States
Alabama 445 Alaska 45 Arizona 640 Arkansas 444 California 15,328 Colorado 1,555 Connecticut 355 Delaware 131 District of Columbia 1,296 Florida 1,280 Georgia 1,081 Hawaii 135 Idaho 184 Illinois 1,837 Indiana 314 Iowa 289 Kansas 119 Kentucky 158 Louisiana 110 Maine 83 Maryland 1,641 Massachusetts 2,293 Michigan 703 Minnesota 395 Mississippi 93 Missouri 484 Montana 50 Nebraska 180 Nevada 201 New Hampshire 104 New Jersey 830 New Mexico 163 New York 6,652 North Carolina 1,212 North Dakota 76 Ohio 685 Oklahoma 191 Oregon 352 Pennsylvania 906 Rhode Island 95 South Carolina 205 South Dakota 60 Tennessee 281 Texas 3,612 Utah 462 Vermont 74 Virginia 3,687 Washington 2,742 West Virginia 77 Wisconsin 339 Wyoming 64
Cities
San Francisco Bay Area, CA 10,426 New York, NY 5,575 Washington, DC 3,604 Seattle, WA 2,127 Los Angeles, CA 2,027 Boston, MA 1,362 Austin, TX 1,185 Chicago, IL 1,146 Dallas–Fort Worth, TX 1,051 Denver, CO 804 Atlanta, GA 691 Raleigh–Durham, NC 482 San Diego, CA 434 Charlotte, NC 365 Phoenix, AZ 363 Houston, TX 256 Pittsburgh, PA 225 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 11,306 Product Manager 3,316 Engineering Manager 2,118 Project Manager 1,928 Program Manager 1,897 Data Scientist 1,580 Machine Learning Engineer 1,509 Security Engineer 1,429 Marketing Manager 1,372 Full Stack Developer 1,200 AI Engineer 1,069 DevOps Engineer 1,053 Data Engineer 907 Cybersecurity Analyst 845 IT Support Specialist 840 Backend Developer 801 Systems Administrator 755 Site Reliability Engineer 721 Graphic Designer 703 Data Analyst 668 Product Marketing Manager 604 Mobile Developer 593 Network Engineer 574 Business Analyst 555 Product Designer 527 Content Writer 517 QA Engineer 503 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 313 UX Designer 247 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 175 Community Manager 171 Video Editor 103 Brand Manager 96 Creative Director 87 SEO Specialist 79 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 70 BI Developer 60 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,871 Machine learning 9,137 Product roadmapping 8,583 AWS 8,284 CI/CD 7,614 SQL 6,235 Kubernetes 6,130 LLMs 5,708 AI agents 5,353 C++ 5,125 Linux 5,056 Java 5,053 Azure 4,911 Distributed systems 4,720 Agile 4,668 Docker 4,296 Google Cloud 4,111 Git 4,093 TypeScript 3,902 Go 3,846 React 3,586 Terraform 3,331 JavaScript 3,305 Go-to-market 2,841 REST APIs 2,784 Jira 2,702 Test automation 2,652 PostgreSQL 2,483 Generative AI 2,473 C 2,438 Product strategy 2,423 Microservices 2,416 Incident response 2,383 Bash 2,233 Positioning & messaging 2,165 Excel 2,044 GitHub 1,893 Embedded systems 1,883 Node.js 1,840 Rust 1,752 Stakeholder management 1,744 Kafka 1,725 PyTorch 1,722 CRM 1,636 IAM 1,624 Product marketing 1,621 CompTIA certifications 1,608 Scrum 1,607 C# 1,600 Spark 1,600 Computer vision 1,563 Cryptography 1,510 Ansible 1,497 GitLab 1,467 Firmware 1,463 Android 1,451 Data modeling 1,439 Market research 1,435 Jenkins 1,391 PRDs 1,377 Deep learning 1,374 RAG 1,344 Data warehousing 1,329 iOS 1,324 Design systems 1,291 Confluence 1,274 PMP 1,266 NoSQL 1,256 ETL 1,221 OpenAI API 1,216 NIST 1,197 Vulnerability management 1,171 Google Workspace 1,169 Firewalls 1,168 Salesforce 1,166 HTML 1,153 Grafana 1,119 Databricks 1,089 CSS 1,085 Snowflake 1,083 Competitive analysis 1,083 TCP/IP 1,077 Tableau 1,056 Kotlin 1,029 DNS / DHCP 1,013 PowerShell 989 Power BI 985 Angular 981 Prototyping 981 Figma 977 CISSP 975 User stories 973 MLOps 956 TensorFlow 948 Scala 938 Prometheus 929 Brand marketing 893 GitHub Actions 883 SAP 881 A/B testing 864 R 858 Spring Boot 855 NLP 844 Active Directory 842 Prompt engineering 833 Web accessibility (WCAG) 830 Airflow 820 MySQL 818 Zero Trust 807 User research 806 Pricing strategy 802 Redis 794 Oracle 787 Elasticsearch 786 Demand generation 781 Sales enablement 759 RTOS 758 Reinforcement learning 757 Unix 757 SSO / SAML 750 OAuth 748 Splunk 733 GraphQL 730 Routing & switching 719 SOC 2 710 Vector databases 703 ServiceNow 697 VPN 694 MongoDB 685 Datadog 679 SQL Server 668 BigQuery 650 JUnit 649 ITIL 647 Cisco 647 CUDA 644 Helm 634 SEO 633 SIEM 630 VMware 620 .NET 619 CCNA / CCNP 618 Microsoft 365 614 HIPAA 608 Technical writing 606 gRPC 599 Serverless 592 CloudFormation 586 Threat modeling 586 Ruby 578 LangChain 569 Microsoft Project 568 Next.js 567 MATLAB 551 Budget management 547 Product analytics 541 Adobe Creative Cloud 539 dbt 538 FedRAMP 538 Content strategy 538 SAFe 535 Marketing automation 534 Email marketing 522 Jetpack Compose 518 Penetration testing 505 SharePoint 502 scikit-learn 493 ISO 27001 490 GIAC certifications 487 pandas 484 CMS 484 Argo CD 472 EDR 455 Looker 439 Windows Server 439 macOS 435 HubSpot 429 DynamoDB 425 Typography 416 Six Sigma 413 Vue.js 412 ELK Stack 410 Event marketing 404 FastAPI 403 OpenTelemetry 399 Chef / Puppet 387 Hadoop 374 Google Analytics 373 Photoshop 372 FPGA 372 Load testing 365 Video editing 363 React Native 362 Okta 362 Paid social 344 OpenShift 341 NumPy 336 Service mesh 335 Account-based marketing 335 SAST / DAST 331 Illustrator 331 Django 325 Redshift 322 Flink 319 CISM 310 Kanban 306 Intune / SCCM 302 Blockchain 302 Wireframing 291 SD-WAN 289 Hugging Face 285 GRC 283 Motion graphics 283 OWASP 282 RabbitMQ 277 Selenium 270 Swift 269 Perl 265 Ruby on Rails 263 ClickHouse 260 Juniper 257 Playwright 255 OKRs 255 Power Platform 243 Content marketing 242 Smartsheet 240 WebSockets 238 Cassandra 237 Unreal Engine 234 Google Ads 223 Wireshark 221 Flask 220 PPC 220 Pulumi 217 After Effects 209 Copywriting 207 Information architecture 206 SageMaker 203 PCI DSS 203 Canva 200 Redux 197 Asana 194 SOAR 193 Marketo 190 Premiere Pro 185 InDesign 182 Notion 179 Vertex AI 178 Tailwind CSS 176 Presto / Trino 171 Cypress 169 NetSuite 167 Hive 161 Kinesis 159 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 153 Jamf 151 PHP 148 Influencer marketing 148 Workday 145 Jest 142 pytest 141 OSCP 140 Zapier 140 SEM 134 Zendesk 133 monday.com 130 Shopify 128 WordPress 126 Conversion rate optimization 122 New Relic 119 Amplitude 115 jQuery 114 Cucumber 109 Verilog / VHDL 107 SwiftUI 104 Neo4j 104 Unity 104 Meta Ads 102 Jupyter 99 CapCut 99 XGBoost 97 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Nginx 87 Google Search Console 86 Social media tools 85 Sketch 84 HashiCorp Vault 81 Airtable 81 Blender 80 Keras 78 Informatica 77 D3.js 75 PCB design 74 Looker Studio 72 Vite 70 Three.js 69 Webflow 69 LinkedIn Ads 69 Firebase 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 66 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 Maya 49 UIKit 48 Appium 46 Objective-C 45 Cinema 4D 44 Sass 43 Lua 42 Adobe XD 35 Xcode 34 Markdown 34 Haskell 31 Express.js 31 TikTok Ads 30 Dart 29 Trello 29 TestRail 27 Mailchimp 27 Alteryx 26 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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