States
Alabama 437 Alaska 36 Arizona 656 Arkansas 430 California 15,585 Colorado 1,549 Connecticut 341 Delaware 132 District of Columbia 1,321 Florida 1,302 Georgia 1,107 Hawaii 133 Idaho 178 Illinois 1,862 Indiana 301 Iowa 271 Kansas 112 Kentucky 163 Louisiana 105 Maine 83 Maryland 1,663 Massachusetts 2,282 Michigan 691 Minnesota 407 Mississippi 91 Missouri 493 Montana 51 Nebraska 185 Nevada 197 New Hampshire 110 New Jersey 816 New Mexico 159 New York 6,754 North Carolina 1,196 North Dakota 66 Ohio 693 Oklahoma 183 Oregon 360 Pennsylvania 892 Rhode Island 87 South Carolina 198 South Dakota 56 Tennessee 283 Texas 3,725 Utah 467 Vermont 67 Virginia 3,721 Washington 2,780 West Virginia 69 Wisconsin 330 Wyoming 55
Cities
San Francisco Bay Area, CA 10,584 New York, NY 5,670 Washington, DC 3,651 Seattle, WA 2,157 Los Angeles, CA 2,085 Boston, MA 1,345 Austin, TX 1,218 Chicago, IL 1,173 Dallas–Fort Worth, TX 1,093 Denver, CO 794 Atlanta, GA 720 Raleigh–Durham, NC 483 San Diego, CA 427 Phoenix, AZ 379 Charlotte, NC 360 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 108 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,296 Product Manager 3,367 Engineering Manager 2,128 Program Manager 1,959 Project Manager 1,954 Data Scientist 1,553 Machine Learning Engineer 1,514 Security Engineer 1,465 Marketing Manager 1,388 Full Stack Developer 1,199 AI Engineer 1,083 DevOps Engineer 1,079 Data Engineer 898 Cybersecurity Analyst 875 IT Support Specialist 864 Backend Developer 785 Systems Administrator 771 Site Reliability Engineer 733 Graphic Designer 709 Data Analyst 647 Product Marketing Manager 633 Mobile Developer 599 Network Engineer 574 Business Analyst 560 Product Designer 537 Content Writer 528 QA Engineer 497 Growth Marketing Manager 344 Frontend Developer 333 Cloud Engineer 307 UX Designer 244 PPC Specialist 220 Email Marketing Specialist 206 Social Media Manager 198 Digital Marketing Specialist 183 Marketing Analyst 175 Community Manager 174 Video Editor 106 Creative Director 96 Brand Manager 92 SEO Specialist 82 Content Creator 79 Scrum Master 74 BI Developer 65 Influencer Marketing Manager 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 14,937 Machine learning 9,099 Product roadmapping 8,680 AWS 8,229 CI/CD 7,671 SQL 6,234 Kubernetes 6,158 LLMs 5,773 AI agents 5,416 C++ 5,167 Linux 5,152 Java 5,079 Azure 4,915 Distributed systems 4,794 Agile 4,677 Docker 4,295 Google Cloud 4,109 Git 4,088 TypeScript 3,895 Go 3,892 React 3,575 Terraform 3,348 JavaScript 3,318 Go-to-market 2,937 REST APIs 2,772 Jira 2,718 Test automation 2,659 C 2,467 PostgreSQL 2,461 Generative AI 2,455 Incident response 2,441 Product strategy 2,431 Microservices 2,412 Bash 2,294 Positioning & messaging 2,211 Excel 2,072 GitHub 1,917 Embedded systems 1,878 Node.js 1,856 Rust 1,771 Stakeholder management 1,744 PyTorch 1,728 Kafka 1,723 IAM 1,653 CRM 1,652 Product marketing 1,637 CompTIA certifications 1,634 C# 1,609 Scrum 1,588 Computer vision 1,574 Spark 1,569 Ansible 1,546 Cryptography 1,541 Firmware 1,517 GitLab 1,512 Android 1,469 Market research 1,461 Jenkins 1,417 Data modeling 1,410 Deep learning 1,378 PRDs 1,374 RAG 1,353 iOS 1,349 Data warehousing 1,313 PMP 1,311 Confluence 1,291 Design systems 1,274 NoSQL 1,268 OpenAI API 1,248 ETL 1,221 NIST 1,219 Vulnerability management 1,199 Firewalls 1,189 Salesforce 1,175 Google Workspace 1,158 Grafana 1,142 HTML 1,136 Competitive analysis 1,096 TCP/IP 1,091 Snowflake 1,084 Databricks 1,076 DNS / DHCP 1,066 Tableau 1,062 CSS 1,058 Kotlin 1,046 PowerShell 1,025 Angular 994 Power BI 993 User stories 985 CISSP 981 Prototyping 976 Figma 963 Scala 957 Prometheus 952 MLOps 920 TensorFlow 918 Brand marketing 901 GitHub Actions 899 SAP 892 A/B testing 873 Active Directory 867 Pricing strategy 839 Prompt engineering 834 Spring Boot 830 MySQL 828 R 824 NLP 821 Web accessibility (WCAG) 815 Zero Trust 812 Airflow 802 Oracle 799 Elasticsearch 790 Redis 786 Reinforcement learning 782 OAuth 779 Unix 777 Sales enablement 776 User research 774 Demand generation 772 RTOS 763 SSO / SAML 758 Splunk 751 Routing & switching 738 SOC 2 721 ServiceNow 719 VPN 708 GraphQL 704 MongoDB 700 Datadog 695 Vector databases 684 SQL Server 674 Cisco 665 ITIL 651 JUnit 651 BigQuery 650 CUDA 647 Helm 644 .NET 643 SIEM 638 Microsoft 365 633 VMware 631 SEO 629 Technical writing 619 CCNA / CCNP 616 Threat modeling 615 HIPAA 611 Serverless 596 gRPC 590 CloudFormation 584 Ruby 582 Microsoft Project 579 LangChain 566 Next.js 559 Budget management 557 Adobe Creative Cloud 555 Marketing automation 551 MATLAB 546 FedRAMP 546 SAFe 541 Product analytics 538 dbt 528 SharePoint 528 Content strategy 527 Penetration testing 521 Jetpack Compose 520 Email marketing 514 ISO 27001 502 GIAC certifications 491 Argo CD 486 CMS 472 pandas 469 scikit-learn 455 macOS 452 EDR 450 Windows Server 447 HubSpot 434 Six Sigma 433 OpenTelemetry 425 Vue.js 424 ELK Stack 419 Typography 417 DynamoDB 411 Looker 411 FastAPI 404 Chef / Puppet 398 Event marketing 392 Photoshop 375 Google Analytics 373 Okta 373 Video editing 371 FPGA 371 Hadoop 368 Load testing 368 React Native 361 OpenShift 340 SAST / DAST 339 Paid social 339 Illustrator 336 Account-based marketing 336 NumPy 328 Flink 326 Service mesh 324 Django 320 Intune / SCCM 319 Redshift 316 CISM 308 OWASP 303 SD-WAN 299 Kanban 296 Blockchain 296 GRC 293 Motion graphics 285 Hugging Face 282 Wireframing 279 RabbitMQ 277 Swift 273 Ruby on Rails 266 Selenium 265 Juniper 264 ClickHouse 262 Perl 258 OKRs 258 Playwright 256 Power Platform 251 Smartsheet 250 Content marketing 242 WebSockets 241 Cassandra 232 Pulumi 228 Google Ads 228 Unreal Engine 226 Wireshark 224 PPC 222 After Effects 209 Flask 208 PCI DSS 208 Information architecture 208 Canva 206 SOAR 205 Copywriting 205 SageMaker 196 Marketo 194 Premiere Pro 193 Redux 191 Asana 189 Vertex AI 180 InDesign 177 Presto / Trino 174 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 164 Cloudflare 161 Hive 160 Jamf 157 Salesforce Marketing Cloud 155 Kinesis 153 Postman 149 Workday 147 pytest 146 Influencer marketing 146 Zapier 144 PHP 142 OSCP 140 Jest 140 Zendesk 132 monday.com 132 Shopify 131 SEM 129 WordPress 127 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 116 Cucumber 113 Verilog / VHDL 107 Jupyter 105 Meta Ads 105 SwiftUI 103 Neo4j 103 Unity 101 CapCut 100 Braze 99 SAS 96 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Programmatic advertising 87 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 VBA 82 Informatica 80 Social media tools 80 Keras 78 Blender 78 Sketch 76 PCB design 76 Firebase 72 Looker Studio 72 Vite 71 D3.js 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 69 Mixpanel 68 Adobe Analytics 67 Airtable 67 Three.js 66 Webflow 66 Webpack 62 Google Tag Manager 59 Iterable 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 52 Klaviyo 51 Objective-C 50 Miro 50 Elixir 48 UIKit 48 Storybook 47 Lua 44 Cinema 4D 44 Maya 44 Appium 43 Sass 40 Markdown 37 Haskell 33 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 29 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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