States
Alabama 441 Alaska 44 Arizona 632 Arkansas 379 California 15,134 Colorado 1,545 Connecticut 360 Delaware 131 District of Columbia 1,298 Florida 1,290 Georgia 1,066 Hawaii 132 Idaho 191 Illinois 1,841 Indiana 315 Iowa 290 Kansas 118 Kentucky 166 Louisiana 108 Maine 84 Maryland 1,639 Massachusetts 2,265 Michigan 709 Minnesota 403 Mississippi 93 Missouri 474 Montana 51 Nebraska 176 Nevada 196 New Hampshire 107 New Jersey 812 New Mexico 159 New York 6,592 North Carolina 1,207 North Dakota 80 Ohio 680 Oklahoma 193 Oregon 349 Pennsylvania 907 Rhode Island 98 South Carolina 202 South Dakota 60 Tennessee 277 Texas 3,595 Utah 461 Vermont 78 Virginia 3,647 Washington 2,714 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,256 New York, NY 5,530 Washington, DC 3,567 Seattle, WA 2,098 Los Angeles, CA 2,009 Boston, MA 1,351 Austin, TX 1,176 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,033 Denver, CO 796 Atlanta, GA 681 Raleigh–Durham, NC 485 San Diego, CA 433 Charlotte, NC 362 Phoenix, AZ 359 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 99 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,159 Product Manager 3,267 Engineering Manager 2,101 Project Manager 1,920 Program Manager 1,884 Data Scientist 1,550 Machine Learning Engineer 1,507 Security Engineer 1,439 Marketing Manager 1,348 Full Stack Developer 1,191 AI Engineer 1,065 DevOps Engineer 1,044 Data Engineer 893 Cybersecurity Analyst 844 IT Support Specialist 831 Backend Developer 797 Systems Administrator 753 Site Reliability Engineer 724 Graphic Designer 698 Data Analyst 666 Product Marketing Manager 603 Mobile Developer 593 Business Analyst 566 Network Engineer 561 Product Designer 521 Content Writer 507 QA Engineer 501 Growth Marketing Manager 350 Frontend Developer 336 Cloud Engineer 303 UX Designer 245 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 168 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 80 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 23 Web Designer 15
Skills
Python 14,672 Machine learning 9,080 Product roadmapping 8,518 AWS 8,234 CI/CD 7,453 SQL 6,097 Kubernetes 6,029 LLMs 5,643 AI agents 5,244 C++ 5,066 Linux 5,017 Java 4,922 Azure 4,869 Distributed systems 4,693 Agile 4,610 Docker 4,212 Google Cloud 4,065 Git 3,967 TypeScript 3,852 Go 3,810 React 3,546 Terraform 3,302 JavaScript 3,206 Go-to-market 2,823 REST APIs 2,671 Jira 2,651 Test automation 2,580 PostgreSQL 2,460 C 2,432 Generative AI 2,409 Product strategy 2,381 Microservices 2,364 Incident response 2,364 Bash 2,190 Positioning & messaging 2,147 Excel 2,031 Embedded systems 1,881 GitHub 1,838 Node.js 1,818 Stakeholder management 1,768 Rust 1,713 PyTorch 1,705 Kafka 1,694 CRM 1,632 Product marketing 1,597 IAM 1,596 CompTIA certifications 1,581 Scrum 1,576 Spark 1,559 C# 1,554 Computer vision 1,550 Cryptography 1,489 Ansible 1,476 GitLab 1,469 Firmware 1,462 Data modeling 1,437 Market research 1,432 Android 1,419 Deep learning 1,359 Jenkins 1,340 PRDs 1,336 RAG 1,326 Data warehousing 1,315 iOS 1,306 Design systems 1,266 PMP 1,261 Confluence 1,243 NoSQL 1,237 ETL 1,216 OpenAI API 1,208 NIST 1,189 Vulnerability management 1,182 Salesforce 1,171 Google Workspace 1,162 Firewalls 1,147 HTML 1,129 Grafana 1,084 Competitive analysis 1,078 Databricks 1,077 Snowflake 1,073 CSS 1,059 TCP/IP 1,059 Tableau 1,028 Kotlin 1,009 DNS / DHCP 998 PowerShell 989 CISSP 979 Power BI 977 Angular 973 Prototyping 972 Figma 961 MLOps 947 TensorFlow 937 Scala 918 User stories 917 Prometheus 905 GitHub Actions 879 Brand marketing 878 SAP 877 R 852 Web accessibility (WCAG) 841 A/B testing 840 Prompt engineering 839 NLP 837 Active Directory 834 Spring Boot 814 Zero Trust 805 User research 803 Redis 796 Airflow 795 MySQL 786 Pricing strategy 784 Demand generation 780 Elasticsearch 774 Oracle 769 Sales enablement 767 Reinforcement learning 757 RTOS 757 Unix 756 SSO / SAML 734 OAuth 727 GraphQL 715 SOC 2 713 Routing & switching 705 Splunk 698 Vector databases 691 ServiceNow 689 VPN 684 MongoDB 681 Datadog 673 SQL Server 656 ITIL 652 SIEM 642 Cisco 640 CUDA 630 SEO 630 .NET 629 Helm 625 BigQuery 621 VMware 618 Microsoft 365 615 JUnit 611 HIPAA 609 CCNA / CCNP 605 Serverless 595 Technical writing 591 gRPC 588 Threat modeling 587 CloudFormation 583 Microsoft Project 578 Ruby 567 Next.js 560 LangChain 558 FedRAMP 546 MATLAB 541 dbt 538 Budget management 535 SAFe 532 Marketing automation 531 Content strategy 531 Adobe Creative Cloud 530 Product analytics 527 Email marketing 521 Jetpack Compose 513 SharePoint 500 Penetration testing 499 GIAC certifications 498 ISO 27001 488 scikit-learn 481 CMS 477 pandas 469 Argo CD 465 EDR 460 Windows Server 443 macOS 437 Looker 432 HubSpot 427 DynamoDB 419 Vue.js 414 Event marketing 411 ELK Stack 406 Six Sigma 406 Typography 404 FastAPI 394 OpenTelemetry 388 Chef / Puppet 386 Google Analytics 370 Photoshop 370 FPGA 369 React Native 352 Video editing 351 Okta 349 Hadoop 348 Load testing 347 SAST / DAST 342 Django 337 OpenShift 333 Paid social 333 Account-based marketing 331 Illustrator 329 NumPy 328 Service mesh 325 Redshift 313 Flink 306 Blockchain 302 CISM 301 Intune / SCCM 294 Kanban 294 SD-WAN 290 Hugging Face 287 OWASP 286 Wireframing 276 GRC 275 Motion graphics 275 RabbitMQ 272 Perl 263 Swift 261 Juniper 257 ClickHouse 252 Playwright 252 OKRs 252 Ruby on Rails 251 Selenium 248 Smartsheet 242 Content marketing 242 Power Platform 238 WebSockets 234 Unreal Engine 231 PPC 225 Google Ads 221 Flask 220 Cassandra 219 Wireshark 219 Pulumi 218 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 PCI DSS 198 SOAR 198 Canva 198 Asana 196 Marketo 192 Redux 190 InDesign 181 Notion 181 Premiere Pro 180 Tailwind CSS 175 NetSuite 173 Vertex AI 172 Presto / Trino 168 Cypress 163 Cloudflare 158 Kinesis 157 Salesforce Marketing Cloud 151 Workday 147 Jamf 146 Influencer marketing 146 PHP 145 Hive 144 OSCP 144 Zapier 142 Postman 141 pytest 138 Zendesk 135 SEM 133 Jest 127 Shopify 126 WordPress 123 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 97 XGBoost 97 Meta Ads 97 Unity 96 SAS 93 Braze 93 SEO tools 91 WebGL 90 Programmatic advertising 89 NestJS 88 Google Search Console 88 Nginx 87 VBA 86 Social media tools 85 Sketch 81 Blender 80 HashiCorp Vault 79 Informatica 77 Keras 77 Airtable 76 PCB design 75 Vite 72 D3.js 72 Looker Studio 69 Webflow 68 Affiliate marketing 67 Three.js 66 Adobe Analytics 66 Mixpanel 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 55 Qlik 53 Elixir 51 Storybook 51 Citrix 51 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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