States
Alabama 446 Alaska 44 Arizona 639 Arkansas 434 California 15,385 Colorado 1,538 Connecticut 342 Delaware 136 District of Columbia 1,314 Florida 1,284 Georgia 1,078 Hawaii 139 Idaho 177 Illinois 1,850 Indiana 305 Iowa 278 Kansas 118 Kentucky 160 Louisiana 113 Maine 83 Maryland 1,646 Massachusetts 2,274 Michigan 694 Minnesota 407 Mississippi 96 Missouri 482 Montana 49 Nebraska 187 Nevada 201 New Hampshire 112 New Jersey 816 New Mexico 163 New York 6,700 North Carolina 1,181 North Dakota 73 Ohio 691 Oklahoma 188 Oregon 351 Pennsylvania 879 Rhode Island 95 South Carolina 202 South Dakota 61 Tennessee 286 Texas 3,653 Utah 462 Vermont 72 Virginia 3,683 Washington 2,764 West Virginia 77 Wisconsin 336 Wyoming 61
Cities
San Francisco Bay Area, CA 10,446 New York, NY 5,616 Washington, DC 3,612 Seattle, WA 2,143 Los Angeles, CA 2,072 Boston, MA 1,342 Austin, TX 1,195 Chicago, IL 1,158 Dallas–Fort Worth, TX 1,064 Denver, CO 793 Atlanta, GA 699 Raleigh–Durham, NC 474 San Diego, CA 428 Phoenix, AZ 358 Charlotte, NC 342 Houston, TX 253 Pittsburgh, PA 225 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 141 Minneapolis, MN 130 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,222 Product Manager 3,312 Engineering Manager 2,104 Project Manager 1,932 Program Manager 1,923 Data Scientist 1,556 Machine Learning Engineer 1,502 Security Engineer 1,443 Marketing Manager 1,353 Full Stack Developer 1,213 AI Engineer 1,073 DevOps Engineer 1,065 Data Engineer 891 IT Support Specialist 857 Cybersecurity Analyst 848 Backend Developer 792 Systems Administrator 776 Site Reliability Engineer 727 Graphic Designer 696 Data Analyst 650 Product Marketing Manager 625 Mobile Developer 591 Network Engineer 569 Business Analyst 552 Product Designer 535 Content Writer 516 QA Engineer 499 Growth Marketing Manager 343 Frontend Developer 335 Cloud Engineer 304 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 199 Digital Marketing Specialist 181 Marketing Analyst 173 Community Manager 171 Video Editor 104 Brand Manager 92 Creative Director 89 SEO Specialist 79 Content Creator 79 Scrum Master 68 Influencer Marketing Manager 65 BI Developer 62 Web Developer 51 Art Director 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,843 Machine learning 9,042 Product roadmapping 8,560 AWS 8,211 CI/CD 7,588 SQL 6,188 Kubernetes 6,114 LLMs 5,741 AI agents 5,365 C++ 5,133 Linux 5,076 Java 5,030 Azure 4,860 Distributed systems 4,735 Agile 4,582 Docker 4,256 Google Cloud 4,088 Git 4,058 TypeScript 3,896 Go 3,852 React 3,584 Terraform 3,324 JavaScript 3,307 Go-to-market 2,854 REST APIs 2,754 Jira 2,677 Test automation 2,626 PostgreSQL 2,466 C 2,447 Generative AI 2,439 Incident response 2,406 Product strategy 2,405 Microservices 2,372 Bash 2,234 Positioning & messaging 2,157 Excel 2,043 GitHub 1,897 Embedded systems 1,858 Node.js 1,857 Rust 1,757 Stakeholder management 1,715 PyTorch 1,713 Kafka 1,704 IAM 1,635 CompTIA certifications 1,621 CRM 1,619 Product marketing 1,619 C# 1,606 Spark 1,568 Computer vision 1,565 Scrum 1,563 Cryptography 1,514 Ansible 1,503 GitLab 1,485 Firmware 1,476 Android 1,461 Market research 1,438 Data modeling 1,408 Jenkins 1,387 Deep learning 1,374 PRDs 1,358 iOS 1,333 RAG 1,329 Data warehousing 1,304 PMP 1,288 Design systems 1,284 Confluence 1,268 NoSQL 1,230 ETL 1,226 OpenAI API 1,224 NIST 1,195 Vulnerability management 1,180 Firewalls 1,177 Google Workspace 1,161 Salesforce 1,158 HTML 1,143 Grafana 1,122 Competitive analysis 1,090 CSS 1,077 Snowflake 1,074 TCP/IP 1,069 Databricks 1,065 Tableau 1,051 DNS / DHCP 1,051 Kotlin 1,038 PowerShell 1,007 Prototyping 981 Power BI 979 Angular 976 CISSP 969 User stories 968 Figma 961 MLOps 933 Prometheus 933 Scala 932 TensorFlow 916 SAP 894 GitHub Actions 891 Brand marketing 885 A/B testing 862 Active Directory 858 Spring Boot 830 Web accessibility (WCAG) 824 R 823 MySQL 823 NLP 823 Prompt engineering 820 Pricing strategy 818 Airflow 811 Zero Trust 803 Oracle 792 Redis 790 Elasticsearch 788 User research 782 Demand generation 774 Unix 768 Reinforcement learning 766 SSO / SAML 756 OAuth 755 Sales enablement 753 RTOS 751 Splunk 727 Routing & switching 721 SOC 2 710 ServiceNow 709 GraphQL 706 VPN 695 MongoDB 687 Datadog 682 Vector databases 678 SQL Server 665 ITIL 657 BigQuery 653 Cisco 645 JUnit 639 CUDA 635 Helm 635 .NET 631 SIEM 630 VMware 628 SEO 623 HIPAA 615 Microsoft 365 614 CCNA / CCNP 612 Technical writing 604 Threat modeling 594 Serverless 593 gRPC 589 Microsoft Project 580 CloudFormation 577 Ruby 575 Next.js 566 LangChain 557 MATLAB 553 Budget management 544 Marketing automation 542 Adobe Creative Cloud 539 Product analytics 538 dbt 533 FedRAMP 533 SAFe 525 Content strategy 524 SharePoint 519 Jetpack Compose 518 Penetration testing 517 Email marketing 517 ISO 27001 497 GIAC certifications 493 pandas 481 Argo CD 474 scikit-learn 472 CMS 468 macOS 446 EDR 445 Windows Server 441 HubSpot 434 Six Sigma 427 Looker 426 Vue.js 421 ELK Stack 414 DynamoDB 411 Typography 408 FastAPI 400 OpenTelemetry 399 Event marketing 398 Chef / Puppet 386 Photoshop 372 Hadoop 369 Google Analytics 368 Okta 367 FPGA 367 Video editing 366 Load testing 364 React Native 362 Paid social 340 Illustrator 338 OpenShift 336 NumPy 333 SAST / DAST 332 Account-based marketing 332 Service mesh 329 Django 328 Intune / SCCM 318 Flink 317 Redshift 310 CISM 301 OWASP 294 Wireframing 293 Blockchain 293 Kanban 289 SD-WAN 287 Motion graphics 285 GRC 284 Hugging Face 279 RabbitMQ 268 Swift 267 Juniper 262 Ruby on Rails 261 ClickHouse 261 Selenium 261 OKRs 254 Perl 251 Playwright 251 Power Platform 251 Smartsheet 242 WebSockets 240 Content marketing 240 Unreal Engine 231 Cassandra 227 Wireshark 224 Google Ads 224 Pulumi 221 Flask 217 PPC 214 After Effects 212 Canva 205 PCI DSS 204 Information architecture 203 Copywriting 201 SageMaker 196 Redux 194 Marketo 194 SOAR 193 Premiere Pro 191 Asana 189 Vertex AI 183 Tailwind CSS 178 Presto / Trino 175 InDesign 174 NetSuite 173 Notion 172 Cypress 164 Hive 159 Jamf 156 Cloudflare 155 Salesforce Marketing Cloud 155 Kinesis 150 pytest 150 Postman 150 Influencer marketing 146 Workday 146 Zapier 141 PHP 140 Jest 140 OSCP 139 Zendesk 132 monday.com 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 120 New Relic 118 jQuery 116 Cucumber 108 Jupyter 107 Unity 105 Meta Ads 104 Verilog / VHDL 104 SwiftUI 103 Neo4j 100 CapCut 100 XGBoost 99 SAS 98 Braze 97 Fivetran 92 NestJS 91 WebGL 90 VBA 89 Programmatic advertising 88 SEO tools 86 Nginx 85 Sketch 82 HashiCorp Vault 81 Google Search Console 81 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 77 D3.js 74 Looker Studio 73 Firebase 72 Final Cut Pro 72 PCB design 72 LinkedIn Ads 70 Affiliate marketing 69 Vite 68 Three.js 68 Flutter 68 Webflow 67 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 48 Objective-C 47 Storybook 47 UIKit 47 Miro 47 Maya 45 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 Retool 23 SPSS 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 16 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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