States
Alabama 441 Alaska 43 Arizona 641 Arkansas 434 California 15,432 Colorado 1,534 Connecticut 341 Delaware 134 District of Columbia 1,317 Florida 1,280 Georgia 1,079 Hawaii 137 Idaho 176 Illinois 1,841 Indiana 308 Iowa 279 Kansas 117 Kentucky 160 Louisiana 112 Maine 81 Maryland 1,641 Massachusetts 2,272 Michigan 692 Minnesota 411 Mississippi 96 Missouri 481 Montana 49 Nebraska 184 Nevada 198 New Hampshire 112 New Jersey 806 New Mexico 164 New York 6,701 North Carolina 1,185 North Dakota 72 Ohio 690 Oklahoma 187 Oregon 355 Pennsylvania 878 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 285 Texas 3,679 Utah 464 Vermont 71 Virginia 3,661 Washington 2,770 West Virginia 76 Wisconsin 336 Wyoming 61
Cities
San Francisco Bay Area, CA 10,471 New York, NY 5,615 Washington, DC 3,600 Seattle, WA 2,148 Los Angeles, CA 2,071 Boston, MA 1,342 Austin, TX 1,202 Chicago, IL 1,153 Dallas–Fort Worth, TX 1,064 Denver, CO 790 Atlanta, GA 699 Raleigh–Durham, NC 474 San Diego, CA 428 Phoenix, AZ 359 Charlotte, NC 343 Houston, TX 252 Pittsburgh, PA 227 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 141 Minneapolis, MN 133 Baltimore, MD 105 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,220 Product Manager 3,314 Engineering Manager 2,104 Program Manager 1,930 Project Manager 1,927 Data Scientist 1,551 Machine Learning Engineer 1,502 Security Engineer 1,446 Marketing Manager 1,360 Full Stack Developer 1,209 AI Engineer 1,074 DevOps Engineer 1,068 Data Engineer 889 IT Support Specialist 854 Cybersecurity Analyst 851 Backend Developer 794 Systems Administrator 770 Site Reliability Engineer 731 Graphic Designer 694 Data Analyst 646 Product Marketing Manager 630 Mobile Developer 598 Network Engineer 567 Business Analyst 550 Product Designer 533 Content Writer 520 QA Engineer 503 Growth Marketing Manager 343 Frontend Developer 337 Cloud Engineer 305 UX Designer 240 PPC Specialist 221 Email Marketing Specialist 210 Social Media Manager 201 Digital Marketing Specialist 182 Marketing Analyst 173 Community Manager 171 Video Editor 104 Brand Manager 94 Creative Director 92 SEO Specialist 80 Content Creator 79 Scrum Master 69 Influencer Marketing Manager 65 BI Developer 64 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,852 Machine learning 9,051 Product roadmapping 8,588 AWS 8,213 CI/CD 7,584 SQL 6,193 Kubernetes 6,118 LLMs 5,743 AI agents 5,372 C++ 5,131 Linux 5,075 Java 5,047 Azure 4,856 Distributed systems 4,746 Agile 4,581 Docker 4,262 Google Cloud 4,085 Git 4,062 TypeScript 3,892 Go 3,868 React 3,587 Terraform 3,325 JavaScript 3,305 Go-to-market 2,883 REST APIs 2,757 Jira 2,680 Test automation 2,622 PostgreSQL 2,470 Generative AI 2,444 C 2,442 Incident response 2,409 Product strategy 2,404 Microservices 2,377 Bash 2,231 Positioning & messaging 2,166 Excel 2,032 GitHub 1,908 Embedded systems 1,859 Node.js 1,853 Rust 1,756 PyTorch 1,715 Stakeholder management 1,713 Kafka 1,712 IAM 1,633 Product marketing 1,632 CRM 1,628 CompTIA certifications 1,619 C# 1,607 Spark 1,573 Computer vision 1,570 Scrum 1,560 Cryptography 1,515 Ansible 1,501 GitLab 1,488 Firmware 1,481 Android 1,466 Market research 1,438 Data modeling 1,416 Jenkins 1,400 Deep learning 1,380 PRDs 1,350 iOS 1,337 RAG 1,333 Data warehousing 1,308 Design systems 1,284 PMP 1,279 Confluence 1,269 NoSQL 1,235 OpenAI API 1,227 ETL 1,226 NIST 1,200 Vulnerability management 1,181 Firewalls 1,173 Google Workspace 1,159 Salesforce 1,159 HTML 1,143 Grafana 1,125 Competitive analysis 1,093 Snowflake 1,084 CSS 1,076 TCP/IP 1,071 Databricks 1,066 Tableau 1,056 DNS / DHCP 1,054 Kotlin 1,040 PowerShell 999 Power BI 983 Prototyping 979 Angular 976 CISSP 973 Figma 960 User stories 958 Scala 937 Prometheus 937 MLOps 925 TensorFlow 918 SAP 893 GitHub Actions 890 Brand marketing 887 A/B testing 862 Active Directory 856 Spring Boot 830 MySQL 829 R 825 Prompt engineering 822 Web accessibility (WCAG) 821 NLP 820 Pricing strategy 820 Airflow 809 Oracle 802 Zero Trust 800 Redis 789 Elasticsearch 786 User research 779 Demand generation 773 Reinforcement learning 770 Unix 764 OAuth 757 Sales enablement 757 SSO / SAML 753 RTOS 750 Splunk 730 Routing & switching 722 SOC 2 711 GraphQL 707 ServiceNow 706 VPN 692 MongoDB 687 Datadog 687 Vector databases 678 SQL Server 669 BigQuery 653 JUnit 648 ITIL 647 Cisco 647 CUDA 637 Helm 637 .NET 632 SIEM 630 VMware 625 SEO 622 Microsoft 365 617 HIPAA 614 CCNA / CCNP 612 Technical writing 606 Threat modeling 597 Serverless 595 gRPC 588 Microsoft Project 577 Ruby 576 CloudFormation 576 Next.js 567 LangChain 558 MATLAB 549 Budget management 546 Marketing automation 544 Adobe Creative Cloud 537 Product analytics 537 FedRAMP 533 dbt 532 Content strategy 526 SAFe 525 Email marketing 522 Jetpack Compose 520 SharePoint 516 Penetration testing 515 ISO 27001 496 GIAC certifications 490 pandas 477 Argo CD 476 scikit-learn 466 CMS 465 macOS 446 EDR 443 Windows Server 441 HubSpot 433 Six Sigma 427 Looker 426 Vue.js 424 DynamoDB 413 ELK Stack 413 Typography 406 OpenTelemetry 403 FastAPI 402 Event marketing 399 Chef / Puppet 382 Hadoop 370 Google Analytics 369 Photoshop 367 Video editing 367 FPGA 367 Okta 364 Load testing 363 React Native 362 Paid social 341 OpenShift 336 Account-based marketing 335 Illustrator 333 NumPy 332 SAST / DAST 332 Service mesh 330 Django 328 Intune / SCCM 318 Flink 317 Redshift 310 CISM 301 SD-WAN 292 OWASP 291 Wireframing 291 Blockchain 291 Kanban 290 GRC 285 Motion graphics 284 Hugging Face 280 Swift 270 RabbitMQ 267 ClickHouse 263 Selenium 262 Ruby on Rails 261 Juniper 257 OKRs 254 Playwright 252 Perl 251 Power Platform 249 WebSockets 241 Content marketing 241 Smartsheet 236 Cassandra 229 Unreal Engine 227 Google Ads 225 Wireshark 222 Pulumi 221 Flask 216 PPC 215 After Effects 209 Canva 205 PCI DSS 203 Copywriting 203 Information architecture 202 SageMaker 196 Redux 193 SOAR 193 Marketo 193 Premiere Pro 190 Asana 188 Vertex AI 181 Tailwind CSS 177 NetSuite 175 Presto / Trino 174 InDesign 172 Notion 171 Cypress 166 Hive 161 Cloudflare 156 Jamf 156 Salesforce Marketing Cloud 153 Kinesis 151 Postman 151 pytest 149 Influencer marketing 147 Workday 147 Zapier 141 Jest 140 PHP 138 OSCP 137 monday.com 133 Zendesk 132 Shopify 131 WordPress 126 SEM 125 Amplitude 122 Conversion rate optimization 121 New Relic 116 jQuery 115 Cucumber 113 SwiftUI 106 Meta Ads 106 Jupyter 105 Unity 104 Verilog / VHDL 103 CapCut 100 Neo4j 99 XGBoost 97 SAS 96 Braze 96 NestJS 92 WebGL 91 Fivetran 91 Programmatic advertising 89 VBA 87 SEO tools 86 Nginx 84 Google Search Console 82 Sketch 81 Social media tools 81 HashiCorp Vault 80 Informatica 79 Keras 79 Blender 79 D3.js 74 Firebase 74 Looker Studio 73 PCB design 73 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 69 Vite 68 Three.js 68 Flutter 68 Airtable 67 Mixpanel 66 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 DaVinci Resolve 54 Citrix 52 Klaviyo 51 Objective-C 49 Elixir 48 UIKit 48 Miro 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Xcode 32 Haskell 31 Alteryx 31 Adobe XD 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 23 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 16 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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