States
Alabama 441 Alaska 43 Arizona 630 Arkansas 377 California 15,158 Colorado 1,540 Connecticut 359 Delaware 129 District of Columbia 1,301 Florida 1,284 Georgia 1,069 Hawaii 132 Idaho 189 Illinois 1,828 Indiana 316 Iowa 286 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,642 Massachusetts 2,270 Michigan 706 Minnesota 400 Mississippi 93 Missouri 471 Montana 52 Nebraska 174 Nevada 196 New Hampshire 105 New Jersey 812 New Mexico 162 New York 6,587 North Carolina 1,202 North Dakota 77 Ohio 678 Oklahoma 190 Oregon 352 Pennsylvania 899 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 274 Texas 3,592 Utah 461 Vermont 76 Virginia 3,649 Washington 2,721 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,273 New York, NY 5,528 Washington, DC 3,572 Seattle, WA 2,104 Los Angeles, CA 2,012 Boston, MA 1,351 Austin, TX 1,173 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,038 Denver, CO 794 Atlanta, GA 681 Raleigh–Durham, NC 485 San Diego, CA 431 Charlotte, NC 360 Phoenix, AZ 358 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,170 Product Manager 3,264 Engineering Manager 2,098 Project Manager 1,929 Program Manager 1,882 Data Scientist 1,548 Machine Learning Engineer 1,505 Security Engineer 1,439 Marketing Manager 1,340 Full Stack Developer 1,192 AI Engineer 1,064 DevOps Engineer 1,043 Data Engineer 899 Cybersecurity Analyst 839 IT Support Specialist 830 Backend Developer 799 Systems Administrator 753 Site Reliability Engineer 725 Graphic Designer 699 Data Analyst 660 Product Marketing Manager 603 Mobile Developer 591 Business Analyst 568 Network Engineer 562 Product Designer 516 Content Writer 511 QA Engineer 502 Growth Marketing Manager 350 Frontend Developer 337 Cloud Engineer 304 UX Designer 242 PPC Specialist 216 Email Marketing Specialist 201 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 78 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,703 Machine learning 9,073 Product roadmapping 8,527 AWS 8,243 CI/CD 7,477 SQL 6,108 Kubernetes 6,037 LLMs 5,648 AI agents 5,247 C++ 5,074 Linux 5,021 Java 4,930 Azure 4,882 Distributed systems 4,697 Agile 4,616 Docker 4,217 Google Cloud 4,073 Git 3,978 TypeScript 3,859 Go 3,823 React 3,539 Terraform 3,300 JavaScript 3,218 Go-to-market 2,808 REST APIs 2,676 Jira 2,658 Test automation 2,593 PostgreSQL 2,456 C 2,425 Generative AI 2,411 Product strategy 2,383 Microservices 2,371 Incident response 2,367 Bash 2,194 Positioning & messaging 2,142 Excel 2,030 Embedded systems 1,878 GitHub 1,843 Node.js 1,821 Stakeholder management 1,766 Rust 1,719 PyTorch 1,703 Kafka 1,690 CRM 1,644 Product marketing 1,601 IAM 1,589 Scrum 1,588 CompTIA certifications 1,579 Spark 1,559 C# 1,555 Computer vision 1,554 Cryptography 1,498 Ansible 1,476 GitLab 1,465 Firmware 1,460 Data modeling 1,443 Market research 1,421 Android 1,414 Deep learning 1,359 Jenkins 1,342 PRDs 1,336 RAG 1,324 Data warehousing 1,319 iOS 1,304 PMP 1,268 Design systems 1,258 Confluence 1,244 NoSQL 1,237 ETL 1,217 OpenAI API 1,207 NIST 1,183 Vulnerability management 1,179 Salesforce 1,174 Google Workspace 1,162 Firewalls 1,148 HTML 1,131 Databricks 1,084 Grafana 1,084 Competitive analysis 1,080 Snowflake 1,074 TCP/IP 1,066 CSS 1,060 Tableau 1,030 Kotlin 1,012 DNS / DHCP 1,000 PowerShell 989 Power BI 977 CISSP 977 Angular 975 Prototyping 963 Figma 958 MLOps 944 TensorFlow 931 Scala 921 User stories 918 Prometheus 906 GitHub Actions 875 SAP 874 Brand marketing 874 R 851 Prompt engineering 840 Active Directory 838 Web accessibility (WCAG) 837 NLP 837 A/B testing 833 Spring Boot 814 Zero Trust 803 Airflow 801 User research 796 Redis 795 MySQL 786 Pricing strategy 782 Demand generation 779 Elasticsearch 777 Oracle 768 Sales enablement 768 RTOS 760 Reinforcement learning 757 Unix 756 SSO / SAML 730 OAuth 729 SOC 2 715 GraphQL 714 Routing & switching 710 Splunk 699 Vector databases 694 VPN 690 ServiceNow 689 MongoDB 684 Datadog 675 SQL Server 656 ITIL 649 SIEM 642 Cisco 639 CUDA 632 .NET 629 SEO 629 Helm 623 BigQuery 622 VMware 616 Microsoft 365 616 JUnit 615 HIPAA 609 CCNA / CCNP 608 Serverless 595 Technical writing 590 gRPC 586 Threat modeling 586 CloudFormation 579 Microsoft Project 579 Ruby 565 Next.js 559 LangChain 559 FedRAMP 548 MATLAB 543 dbt 541 SAFe 534 Budget management 534 Adobe Creative Cloud 532 Marketing automation 529 Content strategy 529 Product analytics 526 Email marketing 522 Jetpack Compose 513 Penetration testing 504 SharePoint 498 GIAC certifications 496 ISO 27001 485 scikit-learn 480 CMS 475 pandas 469 Argo CD 465 EDR 456 Windows Server 440 macOS 438 Looker 431 HubSpot 425 DynamoDB 422 Vue.js 413 Event marketing 409 Six Sigma 406 ELK Stack 405 Typography 405 FastAPI 391 Chef / Puppet 388 OpenTelemetry 385 FPGA 374 Google Analytics 370 Photoshop 370 Video editing 353 React Native 352 Okta 350 Load testing 350 Hadoop 348 SAST / DAST 341 Django 336 Paid social 335 OpenShift 332 NumPy 331 Illustrator 329 Account-based marketing 329 Service mesh 324 Redshift 316 Flink 305 Blockchain 302 Intune / SCCM 297 CISM 297 Kanban 296 SD-WAN 287 Hugging Face 285 OWASP 284 RabbitMQ 274 GRC 274 Wireframing 274 Motion graphics 274 Perl 266 Swift 259 Juniper 257 ClickHouse 252 Ruby on Rails 251 OKRs 251 Selenium 249 Playwright 249 Smartsheet 245 Content marketing 240 Power Platform 240 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 220 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 PCI DSS 200 SOAR 199 SageMaker 198 Canva 198 Asana 195 Marketo 192 Redux 190 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 168 Cypress 163 Cloudflare 156 Kinesis 155 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 145 OSCP 145 Zapier 142 Postman 140 pytest 138 Zendesk 135 SEM 133 Jest 128 Shopify 126 WordPress 125 Conversion rate optimization 118 New Relic 116 Amplitude 114 jQuery 111 Verilog / VHDL 111 Cucumber 103 monday.com 103 Neo4j 101 Jupyter 100 SwiftUI 99 Fivetran 98 CapCut 98 Unity 98 Meta Ads 98 XGBoost 95 Braze 94 WebGL 90 SEO tools 90 NestJS 89 SAS 89 Programmatic advertising 89 Nginx 87 Google Search Console 87 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 68 Three.js 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Affiliate marketing 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 47 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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