States
Alabama 432 Alaska 36 Arizona 628 Arkansas 422 California 15,682 Colorado 1,530 Connecticut 328 Delaware 134 District of Columbia 1,314 Florida 1,327 Georgia 1,100 Hawaii 133 Idaho 174 Illinois 1,860 Indiana 304 Iowa 272 Kansas 113 Kentucky 165 Louisiana 104 Maine 77 Maryland 1,642 Massachusetts 2,268 Michigan 681 Minnesota 402 Mississippi 89 Missouri 485 Montana 50 Nebraska 183 Nevada 191 New Hampshire 111 New Jersey 791 New Mexico 159 New York 6,823 North Carolina 1,177 North Dakota 64 Ohio 686 Oklahoma 172 Oregon 349 Pennsylvania 884 Rhode Island 85 South Carolina 193 South Dakota 53 Tennessee 287 Texas 3,740 Utah 461 Vermont 64 Virginia 3,715 Washington 2,774 West Virginia 67 Wisconsin 321 Wyoming 50
Cities
San Francisco Bay Area, CA 10,672 New York, NY 5,733 Washington, DC 3,653 Seattle, WA 2,172 Los Angeles, CA 2,097 Boston, MA 1,339 Austin, TX 1,249 Chicago, IL 1,159 Dallas–Fort Worth, TX 1,084 Denver, CO 796 Atlanta, GA 720 Raleigh–Durham, NC 486 San Diego, CA 419 Phoenix, AZ 354 Charlotte, NC 347 Houston, TX 259 Pittsburgh, PA 230 Miami, FL 223 Salt Lake City, UT 173 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 129 Baltimore, MD 103 Nashville, TN 59 Portland, OR 30
Role
Software Engineer 11,321 Product Manager 3,371 Engineering Manager 2,127 Program Manager 1,949 Project Manager 1,949 Data Scientist 1,534 Machine Learning Engineer 1,515 Security Engineer 1,477 Marketing Manager 1,411 Full Stack Developer 1,216 AI Engineer 1,103 DevOps Engineer 1,088 Data Engineer 893 IT Support Specialist 868 Cybersecurity Analyst 862 Backend Developer 798 Systems Administrator 763 Site Reliability Engineer 752 Graphic Designer 728 Data Analyst 641 Product Marketing Manager 640 Mobile Developer 588 Network Engineer 569 Business Analyst 547 Product Designer 547 Content Writer 529 QA Engineer 497 Growth Marketing Manager 353 Frontend Developer 337 Cloud Engineer 298 UX Designer 240 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 202 Marketing Analyst 178 Community Manager 174 Digital Marketing Specialist 173 Video Editor 106 Creative Director 97 Brand Manager 89 SEO Specialist 81 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 63 BI Developer 62 Art Director 51 Web Developer 50 Copywriter 45 Game Designer 33 Motion Designer 32 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,923 Machine learning 9,087 Product roadmapping 8,742 AWS 8,222 CI/CD 7,716 SQL 6,196 Kubernetes 6,180 LLMs 5,800 AI agents 5,514 Linux 5,180 C++ 5,169 Java 5,074 Azure 4,946 Distributed systems 4,849 Agile 4,615 Docker 4,281 Google Cloud 4,098 Git 4,082 Go 3,970 TypeScript 3,940 React 3,581 Terraform 3,358 JavaScript 3,301 Go-to-market 2,984 REST APIs 2,763 Test automation 2,703 Jira 2,700 PostgreSQL 2,470 Incident response 2,461 C 2,450 Product strategy 2,450 Generative AI 2,413 Microservices 2,409 Bash 2,295 Positioning & messaging 2,225 Excel 2,075 GitHub 1,908 Embedded systems 1,891 Node.js 1,848 Rust 1,819 Stakeholder management 1,736 Kafka 1,726 PyTorch 1,722 CRM 1,684 IAM 1,669 Product marketing 1,661 C# 1,615 Scrum 1,592 CompTIA certifications 1,589 Spark 1,572 Cryptography 1,571 Computer vision 1,569 Ansible 1,563 Firmware 1,521 GitLab 1,489 Market research 1,475 Android 1,465 Data modeling 1,439 Jenkins 1,410 PRDs 1,364 iOS 1,351 RAG 1,341 Deep learning 1,334 PMP 1,333 Data warehousing 1,331 Confluence 1,291 Design systems 1,275 NoSQL 1,262 ETL 1,224 Firewalls 1,219 NIST 1,217 OpenAI API 1,211 Salesforce 1,208 Vulnerability management 1,199 Grafana 1,137 HTML 1,122 Google Workspace 1,122 TCP/IP 1,113 Competitive analysis 1,112 DNS / DHCP 1,093 Databricks 1,089 Snowflake 1,083 Tableau 1,063 CSS 1,050 Kotlin 1,035 PowerShell 1,033 Power BI 1,002 Angular 993 CISSP 992 Prototyping 983 Scala 976 Figma 970 User stories 956 Prometheus 954 MLOps 921 GitHub Actions 911 Brand marketing 909 TensorFlow 905 SAP 888 Active Directory 865 A/B testing 857 Pricing strategy 857 Prompt engineering 825 MySQL 820 Spring Boot 814 Zero Trust 811 Web accessibility (WCAG) 806 Airflow 805 Reinforcement learning 800 R 796 OAuth 788 Demand generation 785 Oracle 783 NLP 782 Redis 777 Sales enablement 774 User research 771 Elasticsearch 770 Unix 766 SSO / SAML 759 Splunk 752 RTOS 751 Routing & switching 742 SOC 2 725 VPN 715 ServiceNow 714 Datadog 702 GraphQL 701 MongoDB 690 Cisco 672 SQL Server 671 .NET 653 Microsoft 365 651 Vector databases 650 ITIL 649 JUnit 649 BigQuery 647 CUDA 646 SIEM 641 Helm 636 VMware 634 Technical writing 634 Threat modeling 630 Serverless 626 SEO 625 CCNA / CCNP 621 HIPAA 606 gRPC 602 CloudFormation 585 Microsoft Project 582 Budget management 578 Ruby 569 Next.js 565 LangChain 560 Marketing automation 560 Adobe Creative Cloud 559 FedRAMP 552 MATLAB 543 dbt 536 SAFe 535 Content strategy 529 SharePoint 528 Penetration testing 527 Product analytics 521 Jetpack Compose 517 Email marketing 511 ISO 27001 509 GIAC certifications 501 Argo CD 485 CMS 468 pandas 466 macOS 464 EDR 461 Windows Server 454 scikit-learn 451 HubSpot 449 OpenTelemetry 438 Six Sigma 436 ELK Stack 417 Typography 414 Vue.js 413 FastAPI 412 Chef / Puppet 405 DynamoDB 402 Looker 402 Event marketing 401 Google Analytics 383 Okta 382 FPGA 373 Load testing 369 Photoshop 369 Video editing 369 Hadoop 367 React Native 364 SAST / DAST 347 Account-based marketing 345 OpenShift 338 Flink 337 Illustrator 328 Paid social 328 NumPy 326 CISM 325 Intune / SCCM 319 Redshift 316 Service mesh 316 Django 311 SD-WAN 308 OWASP 304 GRC 300 Blockchain 295 Kanban 293 Motion graphics 284 RabbitMQ 282 Wireframing 277 Hugging Face 274 ClickHouse 270 Swift 268 Selenium 265 Juniper 263 Perl 261 Ruby on Rails 259 OKRs 259 Playwright 252 Smartsheet 250 Power Platform 246 Content marketing 243 WebSockets 235 Unreal Engine 234 Pulumi 232 Wireshark 232 Google Ads 227 Cassandra 225 PPC 222 Canva 212 PCI DSS 211 Information architecture 209 SOAR 207 After Effects 207 Copywriting 206 Premiere Pro 202 Flask 201 Marketo 200 Redux 196 Asana 194 SageMaker 192 Presto / Trino 181 Vertex AI 180 NetSuite 179 InDesign 174 Notion 174 Cypress 170 Hive 166 Cloudflare 160 Tailwind CSS 159 Jamf 154 Postman 151 Kinesis 150 Salesforce Marketing Cloud 150 Influencer marketing 148 OSCP 145 Workday 145 pytest 144 Zapier 144 Jest 140 monday.com 138 PHP 135 Zendesk 132 Shopify 131 SEM 129 WordPress 125 New Relic 121 jQuery 120 Conversion rate optimization 116 Amplitude 115 Cucumber 114 Meta Ads 107 Verilog / VHDL 107 CapCut 103 Neo4j 102 SwiftUI 101 Unity 100 Jupyter 99 Braze 95 NestJS 93 SEO tools 91 WebGL 89 SAS 89 Programmatic advertising 88 Fivetran 87 Nginx 85 XGBoost 85 Google Search Console 85 Blender 83 Keras 82 HashiCorp Vault 82 PCB design 79 Sketch 78 Social media tools 78 VBA 76 Final Cut Pro 75 Informatica 74 Vite 73 LinkedIn Ads 72 Airtable 71 Firebase 70 Looker Studio 70 Mixpanel 70 Webflow 69 Flutter 67 Affiliate marketing 67 D3.js 65 Three.js 63 Webpack 61 Adobe Analytics 61 Iterable 60 Qlik 57 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Klaviyo 51 Elixir 50 Storybook 50 Citrix 50 Miro 50 Objective-C 47 Maya 47 Lua 46 UIKit 44 Sass 42 Cinema 4D 42 Appium 40 Haskell 33 Adobe XD 33 Markdown 33 Xcode 32 Dart 31 Trello 29 Express.js 28 TestRail 28 TikTok Ads 28 Laravel 27 Alteryx 27 Mailchimp 27 AP Style 23 Retool 23 SPSS 21 Framer 21 Substance 3D 18 Houdini 16 Amazon Ads 16 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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