States
Alabama 435 Alaska 37 Arizona 631 Arkansas 379 California 15,048 Colorado 1,526 Connecticut 351 Delaware 122 District of Columbia 1,288 Florida 1,285 Georgia 1,055 Hawaii 123 Idaho 183 Illinois 1,828 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 79 Maryland 1,618 Massachusetts 2,277 Michigan 690 Minnesota 399 Mississippi 90 Missouri 501 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 799 New Mexico 147 New York 6,558 North Carolina 1,201 North Dakota 76 Ohio 667 Oklahoma 192 Oregon 349 Pennsylvania 884 Rhode Island 92 South Carolina 190 South Dakota 57 Tennessee 269 Texas 3,591 Utah 459 Vermont 74 Virginia 3,624 Washington 2,715 West Virginia 72 Wisconsin 339 Wyoming 60
Cities
San Francisco Bay Area, CA 10,215 New York, NY 5,488 Washington, DC 3,537 Seattle, WA 2,100 Los Angeles, CA 2,004 Boston, MA 1,370 Austin, TX 1,173 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,028 Denver, CO 777 Atlanta, GA 685 Raleigh–Durham, NC 489 San Diego, CA 430 Charlotte, NC 360 Phoenix, AZ 355 Houston, TX 259 Pittsburgh, PA 223 Miami, FL 211 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,197 Product Manager 3,281 Engineering Manager 2,096 Project Manager 1,935 Program Manager 1,885 Data Scientist 1,543 Machine Learning Engineer 1,489 Security Engineer 1,427 Marketing Manager 1,350 Full Stack Developer 1,190 AI Engineer 1,054 DevOps Engineer 1,029 Data Engineer 890 Cybersecurity Analyst 831 IT Support Specialist 831 Backend Developer 808 Systems Administrator 742 Site Reliability Engineer 711 Graphic Designer 690 Data Analyst 672 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 574 Business Analyst 553 Product Designer 522 QA Engineer 504 Content Writer 490 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 298 UX Designer 247 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 198 Community Manager 177 Marketing Analyst 175 Digital Marketing Specialist 175 Video Editor 90 Brand Manager 90 Creative Director 80 SEO Specialist 77 Content Creator 75 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,612 Machine learning 9,099 Product roadmapping 8,547 AWS 8,198 CI/CD 7,419 SQL 6,097 Kubernetes 6,006 LLMs 5,600 AI agents 5,201 C++ 5,075 Linux 5,022 Java 4,918 Azure 4,859 Distributed systems 4,687 Agile 4,632 Docker 4,202 Google Cloud 4,060 Git 3,980 TypeScript 3,821 Go 3,801 React 3,530 Terraform 3,281 JavaScript 3,192 Go-to-market 2,839 REST APIs 2,679 Jira 2,641 Test automation 2,576 PostgreSQL 2,463 C 2,460 Generative AI 2,425 Product strategy 2,397 Microservices 2,370 Incident response 2,368 Positioning & messaging 2,172 Bash 2,165 Excel 2,044 Embedded systems 1,894 GitHub 1,856 Node.js 1,820 Stakeholder management 1,776 Rust 1,714 Kafka 1,694 PyTorch 1,691 CRM 1,619 Product marketing 1,617 IAM 1,577 C# 1,571 Spark 1,567 CompTIA certifications 1,566 Scrum 1,561 Computer vision 1,546 Cryptography 1,502 Firmware 1,483 GitLab 1,467 Ansible 1,456 Market research 1,455 Data modeling 1,432 Android 1,431 Deep learning 1,361 Jenkins 1,326 PRDs 1,323 RAG 1,316 iOS 1,312 Data warehousing 1,294 Design systems 1,262 PMP 1,261 NoSQL 1,242 Confluence 1,235 ETL 1,222 OpenAI API 1,197 NIST 1,184 Vulnerability management 1,168 Google Workspace 1,167 Firewalls 1,162 Salesforce 1,154 HTML 1,135 Competitive analysis 1,080 Databricks 1,076 Grafana 1,074 TCP/IP 1,069 Snowflake 1,065 CSS 1,061 Tableau 1,045 Kotlin 1,010 DNS / DHCP 1,004 PowerShell 986 Power BI 980 Angular 979 Prototyping 960 CISSP 955 Figma 955 MLOps 949 TensorFlow 931 Scala 916 User stories 900 Prometheus 888 GitHub Actions 871 SAP 866 Brand marketing 864 A/B testing 862 Web accessibility (WCAG) 860 R 848 NLP 840 Active Directory 839 Prompt engineering 831 Spring Boot 817 Airflow 809 User research 797 Zero Trust 796 Redis 785 Pricing strategy 783 MySQL 779 Demand generation 778 Elasticsearch 770 Sales enablement 769 Oracle 768 RTOS 762 Reinforcement learning 752 Unix 750 GraphQL 724 SSO / SAML 723 OAuth 712 Routing & switching 712 SOC 2 702 Vector databases 700 MongoDB 692 Splunk 690 VPN 687 ServiceNow 681 Datadog 665 SQL Server 659 Cisco 655 ITIL 648 SIEM 631 .NET 629 SEO 629 CUDA 623 Microsoft 365 621 Helm 620 JUnit 616 BigQuery 613 VMware 607 CCNA / CCNP 606 Serverless 593 Technical writing 590 HIPAA 589 Threat modeling 587 Microsoft Project 581 gRPC 580 CloudFormation 578 Next.js 573 Ruby 569 LangChain 557 MATLAB 544 FedRAMP 543 dbt 539 SAFe 535 Budget management 534 Product analytics 531 Marketing automation 530 Content strategy 528 Email marketing 518 Adobe Creative Cloud 517 Jetpack Compose 516 Penetration testing 508 SharePoint 502 GIAC certifications 485 ISO 27001 483 CMS 482 scikit-learn 477 pandas 471 Argo CD 461 macOS 449 EDR 446 Looker 435 Windows Server 434 HubSpot 421 Vue.js 416 DynamoDB 409 ELK Stack 408 Event marketing 406 FastAPI 399 Typography 396 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 388 FPGA 375 Google Analytics 369 Photoshop 360 Hadoop 351 Load testing 349 React Native 345 Okta 341 SAST / DAST 341 OpenShift 338 Paid social 338 Video editing 333 Django 332 NumPy 329 Account-based marketing 329 Illustrator 323 Service mesh 322 Redshift 313 Flink 302 Blockchain 302 Intune / SCCM 301 CISM 295 OWASP 291 SD-WAN 286 Kanban 284 Hugging Face 283 Wireframing 277 RabbitMQ 275 GRC 271 Juniper 268 Motion graphics 268 Swift 262 Perl 261 OKRs 261 Selenium 256 Playwright 255 Ruby on Rails 252 ClickHouse 251 Smartsheet 244 Content marketing 238 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 223 Flask 222 Google Ads 220 PPC 218 Pulumi 215 Cassandra 213 SageMaker 205 Information architecture 199 Copywriting 199 PCI DSS 198 After Effects 197 Canva 195 SOAR 194 Asana 194 Redux 193 Marketo 192 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 Premiere Pro 167 NetSuite 167 Cloudflare 164 Presto / Trino 161 Salesforce Marketing Cloud 154 PHP 152 OSCP 152 Kinesis 151 Jamf 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 140 Postman 138 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 124 WordPress 121 Conversion rate optimization 119 Amplitude 118 New Relic 118 jQuery 112 monday.com 107 Cucumber 106 Verilog / VHDL 106 Neo4j 103 Jupyter 100 Meta Ads 100 SwiftUI 98 XGBoost 97 CapCut 95 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Sketch 81 Keras 80 HashiCorp Vault 78 Blender 77 Vite 75 Informatica 75 PCB design 75 Airtable 75 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Adobe Analytics 65 Flutter 63 Webflow 63 Three.js 62 Firebase 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 55 Citrix 54 Elixir 53 Storybook 52 Qlik 52 Miro 48 Klaviyo 48 Maya 47 Objective-C 46 DaVinci Resolve 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 26 Retool 26 Framer 22 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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