective-C 45 UIKit 45 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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