States
Alabama 444 Alaska 44 Arizona 638 Arkansas 443 California 15,305 Colorado 1,551 Connecticut 354 Delaware 129 District of Columbia 1,293 Florida 1,283 Georgia 1,081 Hawaii 134 Idaho 182 Illinois 1,837 Indiana 309 Iowa 289 Kansas 117 Kentucky 157 Louisiana 109 Maine 82 Maryland 1,639 Massachusetts 2,303 Michigan 702 Minnesota 394 Mississippi 92 Missouri 482 Montana 50 Nebraska 179 Nevada 200 New Hampshire 104 New Jersey 834 New Mexico 162 New York 6,652 North Carolina 1,216 North Dakota 75 Ohio 691 Oklahoma 190 Oregon 350 Pennsylvania 907 Rhode Island 94 South Carolina 202 South Dakota 59 Tennessee 281 Texas 3,614 Utah 461 Vermont 73 Virginia 3,687 Washington 2,741 West Virginia 76 Wisconsin 338 Wyoming 63
Cities
San Francisco Bay Area, CA 10,413 New York, NY 5,578 Washington, DC 3,601 Seattle, WA 2,127 Los Angeles, CA 2,021 Boston, MA 1,370 Austin, TX 1,187 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,053 Denver, CO 802 Atlanta, GA 690 Raleigh–Durham, NC 484 San Diego, CA 433 Charlotte, NC 365 Phoenix, AZ 362 Houston, TX 256 Pittsburgh, PA 226 Miami, FL 209 Philadelphia, PA 166 Salt Lake City, UT 164 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,305 Product Manager 3,321 Engineering Manager 2,115 Project Manager 1,933 Program Manager 1,899 Data Scientist 1,579 Machine Learning Engineer 1,507 Security Engineer 1,429 Marketing Manager 1,379 Full Stack Developer 1,201 AI Engineer 1,071 DevOps Engineer 1,051 Data Engineer 907 Cybersecurity Analyst 847 IT Support Specialist 838 Backend Developer 800 Systems Administrator 757 Site Reliability Engineer 721 Graphic Designer 701 Data Analyst 674 Product Marketing Manager 605 Mobile Developer 593 Network Engineer 575 Business Analyst 558 Product Designer 529 Content Writer 518 QA Engineer 504 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 314 UX Designer 246 PPC Specialist 221 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 181 Marketing Analyst 174 Community Manager 171 Video Editor 103 Brand Manager 95 Creative Director 87 SEO Specialist 78 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 71 BI Developer 60 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 23 UI Designer 22 Web Designer 16
Skills
Python 14,875 Machine learning 9,134 Product roadmapping 8,582 AWS 8,298 CI/CD 7,615 SQL 6,244 Kubernetes 6,128 LLMs 5,696 AI agents 5,352 C++ 5,114 Linux 5,051 Java 5,049 Azure 4,925 Distributed systems 4,717 Agile 4,678 Docker 4,291 Google Cloud 4,113 Git 4,096 TypeScript 3,906 Go 3,846 React 3,585 Terraform 3,330 JavaScript 3,305 Go-to-market 2,848 REST APIs 2,784 Jira 2,705 Test automation 2,650 PostgreSQL 2,488 Generative AI 2,472 C 2,432 Product strategy 2,422 Microservices 2,416 Incident response 2,392 Bash 2,236 Positioning & messaging 2,170 Excel 2,047 GitHub 1,893 Embedded systems 1,877 Node.js 1,843 Stakeholder management 1,759 Rust 1,749 Kafka 1,722 PyTorch 1,717 CRM 1,639 Product marketing 1,628 IAM 1,624 CompTIA certifications 1,611 Scrum 1,608 C# 1,603 Spark 1,602 Computer vision 1,555 Cryptography 1,510 Ansible 1,496 GitLab 1,467 Firmware 1,456 Android 1,449 Data modeling 1,449 Market research 1,440 Jenkins 1,393 PRDs 1,376 Deep learning 1,373 RAG 1,342 Data warehousing 1,332 iOS 1,322 Design systems 1,290 Confluence 1,274 PMP 1,270 NoSQL 1,253 ETL 1,225 OpenAI API 1,215 NIST 1,200 Vulnerability management 1,176 Google Workspace 1,168 Firewalls 1,167 Salesforce 1,163 HTML 1,158 Grafana 1,119 Databricks 1,095 Competitive analysis 1,088 CSS 1,087 Snowflake 1,085 TCP/IP 1,074 Tableau 1,055 Kotlin 1,026 DNS / DHCP 1,009 Power BI 997 PowerShell 991 Prototyping 981 Angular 980 CISSP 980 Figma 979 User stories 979 MLOps 958 TensorFlow 944 Scala 937 Prometheus 929 Brand marketing 896 GitHub Actions 887 SAP 880 A/B testing 862 R 860 Spring Boot 855 NLP 845 Active Directory 844 Prompt engineering 833 Web accessibility (WCAG) 827 Airflow 819 MySQL 817 User research 808 Zero Trust 807 Pricing strategy 800 Redis 793 Oracle 790 Elasticsearch 785 Demand generation 783 Sales enablement 761 Reinforcement learning 756 RTOS 756 Unix 753 SSO / SAML 747 OAuth 744 Splunk 736 GraphQL 727 Routing & switching 721 SOC 2 713 Vector databases 704 ServiceNow 697 VPN 693 MongoDB 686 Datadog 681 SQL Server 671 BigQuery 652 Cisco 647 JUnit 647 ITIL 645 CUDA 642 Helm 635 SIEM 635 SEO 634 .NET 621 VMware 619 Microsoft 365 619 CCNA / CCNP 617 HIPAA 612 Technical writing 606 gRPC 597 Serverless 591 Threat modeling 590 CloudFormation 584 Ruby 578 Microsoft Project 571 LangChain 567 Next.js 566 MATLAB 549 Budget management 548 Product analytics 542 Adobe Creative Cloud 540 FedRAMP 539 Content strategy 538 dbt 537 SAFe 535 Marketing automation 532 Email marketing 522 Jetpack Compose 517 Penetration testing 506 SharePoint 504 ISO 27001 493 scikit-learn 491 GIAC certifications 489 pandas 483 CMS 482 Argo CD 473 EDR 455 Windows Server 440 Looker 438 macOS 438 HubSpot 428 DynamoDB 422 Typography 416 Six Sigma 414 Vue.js 411 ELK Stack 410 Event marketing 405 FastAPI 402 OpenTelemetry 399 Chef / Puppet 387 Hadoop 375 Google Analytics 372 Photoshop 371 FPGA 370 Load testing 365 Video editing 362 React Native 361 Okta 359 Paid social 344 OpenShift 341 NumPy 335 Service mesh 335 Account-based marketing 335 SAST / DAST 331 Illustrator 329 Django 327 Redshift 323 Flink 320 CISM 312 Intune / SCCM 305 Kanban 305 Blockchain 304 Wireframing 292 SD-WAN 289 Hugging Face 285 GRC 285 OWASP 283 Motion graphics 282 RabbitMQ 277 Selenium 270 Swift 268 Perl 265 Ruby on Rails 263 ClickHouse 261 Juniper 256 OKRs 256 Playwright 255 Power Platform 246 Content marketing 242 Smartsheet 241 WebSockets 238 Cassandra 237 Unreal Engine 232 PPC 222 Google Ads 222 Wireshark 221 Flask 219 Pulumi 217 After Effects 209 Information architecture 207 Copywriting 207 PCI DSS 203 SageMaker 202 Canva 200 Redux 197 SOAR 194 Asana 194 Marketo 190 Premiere Pro 185 InDesign 182 Vertex AI 179 Notion 179 Tailwind CSS 176 Presto / Trino 173 Cypress 169 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 152 Jamf 151 Influencer marketing 149 PHP 147 Workday 145 pytest 142 Jest 141 OSCP 140 Zapier 140 SEM 134 Zendesk 133 monday.com 131 Shopify 127 WordPress 124 Conversion rate optimization 122 New Relic 119 Amplitude 115 jQuery 114 Cucumber 109 Verilog / VHDL 107 SwiftUI 103 Neo4j 103 Unity 102 Meta Ads 102 Jupyter 99 CapCut 99 XGBoost 97 Braze 97 SAS 95 Fivetran 93 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Google Search Console 86 Nginx 85 Social media tools 85 Sketch 84 HashiCorp Vault 81 Airtable 81 Blender 79 Keras 78 Informatica 76 D3.js 75 PCB design 74 Vite 70 Looker Studio 70 Webflow 69 Affiliate marketing 69 Three.js 68 Firebase 67 Mixpanel 67 Adobe Analytics 67 LinkedIn Ads 67 Final Cut Pro 65 Flutter 63 Webpack 61 Iterable 59 Svelte 58 Qlik 56 Google Tag Manager 56 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 51 Miro 50 Klaviyo 50 UIKit 48 Maya 48 Appium 46 Objective-C 45 Sass 43 Cinema 4D 43 Lua 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 11 Erlang 8 ZBrush 8 Stata 4
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