States
Alabama 432 Alaska 34 Arizona 648 Arkansas 425 California 15,591 Colorado 1,528 Connecticut 336 Delaware 130 District of Columbia 1,317 Florida 1,297 Georgia 1,099 Hawaii 132 Idaho 175 Illinois 1,847 Indiana 297 Iowa 271 Kansas 108 Kentucky 159 Louisiana 102 Maine 80 Maryland 1,655 Massachusetts 2,269 Michigan 683 Minnesota 403 Mississippi 88 Missouri 475 Montana 49 Nebraska 181 Nevada 193 New Hampshire 108 New Jersey 794 New Mexico 155 New York 6,736 North Carolina 1,180 North Dakota 64 Ohio 686 Oklahoma 174 Oregon 354 Pennsylvania 874 Rhode Island 84 South Carolina 192 South Dakota 53 Tennessee 276 Texas 3,704 Utah 462 Vermont 64 Virginia 3,707 Washington 2,775 West Virginia 66 Wisconsin 321 Wyoming 51
Cities
San Francisco Bay Area, CA 10,604 New York, NY 5,658 Washington, DC 3,642 Seattle, WA 2,154 Los Angeles, CA 2,084 Boston, MA 1,338 Austin, TX 1,220 Chicago, IL 1,167 Dallas–Fort Worth, TX 1,081 Denver, CO 787 Atlanta, GA 724 Raleigh–Durham, NC 485 San Diego, CA 426 Phoenix, AZ 375 Charlotte, NC 350 Houston, TX 255 Pittsburgh, PA 231 Miami, FL 219 Salt Lake City, UT 169 Philadelphia, PA 164 Detroit, MI 140 Minneapolis, MN 134 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,264 Product Manager 3,346 Engineering Manager 2,121 Program Manager 1,946 Project Manager 1,946 Data Scientist 1,549 Machine Learning Engineer 1,507 Security Engineer 1,457 Marketing Manager 1,382 Full Stack Developer 1,194 AI Engineer 1,083 DevOps Engineer 1,074 Data Engineer 893 Cybersecurity Analyst 872 IT Support Specialist 865 Backend Developer 782 Systems Administrator 767 Site Reliability Engineer 732 Graphic Designer 712 Data Analyst 641 Product Marketing Manager 631 Mobile Developer 602 Network Engineer 576 Business Analyst 555 Product Designer 533 Content Writer 529 QA Engineer 495 Growth Marketing Manager 344 Frontend Developer 331 Cloud Engineer 308 UX Designer 247 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 196 Digital Marketing Specialist 177 Community Manager 175 Marketing Analyst 174 Video Editor 106 Creative Director 97 Brand Manager 92 SEO Specialist 82 Content Creator 79 Scrum Master 73 Influencer Marketing Manager 63 BI Developer 63 Art Director 53 Web Developer 50 Copywriter 45 Motion Designer 37 Game Designer 33 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,894 Machine learning 9,055 Product roadmapping 8,640 AWS 8,187 CI/CD 7,634 SQL 6,193 Kubernetes 6,131 LLMs 5,749 AI agents 5,404 C++ 5,153 Linux 5,146 Java 5,063 Azure 4,898 Distributed systems 4,782 Agile 4,635 Docker 4,268 Google Cloud 4,079 Git 4,066 TypeScript 3,890 Go 3,881 React 3,559 Terraform 3,332 JavaScript 3,304 Go-to-market 2,919 REST APIs 2,758 Jira 2,717 Test automation 2,653 C 2,450 PostgreSQL 2,450 Generative AI 2,435 Incident response 2,429 Product strategy 2,407 Microservices 2,396 Bash 2,285 Positioning & messaging 2,197 Excel 2,059 GitHub 1,906 Embedded systems 1,873 Node.js 1,843 Rust 1,771 PyTorch 1,732 Stakeholder management 1,728 Kafka 1,718 CRM 1,651 IAM 1,643 Product marketing 1,626 CompTIA certifications 1,612 C# 1,601 Scrum 1,575 Computer vision 1,569 Spark 1,559 Ansible 1,546 Cryptography 1,546 Firmware 1,522 GitLab 1,502 Android 1,473 Market research 1,448 Data modeling 1,411 Jenkins 1,406 Deep learning 1,377 PRDs 1,363 iOS 1,353 RAG 1,341 Data warehousing 1,306 PMP 1,299 Confluence 1,295 Design systems 1,273 NoSQL 1,255 OpenAI API 1,243 NIST 1,216 ETL 1,209 Firewalls 1,194 Vulnerability management 1,191 Salesforce 1,175 Google Workspace 1,154 Grafana 1,141 HTML 1,130 TCP/IP 1,091 Competitive analysis 1,085 Snowflake 1,075 Databricks 1,070 DNS / DHCP 1,068 CSS 1,052 Tableau 1,049 Kotlin 1,044 PowerShell 1,024 Angular 989 Power BI 985 CISSP 975 Prototyping 971 User stories 971 Figma 963 Scala 956 Prometheus 948 TensorFlow 920 MLOps 912 Brand marketing 899 GitHub Actions 896 SAP 879 Active Directory 868 A/B testing 863 Pricing strategy 838 Spring Boot 823 MySQL 821 Prompt engineering 819 Web accessibility (WCAG) 813 R 810 NLP 809 Zero Trust 809 Airflow 799 Oracle 795 Elasticsearch 787 Reinforcement learning 784 Redis 780 User research 778 OAuth 774 Unix 774 Sales enablement 774 Demand generation 760 RTOS 759 Splunk 755 SSO / SAML 755 Routing & switching 743 ServiceNow 721 SOC 2 718 VPN 708 GraphQL 702 MongoDB 694 Datadog 693 Vector databases 676 SQL Server 672 Cisco 669 ITIL 651 JUnit 650 BigQuery 649 CUDA 644 Helm 643 .NET 642 Microsoft 365 635 SIEM 633 VMware 626 SEO 622 Technical writing 619 CCNA / CCNP 618 Threat modeling 613 HIPAA 607 Serverless 596 gRPC 590 Ruby 580 CloudFormation 580 Microsoft Project 574 LangChain 561 Next.js 556 Budget management 555 Adobe Creative Cloud 554 FedRAMP 547 Marketing automation 546 MATLAB 544 SAFe 538 Product analytics 535 dbt 529 SharePoint 528 Content strategy 527 Jetpack Compose 520 Penetration testing 519 Email marketing 511 ISO 27001 500 GIAC certifications 490 Argo CD 485 pandas 467 CMS 467 scikit-learn 454 macOS 454 Windows Server 446 EDR 446 HubSpot 431 Six Sigma 430 OpenTelemetry 425 Vue.js 421 ELK Stack 418 Typography 415 DynamoDB 410 Looker 408 FastAPI 403 Chef / Puppet 399 Event marketing 387 Okta 381 Photoshop 373 FPGA 372 Google Analytics 370 Video editing 369 Load testing 367 Hadoop 363 React Native 362 OpenShift 342 SAST / DAST 337 Illustrator 334 Paid social 332 Account-based marketing 331 Flink 327 NumPy 327 Service mesh 325 Intune / SCCM 320 Redshift 317 Django 316 CISM 309 SD-WAN 301 OWASP 298 Kanban 296 Blockchain 296 GRC 290 Motion graphics 286 Hugging Face 283 Wireframing 280 RabbitMQ 276 Swift 273 Juniper 268 Ruby on Rails 265 Selenium 265 ClickHouse 260 Perl 259 Playwright 257 OKRs 256 Power Platform 246 Smartsheet 244 Content marketing 240 WebSockets 239 Cassandra 230 Pulumi 228 Unreal Engine 227 Google Ads 225 Wireshark 221 PPC 218 PCI DSS 208 Information architecture 207 After Effects 207 Canva 206 SOAR 205 Copywriting 205 Flask 202 SageMaker 192 Premiere Pro 192 Marketo 192 Redux 191 Asana 190 Vertex AI 178 Presto / Trino 175 InDesign 175 Notion 174 NetSuite 174 Cypress 171 Tailwind CSS 163 Jamf 161 Hive 160 Cloudflare 160 Kinesis 152 Salesforce Marketing Cloud 151 Postman 150 Workday 147 pytest 145 Influencer marketing 145 Zapier 144 PHP 140 Jest 140 OSCP 136 Zendesk 132 monday.com 131 SEM 131 Shopify 131 WordPress 126 Amplitude 118 New Relic 117 Conversion rate optimization 115 jQuery 114 Cucumber 113 Verilog / VHDL 107 Meta Ads 104 SwiftUI 103 Jupyter 103 Neo4j 101 Unity 101 CapCut 100 Braze 99 XGBoost 95 SAS 94 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Programmatic advertising 86 Google Search Console 86 Nginx 85 HashiCorp Vault 84 VBA 83 Keras 81 Social media tools 80 Blender 78 Informatica 77 PCB design 77 Sketch 76 Vite 72 Looker Studio 72 D3.js 71 Firebase 71 Affiliate marketing 71 Final Cut Pro 69 Flutter 68 Mixpanel 68 LinkedIn Ads 68 Airtable 67 Three.js 66 Adobe Analytics 66 Webflow 65 Webpack 62 Iterable 58 Google Tag Manager 58 DaVinci Resolve 56 Svelte 55 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 49 UIKit 48 Elixir 47 Storybook 47 Cinema 4D 44 Maya 44 Lua 43 Appium 43 Sass 40 Markdown 37 Haskell 33 Xcode 32 Express.js 31 Adobe XD 31 Trello 31 Dart 29 Alteryx 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 22 Framer 22 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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