States
Alabama 432 Alaska 34 Arizona 647 Arkansas 427 California 15,579 Colorado 1,531 Connecticut 338 Delaware 129 District of Columbia 1,316 Florida 1,293 Georgia 1,099 Hawaii 133 Idaho 175 Illinois 1,853 Indiana 297 Iowa 270 Kansas 109 Kentucky 160 Louisiana 102 Maine 76 Maryland 1,658 Massachusetts 2,263 Michigan 684 Minnesota 403 Mississippi 88 Missouri 482 Montana 49 Nebraska 181 Nevada 193 New Hampshire 108 New Jersey 791 New Mexico 155 New York 6,736 North Carolina 1,183 North Dakota 64 Ohio 688 Oklahoma 178 Oregon 354 Pennsylvania 875 Rhode Island 84 South Carolina 190 South Dakota 53 Tennessee 277 Texas 3,711 Utah 463 Vermont 64 Virginia 3,712 Washington 2,775 West Virginia 66 Wisconsin 324 Wyoming 51
Cities
San Francisco Bay Area, CA 10,594 New York, NY 5,660 Washington, DC 3,647 Seattle, WA 2,155 Los Angeles, CA 2,079 Boston, MA 1,336 Austin, TX 1,219 Chicago, IL 1,171 Dallas–Fort Worth, TX 1,087 Denver, CO 789 Atlanta, GA 716 Raleigh–Durham, NC 484 San Diego, CA 427 Phoenix, AZ 376 Charlotte, NC 353 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 164 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,277 Product Manager 3,350 Engineering Manager 2,122 Program Manager 1,953 Project Manager 1,944 Data Scientist 1,550 Machine Learning Engineer 1,509 Security Engineer 1,458 Marketing Manager 1,379 Full Stack Developer 1,192 AI Engineer 1,081 DevOps Engineer 1,074 Data Engineer 897 Cybersecurity Analyst 876 IT Support Specialist 863 Backend Developer 784 Systems Administrator 770 Site Reliability Engineer 734 Graphic Designer 711 Data Analyst 642 Product Marketing Manager 632 Mobile Developer 599 Network Engineer 574 Business Analyst 555 Product Designer 535 Content Writer 528 QA Engineer 498 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 306 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 196 Digital Marketing Specialist 179 Community Manager 175 Marketing Analyst 174 Video Editor 106 Creative Director 96 Brand Manager 93 SEO Specialist 82 Content Creator 79 Scrum Master 74 Influencer Marketing Manager 64 BI Developer 64 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,911 Machine learning 9,075 Product roadmapping 8,651 AWS 8,206 CI/CD 7,652 SQL 6,216 Kubernetes 6,146 LLMs 5,759 AI agents 5,407 C++ 5,156 Linux 5,146 Java 5,070 Azure 4,899 Distributed systems 4,797 Agile 4,654 Docker 4,278 Google Cloud 4,091 Git 4,075 TypeScript 3,896 Go 3,893 React 3,569 Terraform 3,340 JavaScript 3,314 Go-to-market 2,921 REST APIs 2,761 Jira 2,716 Test automation 2,656 PostgreSQL 2,458 C 2,454 Incident response 2,440 Generative AI 2,434 Product strategy 2,418 Microservices 2,408 Bash 2,291 Positioning & messaging 2,198 Excel 2,058 GitHub 1,912 Embedded systems 1,875 Node.js 1,848 Rust 1,774 Stakeholder management 1,732 PyTorch 1,730 Kafka 1,719 IAM 1,645 CRM 1,645 Product marketing 1,632 CompTIA certifications 1,631 C# 1,606 Scrum 1,582 Computer vision 1,570 Spark 1,561 Ansible 1,545 Cryptography 1,543 Firmware 1,517 GitLab 1,511 Android 1,474 Market research 1,448 Jenkins 1,414 Data modeling 1,409 Deep learning 1,377 PRDs 1,368 iOS 1,354 RAG 1,345 Data warehousing 1,309 PMP 1,303 Confluence 1,292 Design systems 1,274 NoSQL 1,264 OpenAI API 1,247 NIST 1,219 ETL 1,216 Vulnerability management 1,196 Firewalls 1,190 Salesforce 1,169 Google Workspace 1,158 Grafana 1,141 HTML 1,134 TCP/IP 1,089 Competitive analysis 1,088 Snowflake 1,078 Databricks 1,068 DNS / DHCP 1,067 CSS 1,056 Tableau 1,055 Kotlin 1,046 PowerShell 1,023 Angular 991 Power BI 984 User stories 981 Prototyping 976 CISSP 975 Figma 962 Scala 958 Prometheus 950 TensorFlow 920 MLOps 914 GitHub Actions 899 Brand marketing 898 SAP 884 A/B testing 871 Active Directory 869 Pricing strategy 837 Spring Boot 828 Prompt engineering 826 MySQL 825 R 819 Web accessibility (WCAG) 815 NLP 815 Zero Trust 808 Airflow 799 Oracle 797 Elasticsearch 790 Redis 783 Reinforcement learning 783 OAuth 777 Unix 777 User research 775 Sales enablement 774 Demand generation 765 RTOS 760 SSO / SAML 756 Splunk 752 Routing & switching 740 SOC 2 719 ServiceNow 718 VPN 709 GraphQL 704 MongoDB 697 Datadog 695 Vector databases 680 SQL Server 676 Cisco 669 JUnit 651 BigQuery 650 ITIL 648 CUDA 646 .NET 645 Helm 644 Microsoft 365 638 SIEM 637 VMware 628 SEO 624 Technical writing 621 CCNA / CCNP 616 Threat modeling 612 HIPAA 606 Serverless 595 gRPC 589 Ruby 582 CloudFormation 582 Microsoft Project 573 LangChain 561 Next.js 559 Adobe Creative Cloud 555 Budget management 549 Marketing automation 548 FedRAMP 547 MATLAB 543 SAFe 539 Product analytics 536 SharePoint 531 dbt 528 Content strategy 526 Jetpack Compose 520 Penetration testing 520 Email marketing 512 ISO 27001 501 GIAC certifications 490 Argo CD 485 CMS 470 pandas 468 scikit-learn 455 macOS 455 EDR 449 Windows Server 448 HubSpot 431 Six Sigma 429 OpenTelemetry 426 Vue.js 423 ELK Stack 419 Typography 417 DynamoDB 412 Looker 409 FastAPI 404 Chef / Puppet 398 Event marketing 389 Okta 380 Photoshop 375 Google Analytics 372 FPGA 372 Video editing 369 Load testing 368 Hadoop 365 React Native 363 OpenShift 340 SAST / DAST 338 Illustrator 336 Account-based marketing 334 Paid social 332 NumPy 327 Service mesh 327 Flink 325 Intune / SCCM 323 Django 317 Redshift 316 CISM 306 OWASP 301 SD-WAN 300 Kanban 297 Blockchain 297 GRC 292 Motion graphics 285 Hugging Face 283 Wireframing 279 RabbitMQ 277 Swift 274 Juniper 267 Ruby on Rails 266 Selenium 265 ClickHouse 261 Perl 257 OKRs 257 Playwright 256 Power Platform 248 Smartsheet 245 WebSockets 241 Content marketing 240 Cassandra 232 Pulumi 228 Unreal Engine 226 Google Ads 226 Wireshark 222 PPC 218 After Effects 209 PCI DSS 208 Information architecture 208 Canva 206 Flask 205 Copywriting 205 SOAR 203 SageMaker 195 Marketo 194 Premiere Pro 192 Redux 191 Asana 189 Vertex AI 178 InDesign 177 Presto / Trino 175 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 163 Jamf 163 Cloudflare 161 Hive 160 Kinesis 152 Salesforce Marketing Cloud 151 Postman 150 Workday 147 Influencer marketing 146 pytest 144 Zapier 144 PHP 141 Jest 140 OSCP 137 Zendesk 133 monday.com 133 Shopify 131 SEM 129 WordPress 127 Amplitude 118 New Relic 118 Conversion rate optimization 117 jQuery 116 Cucumber 113 Verilog / VHDL 107 Jupyter 104 Meta Ads 104 SwiftUI 103 Neo4j 102 Unity 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 Programmatic advertising 85 VBA 82 Social media tools 80 Informatica 78 Keras 78 Blender 78 Sketch 76 PCB design 76 Firebase 72 Looker Studio 72 Vite 71 D3.js 71 Affiliate marketing 71 Flutter 69 Final Cut Pro 69 LinkedIn Ads 69 Mixpanel 68 Adobe Analytics 67 Three.js 66 Webflow 66 Airtable 66 Webpack 62 Iterable 58 Google Tag Manager 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 52 Klaviyo 51 Miro 50 Objective-C 49 Elixir 48 UIKit 48 Storybook 47 Cinema 4D 44 Maya 44 Lua 43 Appium 43 Sass 40 Markdown 37 Haskell 33 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 28 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 15 Clojure 11 Houdini 11 Erlang 9 ZBrush 8 Stata 3
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