States
Alabama 443 Alaska 42 Arizona 626 Arkansas 437 California 15,325 Colorado 1,529 Connecticut 342 Delaware 132 District of Columbia 1,287 Florida 1,268 Georgia 1,083 Hawaii 130 Idaho 177 Illinois 1,846 Indiana 307 Iowa 279 Kansas 121 Kentucky 160 Louisiana 113 Maine 81 Maryland 1,605 Massachusetts 2,279 Michigan 697 Minnesota 403 Mississippi 95 Missouri 469 Montana 50 Nebraska 181 Nevada 199 New Hampshire 110 New Jersey 811 New Mexico 160 New York 6,697 North Carolina 1,185 North Dakota 74 Ohio 696 Oklahoma 192 Oregon 358 Pennsylvania 896 Rhode Island 93 South Carolina 204 South Dakota 61 Tennessee 290 Texas 3,611 Utah 459 Vermont 73 Virginia 3,616 Washington 2,750 West Virginia 78 Wisconsin 333 Wyoming 61
Cities
San Francisco Bay Area, CA 10,426 New York, NY 5,623 Washington, DC 3,547 Seattle, WA 2,136 Los Angeles, CA 2,059 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,153 Dallas–Fort Worth, TX 1,045 Denver, CO 786 Atlanta, GA 697 Raleigh–Durham, NC 485 San Diego, CA 428 Phoenix, AZ 355 Charlotte, NC 337 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,197 Product Manager 3,292 Engineering Manager 2,099 Project Manager 1,912 Program Manager 1,905 Data Scientist 1,565 Machine Learning Engineer 1,503 Security Engineer 1,416 Marketing Manager 1,351 Full Stack Developer 1,195 AI Engineer 1,064 DevOps Engineer 1,052 Data Engineer 896 IT Support Specialist 841 Cybersecurity Analyst 830 Backend Developer 794 Systems Administrator 747 Site Reliability Engineer 720 Graphic Designer 692 Data Analyst 647 Product Marketing Manager 610 Mobile Developer 595 Network Engineer 546 Business Analyst 545 Product Designer 526 Content Writer 510 QA Engineer 497 Growth Marketing Manager 348 Frontend Developer 332 Cloud Engineer 295 UX Designer 242 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 181 Marketing Analyst 175 Community Manager 172 Video Editor 102 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 51 Web Developer 48 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,797 Machine learning 9,045 Product roadmapping 8,531 AWS 8,185 CI/CD 7,533 SQL 6,178 Kubernetes 6,073 LLMs 5,715 AI agents 5,320 C++ 5,126 Linux 5,022 Java 5,006 Azure 4,824 Distributed systems 4,708 Agile 4,568 Docker 4,231 Google Cloud 4,075 Git 4,031 TypeScript 3,892 Go 3,824 React 3,571 Terraform 3,302 JavaScript 3,285 Go-to-market 2,837 REST APIs 2,742 Jira 2,663 Test automation 2,622 PostgreSQL 2,455 C 2,444 Generative AI 2,443 Product strategy 2,402 Microservices 2,384 Incident response 2,352 Bash 2,209 Positioning & messaging 2,164 Excel 2,044 GitHub 1,880 Embedded systems 1,855 Node.js 1,841 Rust 1,747 Stakeholder management 1,714 PyTorch 1,708 Kafka 1,702 CRM 1,616 IAM 1,610 Product marketing 1,607 C# 1,600 CompTIA certifications 1,566 Scrum 1,566 Spark 1,564 Computer vision 1,552 Cryptography 1,491 Ansible 1,473 Firmware 1,468 Android 1,462 GitLab 1,448 Market research 1,440 Data modeling 1,419 Jenkins 1,386 Deep learning 1,371 PRDs 1,366 iOS 1,334 RAG 1,327 Data warehousing 1,312 Design systems 1,282 PMP 1,255 Confluence 1,251 NoSQL 1,232 OpenAI API 1,228 ETL 1,219 Google Workspace 1,171 Salesforce 1,158 NIST 1,155 Vulnerability management 1,153 Firewalls 1,144 HTML 1,136 Grafana 1,104 Competitive analysis 1,083 CSS 1,072 Snowflake 1,072 Tableau 1,059 Databricks 1,052 TCP/IP 1,048 Kotlin 1,033 DNS / DHCP 1,018 PowerShell 991 Power BI 981 Angular 977 Prototyping 967 Figma 965 CISSP 946 User stories 944 MLOps 934 TensorFlow 928 Scala 927 Prometheus 917 GitHub Actions 887 Brand marketing 884 SAP 879 A/B testing 865 Spring Boot 848 R 839 Active Directory 832 Prompt engineering 828 Web accessibility (WCAG) 826 NLP 821 MySQL 819 Pricing strategy 810 Airflow 808 Redis 790 User research 784 Zero Trust 782 Elasticsearch 777 Demand generation 776 Oracle 774 Reinforcement learning 771 Unix 760 RTOS 760 Sales enablement 759 SSO / SAML 753 OAuth 749 Splunk 719 GraphQL 713 Routing & switching 705 SOC 2 703 Vector databases 685 Datadog 681 ServiceNow 681 MongoDB 680 VPN 678 BigQuery 650 SQL Server 647 JUnit 644 CUDA 628 ITIL 625 Cisco 622 SEO 622 Helm 621 .NET 617 SIEM 614 Microsoft 365 611 VMware 607 HIPAA 602 Serverless 594 Technical writing 594 Threat modeling 591 gRPC 587 CCNA / CCNP 583 Ruby 575 Microsoft Project 575 CloudFormation 568 Next.js 565 LangChain 561 MATLAB 554 Budget management 546 Adobe Creative Cloud 541 Product analytics 540 dbt 536 Marketing automation 534 Content strategy 527 Email marketing 523 FedRAMP 519 SAFe 516 Jetpack Compose 515 SharePoint 510 Penetration testing 509 ISO 27001 489 GIAC certifications 483 pandas 480 scikit-learn 478 CMS 466 Argo CD 463 macOS 445 EDR 434 Looker 432 HubSpot 424 Windows Server 423 DynamoDB 420 Six Sigma 417 Vue.js 414 Typography 409 ELK Stack 404 Event marketing 398 OpenTelemetry 395 FastAPI 393 Chef / Puppet 378 FPGA 372 Hadoop 371 Photoshop 371 Google Analytics 368 Okta 365 React Native 363 Video editing 363 Load testing 362 OpenShift 340 Paid social 340 Illustrator 334 Account-based marketing 334 NumPy 331 Service mesh 330 Django 328 SAST / DAST 325 Redshift 317 Flink 310 Intune / SCCM 308 CISM 296 Kanban 296 Blockchain 295 OWASP 291 Wireframing 290 Hugging Face 283 SD-WAN 282 GRC 280 Motion graphics 280 Swift 270 RabbitMQ 267 Selenium 266 Perl 261 Ruby on Rails 260 ClickHouse 256 Juniper 253 Playwright 253 OKRs 245 Power Platform 245 Smartsheet 244 Content marketing 237 WebSockets 234 Unreal Engine 231 Cassandra 230 Google Ads 223 Pulumi 222 Wireshark 217 Flask 216 PPC 215 After Effects 209 Information architecture 207 PCI DSS 204 Canva 202 SageMaker 200 Copywriting 199 Redux 194 Asana 190 Marketo 190 Premiere Pro 187 SOAR 186 Vertex AI 185 Tailwind CSS 176 InDesign 173 Notion 173 NetSuite 171 Presto / Trino 170 Cypress 168 Hive 161 Cloudflare 158 Kinesis 157 Jamf 153 Salesforce Marketing Cloud 153 Postman 151 Workday 147 Influencer marketing 146 PHP 144 pytest 142 Jest 141 Zapier 139 OSCP 138 Zendesk 133 monday.com 132 Shopify 129 SEM 127 WordPress 125 New Relic 121 Conversion rate optimization 121 Amplitude 120 jQuery 119 Cucumber 113 Verilog / VHDL 106 Meta Ads 103 Neo4j 102 Jupyter 102 XGBoost 102 Unity 102 SwiftUI 101 CapCut 100 SAS 97 Braze 97 NestJS 92 Fivetran 92 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 87 Nginx 83 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Blender 79 Informatica 78 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 72 Firebase 71 Vite 70 Webflow 70 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 65 Mixpanel 65 Adobe Analytics 65 Webpack 60 Google Tag Manager 57 Svelte 56 Qlik 56 Iterable 55 DaVinci Resolve 54 Miro 53 Storybook 52 Citrix 52 Elixir 51 Klaviyo 51 Objective-C 48 UIKit 48 Appium 46 Maya 46 Cinema 4D 42 Lua 41 Sass 38 Markdown 35 Express.js 32 Adobe XD 32 Xcode 31 Haskell 30 Alteryx 30 Trello 29 Dart 28 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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