States
Alabama 433 Alaska 34 Arizona 652 Arkansas 427 California 15,587 Colorado 1,545 Connecticut 337 Delaware 129 District of Columbia 1,317 Florida 1,293 Georgia 1,099 Hawaii 133 Idaho 176 Illinois 1,858 Indiana 297 Iowa 269 Kansas 109 Kentucky 160 Louisiana 102 Maine 76 Maryland 1,658 Massachusetts 2,265 Michigan 685 Minnesota 404 Mississippi 88 Missouri 488 Montana 50 Nebraska 182 Nevada 194 New Hampshire 107 New Jersey 794 New Mexico 156 New York 6,738 North Carolina 1,185 North Dakota 64 Ohio 688 Oklahoma 181 Oregon 356 Pennsylvania 876 Rhode Island 84 South Carolina 190 South Dakota 53 Tennessee 279 Texas 3,717 Utah 465 Vermont 64 Virginia 3,715 Washington 2,777 West Virginia 66 Wisconsin 326 Wyoming 52
Cities
San Francisco Bay Area, CA 10,591 New York, NY 5,659 Washington, DC 3,649 Seattle, WA 2,156 Los Angeles, CA 2,084 Boston, MA 1,337 Austin, TX 1,218 Chicago, IL 1,172 Dallas–Fort Worth, TX 1,091 Denver, CO 795 Atlanta, GA 716 Raleigh–Durham, NC 483 San Diego, CA 428 Phoenix, AZ 379 Charlotte, NC 355 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 135 Baltimore, MD 107 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,290 Product Manager 3,355 Engineering Manager 2,126 Program Manager 1,960 Project Manager 1,944 Data Scientist 1,552 Machine Learning Engineer 1,511 Security Engineer 1,463 Marketing Manager 1,381 Full Stack Developer 1,195 AI Engineer 1,081 DevOps Engineer 1,075 Data Engineer 896 Cybersecurity Analyst 876 IT Support Specialist 864 Backend Developer 785 Systems Administrator 770 Site Reliability Engineer 733 Graphic Designer 711 Data Analyst 645 Product Marketing Manager 634 Mobile Developer 599 Network Engineer 573 Business Analyst 557 Product Designer 535 Content Writer 528 QA Engineer 497 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 307 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 204 Social Media Manager 197 Digital Marketing Specialist 180 Marketing Analyst 175 Community Manager 175 Video Editor 106 Creative Director 96 Brand Manager 93 SEO Specialist 82 Content Creator 79 Scrum Master 74 Influencer Marketing Manager 64 BI Developer 64 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,922 Machine learning 9,084 Product roadmapping 8,660 AWS 8,216 CI/CD 7,660 SQL 6,220 Kubernetes 6,152 LLMs 5,762 AI agents 5,408 C++ 5,167 Linux 5,152 Java 5,076 Azure 4,902 Distributed systems 4,796 Agile 4,662 Docker 4,284 Google Cloud 4,099 Git 4,078 TypeScript 3,900 Go 3,893 React 3,570 Terraform 3,344 JavaScript 3,312 Go-to-market 2,924 REST APIs 2,768 Jira 2,716 Test automation 2,657 C 2,463 PostgreSQL 2,459 Generative AI 2,442 Incident response 2,441 Product strategy 2,421 Microservices 2,410 Bash 2,293 Positioning & messaging 2,201 Excel 2,064 GitHub 1,910 Embedded systems 1,877 Node.js 1,852 Rust 1,772 Stakeholder management 1,733 PyTorch 1,728 Kafka 1,720 IAM 1,648 CRM 1,647 Product marketing 1,637 CompTIA certifications 1,631 C# 1,609 Scrum 1,585 Computer vision 1,571 Spark 1,563 Ansible 1,546 Cryptography 1,541 Firmware 1,516 GitLab 1,514 Android 1,469 Market research 1,451 Jenkins 1,415 Data modeling 1,408 Deep learning 1,376 PRDs 1,369 iOS 1,349 RAG 1,344 Data warehousing 1,308 PMP 1,304 Confluence 1,292 Design systems 1,275 NoSQL 1,263 OpenAI API 1,247 NIST 1,219 ETL 1,217 Vulnerability management 1,197 Firewalls 1,189 Salesforce 1,173 Google Workspace 1,159 Grafana 1,142 HTML 1,132 Competitive analysis 1,090 TCP/IP 1,089 Snowflake 1,080 Databricks 1,070 DNS / DHCP 1,065 Tableau 1,059 CSS 1,054 Kotlin 1,046 PowerShell 1,023 Angular 989 Power BI 989 User stories 981 CISSP 977 Prototyping 975 Figma 961 Scala 956 Prometheus 952 TensorFlow 918 MLOps 916 GitHub Actions 900 Brand marketing 898 SAP 889 A/B testing 872 Active Directory 867 Pricing strategy 836 Prompt engineering 828 Spring Boot 827 MySQL 826 R 821 NLP 817 Web accessibility (WCAG) 816 Zero Trust 809 Airflow 800 Oracle 798 Elasticsearch 790 Redis 785 Reinforcement learning 782 OAuth 778 Unix 778 Sales enablement 776 User research 774 Demand generation 769 RTOS 763 SSO / SAML 757 Splunk 752 Routing & switching 738 SOC 2 721 ServiceNow 720 VPN 709 GraphQL 705 MongoDB 698 Datadog 695 Vector databases 679 SQL Server 676 Cisco 666 JUnit 651 BigQuery 650 ITIL 649 CUDA 647 .NET 645 Helm 644 SIEM 638 Microsoft 365 634 VMware 629 SEO 625 Technical writing 620 CCNA / CCNP 615 Threat modeling 613 HIPAA 609 Serverless 596 gRPC 589 CloudFormation 583 Ruby 582 Microsoft Project 573 LangChain 562 Next.js 559 Adobe Creative Cloud 555 Marketing automation 549 Budget management 549 FedRAMP 547 MATLAB 546 SAFe 541 Product analytics 536 SharePoint 532 dbt 527 Content strategy 527 Penetration testing 521 Jetpack Compose 520 Email marketing 513 ISO 27001 501 GIAC certifications 490 Argo CD 486 CMS 472 pandas 468 scikit-learn 455 macOS 455 EDR 449 Windows Server 446 HubSpot 433 Six Sigma 430 OpenTelemetry 425 Vue.js 423 ELK Stack 419 Typography 417 DynamoDB 413 Looker 411 FastAPI 403 Chef / Puppet 398 Event marketing 392 Okta 376 Photoshop 375 Google Analytics 373 FPGA 372 Video editing 370 Load testing 368 Hadoop 365 React Native 362 OpenShift 340 SAST / DAST 339 Illustrator 336 Paid social 335 Account-based marketing 335 NumPy 327 Service mesh 327 Flink 325 Intune / SCCM 321 Django 318 Redshift 316 CISM 306 OWASP 302 SD-WAN 299 Kanban 297 Blockchain 297 GRC 293 Motion graphics 285 Hugging Face 283 Wireframing 279 RabbitMQ 277 Swift 274 Ruby on Rails 266 Selenium 265 Juniper 264 ClickHouse 261 Perl 258 OKRs 258 Playwright 256 Power Platform 248 Smartsheet 245 WebSockets 241 Content marketing 241 Cassandra 232 Pulumi 228 Google Ads 227 Unreal Engine 226 Wireshark 223 PPC 220 After Effects 209 PCI DSS 208 Information architecture 207 Canva 206 Flask 205 Copywriting 205 SOAR 204 SageMaker 195 Marketo 194 Premiere Pro 193 Redux 191 Asana 189 Vertex AI 179 InDesign 177 Presto / Trino 174 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 163 Cloudflare 162 Hive 160 Jamf 160 Kinesis 153 Salesforce Marketing Cloud 151 Postman 150 Workday 147 Influencer marketing 146 pytest 144 Zapier 144 PHP 142 Jest 140 OSCP 139 Zendesk 132 monday.com 132 Shopify 131 SEM 129 WordPress 127 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 115 Cucumber 113 Verilog / VHDL 107 Jupyter 104 Meta Ads 104 SwiftUI 103 Neo4j 103 Unity 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 Programmatic advertising 85 VBA 82 Social media tools 80 Informatica 78 Keras 78 Blender 78 Sketch 76 PCB design 76 Firebase 72 Looker Studio 72 Vite 71 D3.js 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 69 Mixpanel 68 Adobe Analytics 67 Airtable 67 Three.js 66 Webflow 66 Webpack 62 Iterable 58 Google Tag Manager 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 51 Klaviyo 51 Miro 50 Objective-C 49 Elixir 48 UIKit 48 Storybook 47 Cinema 4D 44 Maya 44 Lua 43 Appium 43 Sass 40 Markdown 37 Haskell 33 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 15 Clojure 11 Houdini 11 Erlang 9 ZBrush 8 Stata 3
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