States
Alabama 444 Alaska 43 Arizona 642 Arkansas 435 California 15,451 Colorado 1,542 Connecticut 342 Delaware 133 District of Columbia 1,321 Florida 1,281 Georgia 1,081 Hawaii 136 Idaho 175 Illinois 1,838 Indiana 306 Iowa 274 Kansas 117 Kentucky 164 Louisiana 111 Maine 82 Maryland 1,648 Massachusetts 2,274 Michigan 689 Minnesota 416 Mississippi 96 Missouri 483 Montana 49 Nebraska 183 Nevada 199 New Hampshire 112 New Jersey 805 New Mexico 163 New York 6,713 North Carolina 1,189 North Dakota 72 Ohio 690 Oklahoma 186 Oregon 355 Pennsylvania 884 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 284 Texas 3,679 Utah 465 Vermont 72 Virginia 3,666 Washington 2,773 West Virginia 76 Wisconsin 334 Wyoming 61
Cities
San Francisco Bay Area, CA 10,482 New York, NY 5,629 Washington, DC 3,612 Seattle, WA 2,151 Los Angeles, CA 2,071 Boston, MA 1,342 Austin, TX 1,198 Chicago, IL 1,153 Dallas–Fort Worth, TX 1,065 Denver, CO 795 Atlanta, GA 701 Raleigh–Durham, NC 476 San Diego, CA 429 Phoenix, AZ 358 Charlotte, NC 345 Houston, TX 251 Pittsburgh, PA 230 Miami, FL 213 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 142 Minneapolis, MN 132 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,240 Product Manager 3,311 Engineering Manager 2,109 Project Manager 1,934 Program Manager 1,927 Data Scientist 1,550 Machine Learning Engineer 1,499 Security Engineer 1,451 Marketing Manager 1,364 Full Stack Developer 1,210 AI Engineer 1,078 DevOps Engineer 1,068 Data Engineer 895 Cybersecurity Analyst 855 IT Support Specialist 855 Backend Developer 789 Systems Administrator 767 Site Reliability Engineer 723 Graphic Designer 698 Data Analyst 650 Product Marketing Manager 632 Mobile Developer 598 Network Engineer 572 Business Analyst 547 Product Designer 533 Content Writer 519 QA Engineer 505 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 307 UX Designer 239 PPC Specialist 222 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 171 Community Manager 170 Video Editor 105 Creative Director 91 Brand Manager 91 SEO Specialist 80 Content Creator 79 Scrum Master 70 Influencer Marketing Manager 66 BI Developer 64 Web Developer 50 Art Director 50 Copywriter 46 Motion Designer 37 Game Designer 34 3D Artist 28 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,885 Machine learning 9,042 Product roadmapping 8,600 AWS 8,210 CI/CD 7,608 SQL 6,214 Kubernetes 6,112 LLMs 5,738 AI agents 5,378 C++ 5,138 Linux 5,084 Java 5,054 Azure 4,860 Distributed systems 4,752 Agile 4,601 Docker 4,272 Git 4,074 Google Cloud 4,073 TypeScript 3,889 Go 3,871 React 3,590 Terraform 3,330 JavaScript 3,316 Go-to-market 2,884 REST APIs 2,768 Jira 2,682 Test automation 2,638 PostgreSQL 2,471 Generative AI 2,445 C 2,443 Incident response 2,409 Product strategy 2,403 Microservices 2,386 Bash 2,241 Positioning & messaging 2,173 Excel 2,044 GitHub 1,910 Embedded systems 1,865 Node.js 1,850 Rust 1,760 PyTorch 1,715 Stakeholder management 1,715 Kafka 1,713 Product marketing 1,627 IAM 1,626 CRM 1,626 CompTIA certifications 1,623 C# 1,611 Spark 1,576 Computer vision 1,576 Scrum 1,567 Cryptography 1,518 Ansible 1,517 GitLab 1,494 Firmware 1,486 Android 1,465 Market research 1,445 Data modeling 1,417 Jenkins 1,406 Deep learning 1,372 PRDs 1,357 RAG 1,339 iOS 1,337 Data warehousing 1,318 PMP 1,288 Design systems 1,284 Confluence 1,270 NoSQL 1,240 OpenAI API 1,230 ETL 1,225 NIST 1,206 Vulnerability management 1,186 Firewalls 1,177 Salesforce 1,161 Google Workspace 1,159 HTML 1,142 Grafana 1,126 Competitive analysis 1,094 Snowflake 1,090 TCP/IP 1,075 CSS 1,073 Databricks 1,072 Tableau 1,060 DNS / DHCP 1,053 Kotlin 1,042 PowerShell 1,006 Power BI 986 Angular 985 Prototyping 980 CISSP 975 Figma 964 User stories 962 Scala 944 Prometheus 942 MLOps 922 TensorFlow 917 SAP 897 GitHub Actions 895 Brand marketing 886 A/B testing 865 Active Directory 854 MySQL 834 Spring Boot 831 Prompt engineering 830 R 826 NLP 823 Web accessibility (WCAG) 818 Pricing strategy 818 Airflow 807 Oracle 806 Zero Trust 804 Redis 791 Elasticsearch 786 User research 780 Demand generation 769 Reinforcement learning 768 Unix 767 OAuth 760 Sales enablement 760 SSO / SAML 756 RTOS 751 Splunk 731 Routing & switching 725 SOC 2 714 GraphQL 705 ServiceNow 705 VPN 696 MongoDB 690 Datadog 690 Vector databases 681 SQL Server 678 Cisco 652 BigQuery 651 JUnit 650 ITIL 646 Helm 640 CUDA 637 .NET 631 SIEM 629 VMware 624 Microsoft 365 620 CCNA / CCNP 618 HIPAA 617 SEO 616 Technical writing 607 Threat modeling 601 Serverless 594 gRPC 587 CloudFormation 579 Microsoft Project 578 Ruby 575 Next.js 567 LangChain 557 MATLAB 548 Budget management 547 Marketing automation 543 Adobe Creative Cloud 541 FedRAMP 540 Product analytics 540 SAFe 527 dbt 525 Content strategy 525 Jetpack Compose 520 Email marketing 520 SharePoint 516 Penetration testing 514 ISO 27001 496 GIAC certifications 490 Argo CD 479 pandas 474 CMS 466 scikit-learn 463 macOS 450 EDR 447 Windows Server 441 HubSpot 432 Vue.js 427 Six Sigma 427 Looker 424 ELK Stack 416 DynamoDB 412 Typography 408 OpenTelemetry 404 FastAPI 402 Event marketing 397 Chef / Puppet 385 Google Analytics 370 Hadoop 369 Photoshop 369 FPGA 369 Video editing 368 Okta 365 Load testing 364 React Native 362 Paid social 342 OpenShift 336 Illustrator 335 Account-based marketing 335 SAST / DAST 334 Service mesh 332 NumPy 328 Django 326 Intune / SCCM 320 Flink 317 Redshift 312 CISM 301 SD-WAN 293 Kanban 292 OWASP 291 Blockchain 291 Wireframing 289 GRC 287 Motion graphics 283 Hugging Face 281 RabbitMQ 270 Swift 269 ClickHouse 264 Selenium 264 Ruby on Rails 261 Juniper 259 Playwright 255 OKRs 255 Perl 251 Power Platform 246 WebSockets 242 Content marketing 238 Smartsheet 237 Cassandra 229 Unreal Engine 228 Google Ads 226 Pulumi 224 Wireshark 223 Flask 217 PPC 217 After Effects 209 Canva 205 PCI DSS 204 Information architecture 202 Copywriting 201 SOAR 197 SageMaker 195 Redux 193 Marketo 192 Premiere Pro 191 Asana 188 Vertex AI 182 Tailwind CSS 178 NetSuite 177 Presto / Trino 173 InDesign 172 Notion 172 Cypress 168 Hive 161 Cloudflare 157 Jamf 155 Salesforce Marketing Cloud 153 Kinesis 151 pytest 151 Postman 151 Influencer marketing 148 Workday 145 Zapier 142 Jest 141 PHP 137 OSCP 137 Zendesk 132 monday.com 132 Shopify 132 SEM 128 WordPress 125 Amplitude 122 Conversion rate optimization 120 jQuery 116 New Relic 116 Cucumber 115 SwiftUI 106 Meta Ads 105 Verilog / VHDL 105 Jupyter 104 Unity 102 Neo4j 101 CapCut 100 Braze 96 SAS 95 XGBoost 95 NestJS 92 WebGL 91 Fivetran 91 Programmatic advertising 89 VBA 87 SEO tools 85 Nginx 83 HashiCorp Vault 82 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 80 Blender 79 Keras 76 Firebase 74 D3.js 73 Looker Studio 73 PCB design 73 Final Cut Pro 72 Affiliate marketing 70 Vite 69 LinkedIn Ads 69 Three.js 68 Flutter 68 Webflow 68 Airtable 68 Mixpanel 66 Adobe Analytics 62 Webpack 61 Svelte 58 Iterable 57 Google Tag Manager 57 Qlik 55 DaVinci Resolve 54 Citrix 52 Klaviyo 51 Elixir 50 Objective-C 49 Miro 49 UIKit 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 43 Lua 41 Sass 39 Markdown 36 Haskell 33 Express.js 32 Xcode 32 Alteryx 31 Adobe XD 31 Trello 30 Dart 29 TestRail 28 TikTok Ads 27 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Houdini 12 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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