States
Alabama 441 Alaska 43 Arizona 634 Arkansas 376 California 15,154 Colorado 1,535 Connecticut 360 Delaware 129 District of Columbia 1,297 Florida 1,286 Georgia 1,069 Hawaii 132 Idaho 189 Illinois 1,833 Indiana 315 Iowa 289 Kansas 118 Kentucky 164 Louisiana 107 Maine 83 Maryland 1,647 Massachusetts 2,275 Michigan 707 Minnesota 397 Mississippi 93 Missouri 468 Montana 52 Nebraska 174 Nevada 196 New Hampshire 106 New Jersey 817 New Mexico 158 New York 6,591 North Carolina 1,205 North Dakota 78 Ohio 678 Oklahoma 190 Oregon 351 Pennsylvania 899 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 274 Texas 3,598 Utah 460 Vermont 76 Virginia 3,656 Washington 2,723 West Virginia 76 Wisconsin 346 Wyoming 65
Cities
San Francisco Bay Area, CA 10,279 New York, NY 5,531 Washington, DC 3,576 Seattle, WA 2,109 Los Angeles, CA 2,004 Boston, MA 1,348 Austin, TX 1,175 Chicago, IL 1,148 Dallas–Fort Worth, TX 1,042 Denver, CO 793 Atlanta, GA 683 Raleigh–Durham, NC 484 San Diego, CA 430 Charlotte, NC 363 Phoenix, AZ 361 Houston, TX 260 Pittsburgh, PA 229 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,164 Product Manager 3,272 Engineering Manager 2,101 Project Manager 1,932 Program Manager 1,880 Data Scientist 1,550 Machine Learning Engineer 1,508 Security Engineer 1,433 Marketing Manager 1,346 Full Stack Developer 1,192 AI Engineer 1,065 DevOps Engineer 1,047 Data Engineer 899 Cybersecurity Analyst 838 IT Support Specialist 827 Backend Developer 801 Systems Administrator 756 Site Reliability Engineer 721 Graphic Designer 696 Data Analyst 657 Product Marketing Manager 604 Mobile Developer 592 Business Analyst 568 Network Engineer 561 Product Designer 517 Content Writer 509 QA Engineer 497 Growth Marketing Manager 350 Frontend Developer 338 Cloud Engineer 304 UX Designer 243 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 199 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 171 Video Editor 96 Brand Manager 92 Creative Director 86 SEO Specialist 77 Content Creator 76 Scrum Master 74 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 23 Animator 21 Web Designer 15
Skills
Python 14,696 Machine learning 9,073 Product roadmapping 8,524 AWS 8,239 CI/CD 7,465 SQL 6,105 Kubernetes 6,039 LLMs 5,651 AI agents 5,253 C++ 5,075 Linux 5,017 Java 4,922 Azure 4,873 Distributed systems 4,692 Agile 4,614 Docker 4,223 Google Cloud 4,067 Git 3,977 TypeScript 3,866 Go 3,821 React 3,547 Terraform 3,303 JavaScript 3,213 Go-to-market 2,810 REST APIs 2,675 Jira 2,660 Test automation 2,596 PostgreSQL 2,460 C 2,426 Generative AI 2,414 Product strategy 2,387 Microservices 2,371 Incident response 2,360 Bash 2,195 Positioning & messaging 2,142 Excel 2,028 Embedded systems 1,878 GitHub 1,844 Node.js 1,823 Stakeholder management 1,757 Rust 1,721 PyTorch 1,704 Kafka 1,685 CRM 1,641 Product marketing 1,600 IAM 1,591 Scrum 1,584 CompTIA certifications 1,579 Spark 1,562 C# 1,552 Computer vision 1,552 Cryptography 1,498 Ansible 1,476 GitLab 1,467 Firmware 1,462 Data modeling 1,439 Market research 1,421 Android 1,420 Deep learning 1,361 Jenkins 1,343 PRDs 1,336 RAG 1,327 Data warehousing 1,313 iOS 1,311 PMP 1,269 Design systems 1,263 Confluence 1,246 NoSQL 1,231 ETL 1,212 OpenAI API 1,206 NIST 1,185 Vulnerability management 1,176 Salesforce 1,168 Google Workspace 1,163 Firewalls 1,150 HTML 1,134 Grafana 1,084 Databricks 1,081 Competitive analysis 1,079 Snowflake 1,070 TCP/IP 1,063 CSS 1,062 Tableau 1,027 Kotlin 1,016 DNS / DHCP 997 PowerShell 988 Angular 978 Power BI 977 CISSP 977 Prototyping 967 Figma 961 MLOps 945 TensorFlow 933 Scala 921 User stories 915 Prometheus 905 Brand marketing 877 GitHub Actions 876 SAP 867 R 849 NLP 841 Prompt engineering 838 A/B testing 836 Web accessibility (WCAG) 835 Active Directory 833 Spring Boot 809 Zero Trust 803 Airflow 802 User research 796 Redis 794 MySQL 789 Pricing strategy 784 Elasticsearch 777 Demand generation 777 Oracle 767 Sales enablement 765 RTOS 759 Reinforcement learning 755 Unix 755 OAuth 731 SSO / SAML 730 GraphQL 716 SOC 2 713 Routing & switching 710 Splunk 699 Vector databases 696 VPN 689 ServiceNow 687 MongoDB 677 Datadog 672 SQL Server 652 ITIL 646 SIEM 641 Cisco 639 CUDA 631 .NET 628 SEO 627 BigQuery 625 Helm 622 VMware 615 Microsoft 365 615 JUnit 613 CCNA / CCNP 609 HIPAA 604 Serverless 596 Technical writing 588 gRPC 587 Threat modeling 586 CloudFormation 582 Microsoft Project 580 Ruby 568 LangChain 561 Next.js 559 FedRAMP 547 MATLAB 546 dbt 538 Budget management 537 SAFe 534 Adobe Creative Cloud 531 Content strategy 530 Marketing automation 528 Product analytics 525 Email marketing 523 Jetpack Compose 512 Penetration testing 507 GIAC certifications 498 SharePoint 497 ISO 27001 485 scikit-learn 484 CMS 472 pandas 468 Argo CD 466 EDR 453 Windows Server 440 macOS 437 Looker 431 DynamoDB 424 HubSpot 424 Vue.js 414 Event marketing 409 Six Sigma 407 ELK Stack 405 Typography 405 FastAPI 390 Chef / Puppet 387 OpenTelemetry 387 FPGA 372 Photoshop 370 Google Analytics 366 React Native 354 Video editing 354 Okta 352 Hadoop 349 Load testing 349 SAST / DAST 341 Django 336 Paid social 335 NumPy 330 OpenShift 330 Illustrator 330 Account-based marketing 329 Service mesh 325 Redshift 315 Flink 305 Blockchain 302 CISM 297 Kanban 296 Intune / SCCM 295 Hugging Face 287 SD-WAN 287 OWASP 285 Motion graphics 275 RabbitMQ 274 Wireframing 274 GRC 273 Perl 266 Swift 259 Juniper 257 Ruby on Rails 254 ClickHouse 253 Selenium 251 OKRs 251 Playwright 248 Smartsheet 242 Power Platform 240 Content marketing 239 WebSockets 236 Unreal Engine 230 PPC 224 Cassandra 220 Wireshark 220 Google Ads 220 Flask 218 Pulumi 216 After Effects 207 Copywriting 206 Information architecture 204 PCI DSS 201 SageMaker 199 SOAR 197 Canva 197 Asana 194 Redux 191 Marketo 191 Notion 182 InDesign 181 Premiere Pro 180 Tailwind CSS 176 Vertex AI 176 NetSuite 173 Presto / Trino 168 Cypress 162 Cloudflare 158 Kinesis 156 Salesforce Marketing Cloud 153 Jamf 148 Hive 146 Workday 146 OSCP 145 Influencer marketing 145 PHP 144 Zapier 141 Postman 139 pytest 138 Zendesk 136 SEM 132 Jest 128 Shopify 125 WordPress 124 Conversion rate optimization 116 New Relic 115 Amplitude 114 Verilog / VHDL 111 jQuery 110 Cucumber 104 monday.com 103 Neo4j 101 SwiftUI 99 Jupyter 99 Fivetran 98 XGBoost 98 CapCut 98 Unity 98 Meta Ads 98 Braze 94 SAS 91 WebGL 90 Programmatic advertising 90 NestJS 88 SEO tools 88 Nginx 86 VBA 85 Google Search Console 85 Social media tools 84 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 78 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 68 Three.js 66 LinkedIn Ads 66 Mixpanel 65 Adobe Analytics 65 Affiliate marketing 65 Flutter 63 Firebase 61 Final Cut Pro 61 Webpack 60 Iterable 59 Svelte 55 Google Tag Manager 55 Qlik 54 Elixir 53 Citrix 52 Storybook 51 Klaviyo 50 DaVinci Resolve 49 Appium 48 Miro 48 Maya 46 Objective-C 45 UIKit 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 38 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 Dart 28 TestRail 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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