States
Alabama 432 Alaska 32 Arizona 650 Arkansas 428 California 15,670 Colorado 1,540 Connecticut 338 Delaware 127 District of Columbia 1,326 Florida 1,305 Georgia 1,091 Hawaii 131 Idaho 172 Illinois 1,866 Indiana 293 Iowa 267 Kansas 107 Kentucky 155 Louisiana 99 Maine 78 Maryland 1,657 Massachusetts 2,288 Michigan 679 Minnesota 403 Mississippi 84 Missouri 467 Montana 48 Nebraska 180 Nevada 186 New Hampshire 104 New Jersey 796 New Mexico 150 New York 6,776 North Carolina 1,180 North Dakota 61 Ohio 676 Oklahoma 172 Oregon 356 Pennsylvania 868 Rhode Island 81 South Carolina 193 South Dakota 50 Tennessee 277 Texas 3,720 Utah 457 Vermont 61 Virginia 3,710 Washington 2,783 West Virginia 63 Wisconsin 317 Wyoming 48
Cities
San Francisco Bay Area, CA 10,653 New York, NY 5,682 Washington, DC 3,649 Seattle, WA 2,166 Los Angeles, CA 2,094 Boston, MA 1,349 Austin, TX 1,221 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,094 Denver, CO 791 Atlanta, GA 717 Raleigh–Durham, NC 482 San Diego, CA 426 Phoenix, AZ 375 Charlotte, NC 351 Houston, TX 256 Pittsburgh, PA 229 Miami, FL 222 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 135 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,307 Product Manager 3,359 Engineering Manager 2,128 Program Manager 1,960 Project Manager 1,939 Data Scientist 1,554 Machine Learning Engineer 1,514 Security Engineer 1,467 Marketing Manager 1,390 Full Stack Developer 1,199 AI Engineer 1,090 DevOps Engineer 1,069 Data Engineer 902 Cybersecurity Analyst 872 IT Support Specialist 865 Backend Developer 783 Systems Administrator 772 Site Reliability Engineer 735 Graphic Designer 716 Data Analyst 649 Product Marketing Manager 628 Mobile Developer 600 Network Engineer 575 Business Analyst 550 Product Designer 541 Content Writer 523 QA Engineer 490 Growth Marketing Manager 348 Frontend Developer 331 Cloud Engineer 306 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 209 Social Media Manager 197 Digital Marketing Specialist 176 Community Manager 175 Marketing Analyst 174 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 77 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,972 Machine learning 9,115 Product roadmapping 8,682 AWS 8,224 CI/CD 7,696 SQL 6,218 Kubernetes 6,165 LLMs 5,791 AI agents 5,445 C++ 5,177 Linux 5,175 Java 5,070 Azure 4,934 Distributed systems 4,787 Agile 4,649 Docker 4,294 Google Cloud 4,101 Git 4,091 Go 3,925 TypeScript 3,912 React 3,576 Terraform 3,351 JavaScript 3,315 Go-to-market 2,943 REST APIs 2,768 Jira 2,735 Test automation 2,687 C 2,463 PostgreSQL 2,455 Generative AI 2,447 Incident response 2,443 Product strategy 2,418 Microservices 2,403 Bash 2,298 Positioning & messaging 2,202 Excel 2,075 GitHub 1,902 Embedded systems 1,883 Node.js 1,860 Rust 1,796 PyTorch 1,740 Stakeholder management 1,739 Kafka 1,728 IAM 1,661 CRM 1,660 Product marketing 1,635 C# 1,612 CompTIA certifications 1,612 Computer vision 1,593 Scrum 1,578 Spark 1,570 Ansible 1,558 Cryptography 1,557 Firmware 1,527 GitLab 1,505 Android 1,467 Market research 1,459 Data modeling 1,423 Jenkins 1,420 Deep learning 1,374 PRDs 1,360 RAG 1,351 iOS 1,347 Data warehousing 1,322 Confluence 1,305 PMP 1,298 Design systems 1,278 NoSQL 1,259 OpenAI API 1,251 NIST 1,224 ETL 1,216 Firewalls 1,208 Vulnerability management 1,200 Salesforce 1,189 Google Workspace 1,159 Grafana 1,141 HTML 1,132 Databricks 1,094 TCP/IP 1,094 Competitive analysis 1,092 Snowflake 1,088 DNS / DHCP 1,074 Tableau 1,068 CSS 1,055 Kotlin 1,045 PowerShell 1,029 Power BI 1,003 Angular 989 CISSP 981 User stories 980 Prototyping 977 Figma 967 Scala 964 Prometheus 950 TensorFlow 922 MLOps 919 Brand marketing 903 GitHub Actions 897 SAP 885 Active Directory 873 A/B testing 865 Pricing strategy 839 Prompt engineering 833 MySQL 826 Spring Boot 821 Web accessibility (WCAG) 817 Zero Trust 815 R 809 Airflow 804 NLP 804 Oracle 793 Reinforcement learning 793 Elasticsearch 785 Redis 783 OAuth 781 User research 779 Unix 778 Sales enablement 769 RTOS 766 Demand generation 765 SSO / SAML 760 Splunk 754 Routing & switching 740 SOC 2 725 ServiceNow 720 VPN 708 GraphQL 702 Datadog 695 MongoDB 692 SQL Server 682 Cisco 675 Vector databases 674 JUnit 653 CUDA 650 ITIL 650 BigQuery 648 .NET 647 SIEM 639 Microsoft 365 638 Helm 637 Threat modeling 630 VMware 626 SEO 624 CCNA / CCNP 621 Technical writing 618 HIPAA 615 Serverless 604 gRPC 593 CloudFormation 582 Ruby 579 Microsoft Project 572 Next.js 563 LangChain 563 Budget management 561 Adobe Creative Cloud 553 FedRAMP 551 Marketing automation 551 MATLAB 545 SAFe 543 Product analytics 536 dbt 535 SharePoint 531 Penetration testing 529 Content strategy 524 Jetpack Compose 522 Email marketing 510 ISO 27001 504 GIAC certifications 498 Argo CD 485 pandas 470 CMS 466 scikit-learn 458 macOS 455 EDR 451 Windows Server 446 HubSpot 436 Six Sigma 429 OpenTelemetry 428 Vue.js 419 ELK Stack 418 DynamoDB 412 Typography 412 FastAPI 407 Looker 407 Chef / Puppet 403 Event marketing 388 Okta 382 Google Analytics 377 FPGA 372 Photoshop 369 Load testing 368 Video editing 365 Hadoop 364 React Native 362 Paid social 339 OpenShift 337 SAST / DAST 337 Account-based marketing 333 Illustrator 332 NumPy 329 Flink 328 Service mesh 326 Redshift 322 Intune / SCCM 320 Django 317 CISM 312 SD-WAN 301 OWASP 300 Kanban 300 Blockchain 299 GRC 296 Hugging Face 283 Wireframing 282 Motion graphics 280 RabbitMQ 278 Swift 274 Juniper 270 Perl 266 ClickHouse 264 Selenium 264 OKRs 262 Ruby on Rails 260 Playwright 255 Smartsheet 249 Power Platform 247 Content marketing 243 WebSockets 237 Unreal Engine 230 Cassandra 229 Pulumi 228 Wireshark 228 Google Ads 227 PPC 221 Information architecture 211 PCI DSS 207 Copywriting 207 After Effects 206 Flask 205 SOAR 205 Canva 205 Marketo 196 Redux 194 SageMaker 192 Premiere Pro 191 Asana 191 Vertex AI 180 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 169 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 158 Salesforce Marketing Cloud 154 Kinesis 153 Postman 151 Zapier 146 pytest 145 Influencer marketing 145 Workday 143 OSCP 141 Jest 138 PHP 137 SEM 132 monday.com 131 Shopify 131 Zendesk 130 WordPress 126 Amplitude 119 jQuery 116 New Relic 115 Conversion rate optimization 115 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 SwiftUI 103 Jupyter 103 Unity 103 Neo4j 101 CapCut 101 Braze 101 XGBoost 95 NestJS 93 WebGL 92 SAS 92 SEO tools 92 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 85 HashiCorp Vault 84 Keras 83 VBA 82 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 75 Firebase 73 Looker Studio 73 Vite 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Airtable 69 Final Cut Pro 68 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 56 Svelte 54 Qlik 54 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Elixir 47 Storybook 47 UIKit 47 Cinema 4D 44 Maya 44 Lua 43 Appium 41 Sass 40 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Dart 30 Alteryx 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 24 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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