States
Alabama 448 Alaska 46 Arizona 636 Arkansas 442 California 15,370 Colorado 1,536 Connecticut 344 Delaware 134 District of Columbia 1,307 Florida 1,287 Georgia 1,086 Hawaii 137 Idaho 180 Illinois 1,849 Indiana 312 Iowa 282 Kansas 123 Kentucky 162 Louisiana 118 Maine 84 Maryland 1,635 Massachusetts 2,284 Michigan 703 Minnesota 407 Mississippi 99 Missouri 474 Montana 50 Nebraska 187 Nevada 202 New Hampshire 112 New Jersey 815 New Mexico 163 New York 6,701 North Carolina 1,195 North Dakota 77 Ohio 700 Oklahoma 194 Oregon 361 Pennsylvania 899 Rhode Island 95 South Carolina 206 South Dakota 64 Tennessee 292 Texas 3,629 Utah 463 Vermont 75 Virginia 3,681 Washington 2,761 West Virginia 80 Wisconsin 336 Wyoming 64
Cities
San Francisco Bay Area, CA 10,447 New York, NY 5,623 Washington, DC 3,596 Seattle, WA 2,138 Los Angeles, CA 2,075 Boston, MA 1,350 Austin, TX 1,183 Chicago, IL 1,152 Dallas–Fort Worth, TX 1,046 Denver, CO 790 Atlanta, GA 697 Raleigh–Durham, NC 487 San Diego, CA 430 Phoenix, AZ 357 Charlotte, NC 339 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 129 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,252 Product Manager 3,293 Engineering Manager 2,102 Project Manager 1,920 Program Manager 1,916 Data Scientist 1,570 Machine Learning Engineer 1,503 Security Engineer 1,436 Marketing Manager 1,350 Full Stack Developer 1,205 AI Engineer 1,069 DevOps Engineer 1,058 Data Engineer 901 IT Support Specialist 854 Cybersecurity Analyst 844 Backend Developer 797 Systems Administrator 773 Site Reliability Engineer 725 Graphic Designer 692 Data Analyst 651 Product Marketing Manager 612 Mobile Developer 595 Network Engineer 565 Business Analyst 548 Product Designer 529 Content Writer 515 QA Engineer 502 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 302 UX Designer 242 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 173 Video Editor 103 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,864 Machine learning 9,061 Product roadmapping 8,549 AWS 8,234 CI/CD 7,594 SQL 6,213 Kubernetes 6,117 LLMs 5,737 AI agents 5,340 C++ 5,141 Linux 5,074 Java 5,036 Azure 4,866 Distributed systems 4,725 Agile 4,603 Docker 4,270 Google Cloud 4,087 Git 4,076 TypeScript 3,903 Go 3,835 React 3,583 Terraform 3,325 JavaScript 3,308 Go-to-market 2,842 REST APIs 2,764 Jira 2,687 Test automation 2,631 PostgreSQL 2,471 C 2,452 Generative AI 2,449 Product strategy 2,400 Microservices 2,396 Incident response 2,383 Bash 2,237 Positioning & messaging 2,173 Excel 2,048 GitHub 1,889 Embedded systems 1,864 Node.js 1,847 Rust 1,758 Stakeholder management 1,714 PyTorch 1,712 Kafka 1,708 IAM 1,627 CompTIA certifications 1,621 CRM 1,618 Product marketing 1,611 C# 1,608 Scrum 1,582 Spark 1,571 Computer vision 1,554 Cryptography 1,514 Ansible 1,497 Firmware 1,478 GitLab 1,474 Android 1,464 Market research 1,441 Data modeling 1,427 Jenkins 1,400 Deep learning 1,374 PRDs 1,367 iOS 1,335 RAG 1,329 Data warehousing 1,314 Design systems 1,283 Confluence 1,268 PMP 1,265 NoSQL 1,241 OpenAI API 1,226 ETL 1,225 NIST 1,184 Google Workspace 1,172 Vulnerability management 1,171 Firewalls 1,165 Salesforce 1,157 HTML 1,149 Grafana 1,118 Competitive analysis 1,084 CSS 1,082 Snowflake 1,074 TCP/IP 1,069 Tableau 1,062 Databricks 1,057 Kotlin 1,038 DNS / DHCP 1,037 PowerShell 1,000 Power BI 989 Angular 987 Prototyping 975 Figma 964 CISSP 963 User stories 956 MLOps 939 TensorFlow 931 Prometheus 927 Scala 926 GitHub Actions 894 SAP 889 Brand marketing 885 A/B testing 866 Spring Boot 853 Active Directory 852 R 846 Web accessibility (WCAG) 830 NLP 830 Prompt engineering 830 MySQL 829 Airflow 813 Pricing strategy 812 Zero Trust 810 Redis 793 User research 785 Elasticsearch 784 Oracle 781 Demand generation 777 Reinforcement learning 770 Unix 769 RTOS 762 Sales enablement 762 SSO / SAML 759 OAuth 755 Splunk 728 Routing & switching 718 GraphQL 713 ServiceNow 711 SOC 2 710 VPN 690 MongoDB 688 Vector databases 688 Datadog 683 ITIL 661 SQL Server 654 BigQuery 652 JUnit 647 Cisco 638 Helm 636 CUDA 628 SIEM 626 .NET 624 VMware 624 SEO 624 Microsoft 365 617 HIPAA 610 CCNA / CCNP 603 Technical writing 601 Serverless 593 gRPC 592 Threat modeling 591 CloudFormation 577 Microsoft Project 577 Ruby 573 Next.js 561 LangChain 561 MATLAB 555 Budget management 547 Product analytics 541 Adobe Creative Cloud 540 dbt 536 FedRAMP 532 Marketing automation 532 Content strategy 527 Email marketing 524 SAFe 521 SharePoint 520 Jetpack Compose 516 Penetration testing 512 ISO 27001 496 GIAC certifications 488 pandas 481 scikit-learn 478 Argo CD 470 CMS 470 macOS 447 EDR 441 Windows Server 438 Looker 432 HubSpot 423 Six Sigma 421 Vue.js 420 DynamoDB 419 ELK Stack 411 Typography 408 FastAPI 399 OpenTelemetry 398 Event marketing 396 Chef / Puppet 382 FPGA 373 Hadoop 372 Photoshop 372 Google Analytics 368 Okta 368 React Native 365 Video editing 364 Load testing 363 OpenShift 343 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 331 Django 329 SAST / DAST 328 Intune / SCCM 318 Redshift 317 Flink 312 CISM 301 Kanban 296 Blockchain 295 Wireframing 292 OWASP 291 Hugging Face 287 SD-WAN 285 GRC 285 Motion graphics 280 RabbitMQ 271 Swift 270 Selenium 267 Perl 262 Ruby on Rails 261 Juniper 261 ClickHouse 256 Playwright 254 Power Platform 253 Smartsheet 245 OKRs 245 Content marketing 239 WebSockets 237 Unreal Engine 232 Cassandra 230 Pulumi 223 Google Ads 223 Flask 221 Wireshark 219 PPC 215 After Effects 210 Information architecture 206 PCI DSS 205 Canva 202 SageMaker 201 Copywriting 199 Redux 195 SOAR 191 Asana 189 Premiere Pro 188 Marketo 187 Vertex AI 185 Tailwind CSS 177 InDesign 174 Notion 172 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 158 Kinesis 157 Jamf 154 Salesforce Marketing Cloud 154 Postman 151 Workday 147 PHP 146 Influencer marketing 146 pytest 145 Jest 141 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 jQuery 121 Conversion rate optimization 121 Amplitude 120 New Relic 120 Cucumber 113 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 Neo4j 102 XGBoost 102 SwiftUI 101 CapCut 100 SAS 98 Braze 97 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 72 Firebase 71 Vite 70 Webflow 69 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 66 Mixpanel 65 Adobe Analytics 65 Webpack 61 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 55 Citrix 54 DaVinci Resolve 54 Miro 53 Storybook 52 Elixir 51 Klaviyo 51 Objective-C 48 UIKit 48 Maya 46 Appium 45 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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