States
Alabama 446 Alaska 44 Arizona 626 Arkansas 440 California 15,298 Colorado 1,526 Connecticut 337 Delaware 131 District of Columbia 1,297 Florida 1,276 Georgia 1,068 Hawaii 134 Idaho 178 Illinois 1,829 Indiana 304 Iowa 276 Kansas 121 Kentucky 161 Louisiana 112 Maine 80 Maryland 1,641 Massachusetts 2,283 Michigan 694 Minnesota 395 Mississippi 94 Missouri 466 Montana 47 Nebraska 182 Nevada 204 New Hampshire 108 New Jersey 809 New Mexico 160 New York 6,681 North Carolina 1,183 North Dakota 73 Ohio 694 Oklahoma 189 Oregon 349 Pennsylvania 892 Rhode Island 92 South Carolina 201 South Dakota 60 Tennessee 287 Texas 3,606 Utah 456 Vermont 72 Virginia 3,676 Washington 2,743 West Virginia 77 Wisconsin 332 Wyoming 60
Cities
San Francisco Bay Area, CA 10,408 New York, NY 5,613 Washington, DC 3,593 Seattle, WA 2,123 Los Angeles, CA 2,051 Boston, MA 1,354 Austin, TX 1,179 Chicago, IL 1,142 Dallas–Fort Worth, TX 1,042 Denver, CO 786 Atlanta, GA 688 Raleigh–Durham, NC 482 San Diego, CA 424 Phoenix, AZ 353 Charlotte, NC 334 Houston, TX 253 Pittsburgh, PA 227 Miami, FL 210 Philadelphia, PA 170 Salt Lake City, UT 159 Detroit, MI 145 Minneapolis, MN 125 Baltimore, MD 104 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,231 Product Manager 3,279 Engineering Manager 2,103 Project Manager 1,917 Program Manager 1,907 Data Scientist 1,569 Machine Learning Engineer 1,503 Security Engineer 1,430 Marketing Manager 1,350 Full Stack Developer 1,200 AI Engineer 1,066 DevOps Engineer 1,057 Data Engineer 901 IT Support Specialist 856 Cybersecurity Analyst 840 Backend Developer 798 Systems Administrator 770 Site Reliability Engineer 716 Graphic Designer 693 Data Analyst 639 Product Marketing Manager 608 Mobile Developer 594 Network Engineer 564 Business Analyst 548 Product Designer 525 Content Writer 514 QA Engineer 496 Growth Marketing Manager 350 Frontend Developer 332 Cloud Engineer 301 UX Designer 240 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 169 Video Editor 103 Brand Manager 94 Creative Director 85 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 50 Copywriter 48 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,820 Machine learning 9,052 Product roadmapping 8,521 AWS 8,223 CI/CD 7,576 SQL 6,195 Kubernetes 6,107 LLMs 5,711 AI agents 5,308 C++ 5,121 Linux 5,053 Java 5,016 Azure 4,861 Distributed systems 4,710 Agile 4,594 Docker 4,267 Google Cloud 4,074 Git 4,066 TypeScript 3,886 Go 3,829 React 3,569 Terraform 3,313 JavaScript 3,299 Go-to-market 2,825 REST APIs 2,755 Jira 2,677 Test automation 2,624 PostgreSQL 2,469 Generative AI 2,451 C 2,439 Product strategy 2,392 Microservices 2,389 Incident response 2,371 Bash 2,228 Positioning & messaging 2,160 Excel 2,034 GitHub 1,888 Embedded systems 1,857 Node.js 1,842 Rust 1,752 Stakeholder management 1,715 PyTorch 1,709 Kafka 1,706 IAM 1,617 CompTIA certifications 1,616 CRM 1,609 Product marketing 1,605 C# 1,597 Scrum 1,581 Spark 1,575 Computer vision 1,554 Cryptography 1,514 Ansible 1,493 Firmware 1,469 GitLab 1,466 Android 1,461 Market research 1,429 Data modeling 1,426 Jenkins 1,396 PRDs 1,366 Deep learning 1,362 iOS 1,330 RAG 1,323 Data warehousing 1,310 Design systems 1,277 Confluence 1,264 PMP 1,264 NoSQL 1,242 OpenAI API 1,223 ETL 1,220 NIST 1,182 Vulnerability management 1,176 Google Workspace 1,175 Salesforce 1,163 Firewalls 1,159 HTML 1,144 Grafana 1,117 CSS 1,077 Competitive analysis 1,077 Snowflake 1,069 TCP/IP 1,063 Databricks 1,062 Tableau 1,059 Kotlin 1,033 DNS / DHCP 1,033 PowerShell 994 Angular 985 Power BI 982 Prototyping 968 CISSP 967 Figma 964 User stories 956 MLOps 940 Scala 932 TensorFlow 932 Prometheus 925 GitHub Actions 886 Brand marketing 881 SAP 879 A/B testing 858 Spring Boot 854 Active Directory 852 R 845 Web accessibility (WCAG) 832 NLP 830 Prompt engineering 828 MySQL 825 Airflow 817 Zero Trust 810 Pricing strategy 800 Redis 791 Elasticsearch 786 Oracle 782 User research 782 Demand generation 780 Reinforcement learning 774 RTOS 760 Unix 759 Sales enablement 755 SSO / SAML 754 OAuth 746 Splunk 732 Routing & switching 715 GraphQL 712 ServiceNow 705 SOC 2 702 MongoDB 689 Vector databases 689 VPN 689 Datadog 680 ITIL 657 SQL Server 655 BigQuery 648 JUnit 644 Cisco 633 Helm 631 CUDA 628 .NET 623 VMware 622 SIEM 622 SEO 622 Microsoft 365 620 HIPAA 605 CCNA / CCNP 603 Technical writing 602 Serverless 597 gRPC 589 Threat modeling 589 Ruby 577 CloudFormation 576 Microsoft Project 573 Next.js 563 LangChain 561 MATLAB 554 Budget management 543 Adobe Creative Cloud 540 Product analytics 536 dbt 535 Marketing automation 532 Content strategy 528 FedRAMP 527 Email marketing 521 SAFe 519 Jetpack Compose 516 SharePoint 515 Penetration testing 509 ISO 27001 492 GIAC certifications 487 pandas 482 scikit-learn 482 CMS 470 Argo CD 468 macOS 444 EDR 442 Windows Server 438 Looker 429 DynamoDB 422 HubSpot 422 Vue.js 416 Six Sigma 415 Typography 410 ELK Stack 409 OpenTelemetry 398 Event marketing 398 FastAPI 397 Chef / Puppet 381 FPGA 373 Photoshop 372 Hadoop 371 Google Analytics 367 Okta 367 React Native 363 Load testing 363 Video editing 362 OpenShift 344 Paid social 340 Illustrator 335 NumPy 333 Account-based marketing 333 Service mesh 332 SAST / DAST 329 Django 328 Redshift 321 Intune / SCCM 318 Flink 312 CISM 302 Blockchain 298 Kanban 295 Wireframing 291 SD-WAN 288 OWASP 288 Hugging Face 287 GRC 283 Motion graphics 280 RabbitMQ 273 Swift 269 Selenium 265 Ruby on Rails 263 Perl 262 ClickHouse 255 Juniper 255 Power Platform 252 Playwright 251 OKRs 245 Smartsheet 239 Content marketing 239 WebSockets 234 Cassandra 233 Unreal Engine 232 Google Ads 223 Pulumi 221 Wireshark 220 Flask 219 PPC 215 After Effects 208 PCI DSS 204 Information architecture 203 Canva 202 SageMaker 201 Copywriting 200 Redux 193 Marketo 192 SOAR 190 Asana 190 Premiere Pro 186 Vertex AI 183 Tailwind CSS 176 InDesign 175 Notion 174 Presto / Trino 172 NetSuite 169 Cypress 168 Hive 162 Kinesis 156 Cloudflare 156 Jamf 155 Salesforce Marketing Cloud 151 Postman 150 Workday 148 PHP 146 pytest 144 Influencer marketing 144 Jest 140 Zapier 139 OSCP 138 Zendesk 133 monday.com 131 SEM 127 Shopify 127 WordPress 124 jQuery 122 New Relic 121 Conversion rate optimization 121 Amplitude 120 Cucumber 111 Verilog / VHDL 105 Neo4j 103 Jupyter 103 Unity 103 Meta Ads 103 SwiftUI 101 XGBoost 101 CapCut 100 Braze 96 SAS 95 Fivetran 93 NestJS 92 WebGL 90 Programmatic advertising 89 SEO tools 88 VBA 87 Nginx 84 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Blender 79 Informatica 78 Keras 76 Airtable 76 D3.js 73 Looker Studio 73 PCB design 72 Firebase 70 Vite 69 Final Cut Pro 69 LinkedIn Ads 69 Three.js 68 Webflow 68 Affiliate marketing 68 Flutter 66 Mixpanel 65 Adobe Analytics 65 Webpack 60 Qlik 57 Google Tag Manager 57 Svelte 56 Citrix 54 Iterable 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 51 Klaviyo 50 Objective-C 48 UIKit 48 Appium 46 Maya 46 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Express.js 32 Xcode 32 Adobe XD 32 Haskell 30 Dart 29 Alteryx 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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