States
Alabama 437 Alaska 36 Arizona 654 Arkansas 425 California 15,572 Colorado 1,545 Connecticut 341 Delaware 132 District of Columbia 1,319 Florida 1,303 Georgia 1,104 Hawaii 132 Idaho 178 Illinois 1,862 Indiana 300 Iowa 271 Kansas 112 Kentucky 163 Louisiana 105 Maine 83 Maryland 1,661 Massachusetts 2,280 Michigan 691 Minnesota 406 Mississippi 91 Missouri 493 Montana 51 Nebraska 185 Nevada 197 New Hampshire 110 New Jersey 816 New Mexico 159 New York 6,760 North Carolina 1,191 North Dakota 66 Ohio 693 Oklahoma 183 Oregon 360 Pennsylvania 893 Rhode Island 87 South Carolina 198 South Dakota 56 Tennessee 283 Texas 3,724 Utah 467 Vermont 67 Virginia 3,717 Washington 2,775 West Virginia 69 Wisconsin 330 Wyoming 55
Cities
San Francisco Bay Area, CA 10,577 New York, NY 5,673 Washington, DC 3,648 Seattle, WA 2,151 Los Angeles, CA 2,082 Boston, MA 1,345 Austin, TX 1,217 Chicago, IL 1,173 Dallas–Fort Worth, TX 1,092 Denver, CO 792 Atlanta, GA 717 Raleigh–Durham, NC 480 San Diego, CA 427 Phoenix, AZ 379 Charlotte, NC 358 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 217 Salt Lake City, UT 168 Philadelphia, PA 166 Detroit, MI 142 Minneapolis, MN 133 Baltimore, MD 108 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,293 Product Manager 3,365 Engineering Manager 2,127 Program Manager 1,957 Project Manager 1,956 Data Scientist 1,553 Machine Learning Engineer 1,514 Security Engineer 1,462 Marketing Manager 1,388 Full Stack Developer 1,199 AI Engineer 1,083 DevOps Engineer 1,077 Data Engineer 899 Cybersecurity Analyst 873 IT Support Specialist 862 Backend Developer 786 Systems Administrator 773 Site Reliability Engineer 732 Graphic Designer 707 Data Analyst 648 Product Marketing Manager 631 Mobile Developer 599 Network Engineer 569 Business Analyst 559 Product Designer 537 Content Writer 527 QA Engineer 499 Growth Marketing Manager 345 Frontend Developer 335 Cloud Engineer 305 UX Designer 243 PPC Specialist 220 Email Marketing Specialist 206 Social Media Manager 198 Digital Marketing Specialist 183 Marketing Analyst 175 Community Manager 173 Video Editor 106 Creative Director 96 Brand Manager 91 SEO Specialist 81 Content Creator 79 Scrum Master 75 BI Developer 65 Influencer Marketing Manager 64 Art Director 53 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 27 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,942 Machine learning 9,092 Product roadmapping 8,664 AWS 8,239 CI/CD 7,664 SQL 6,241 Kubernetes 6,148 LLMs 5,772 AI agents 5,413 C++ 5,166 Linux 5,149 Java 5,071 Azure 4,911 Distributed systems 4,788 Agile 4,677 Docker 4,290 Google Cloud 4,110 Git 4,088 TypeScript 3,894 Go 3,886 React 3,575 Terraform 3,347 JavaScript 3,316 Go-to-market 2,935 REST APIs 2,772 Jira 2,719 Test automation 2,661 C 2,470 PostgreSQL 2,459 Generative AI 2,455 Incident response 2,441 Product strategy 2,425 Microservices 2,405 Bash 2,295 Positioning & messaging 2,208 Excel 2,074 GitHub 1,917 Embedded systems 1,881 Node.js 1,858 Rust 1,767 Stakeholder management 1,743 PyTorch 1,728 Kafka 1,721 IAM 1,657 CRM 1,651 Product marketing 1,634 CompTIA certifications 1,631 C# 1,605 Scrum 1,589 Computer vision 1,572 Spark 1,567 Ansible 1,547 Cryptography 1,539 Firmware 1,513 GitLab 1,511 Android 1,467 Market research 1,460 Jenkins 1,418 Data modeling 1,414 Deep learning 1,377 PRDs 1,372 RAG 1,351 iOS 1,346 Data warehousing 1,316 PMP 1,313 Confluence 1,291 Design systems 1,276 NoSQL 1,266 OpenAI API 1,244 ETL 1,220 NIST 1,216 Vulnerability management 1,197 Firewalls 1,188 Salesforce 1,175 Google Workspace 1,161 Grafana 1,142 HTML 1,137 Competitive analysis 1,096 Snowflake 1,088 TCP/IP 1,087 Databricks 1,079 Tableau 1,063 DNS / DHCP 1,062 CSS 1,060 Kotlin 1,046 PowerShell 1,025 Angular 995 Power BI 994 User stories 984 CISSP 980 Prototyping 977 Figma 966 Scala 957 Prometheus 952 TensorFlow 920 MLOps 919 GitHub Actions 899 Brand marketing 899 SAP 893 A/B testing 872 Active Directory 866 Pricing strategy 837 Prompt engineering 832 Spring Boot 831 MySQL 828 R 825 NLP 821 Zero Trust 814 Web accessibility (WCAG) 812 Airflow 805 Oracle 799 Elasticsearch 789 Redis 788 Reinforcement learning 783 OAuth 779 Unix 777 Sales enablement 775 User research 774 Demand generation 773 RTOS 763 SSO / SAML 762 Splunk 752 Routing & switching 735 SOC 2 725 ServiceNow 717 VPN 707 GraphQL 706 MongoDB 699 Datadog 695 Vector databases 683 SQL Server 673 Cisco 662 JUnit 652 BigQuery 651 ITIL 651 Helm 644 .NET 643 CUDA 641 SIEM 640 Microsoft 365 632 VMware 631 SEO 627 Technical writing 618 Threat modeling 615 CCNA / CCNP 614 HIPAA 614 Serverless 596 gRPC 589 CloudFormation 584 Ruby 583 Microsoft Project 580 LangChain 565 Next.js 559 Budget management 557 Adobe Creative Cloud 554 Marketing automation 551 MATLAB 547 FedRAMP 544 SAFe 542 Product analytics 539 dbt 532 Content strategy 526 SharePoint 526 Penetration testing 521 Jetpack Compose 520 Email marketing 513 ISO 27001 506 GIAC certifications 489 Argo CD 484 CMS 471 pandas 469 scikit-learn 455 macOS 453 EDR 453 Windows Server 447 HubSpot 434 Six Sigma 433 Vue.js 425 OpenTelemetry 424 ELK Stack 419 Typography 416 Looker 414 DynamoDB 412 FastAPI 404 Chef / Puppet 397 Event marketing 392 Photoshop 374 Okta 373 Google Analytics 372 Video editing 372 FPGA 370 Hadoop 368 Load testing 368 React Native 359 OpenShift 339 Paid social 339 SAST / DAST 336 Account-based marketing 336 Illustrator 335 NumPy 328 Flink 325 Service mesh 323 Django 321 Intune / SCCM 320 Redshift 319 CISM 308 OWASP 302 SD-WAN 298 Kanban 296 GRC 294 Blockchain 294 Motion graphics 286 Hugging Face 281 Wireframing 279 RabbitMQ 277 Swift 273 Ruby on Rails 267 Selenium 266 Juniper 263 ClickHouse 260 Perl 257 OKRs 257 Playwright 256 Power Platform 249 Smartsheet 247 Content marketing 241 WebSockets 240 Cassandra 232 Google Ads 228 Pulumi 227 Wireshark 224 Unreal Engine 224 PPC 221 Flask 209 PCI DSS 209 After Effects 209 Information architecture 207 SOAR 205 Canva 205 Copywriting 205 SageMaker 196 Marketo 194 Premiere Pro 193 Redux 192 Asana 188 Vertex AI 180 InDesign 176 Presto / Trino 174 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 165 Cloudflare 161 Hive 160 Jamf 159 Salesforce Marketing Cloud 155 Kinesis 153 Postman 149 Workday 147 pytest 146 Influencer marketing 146 Zapier 144 PHP 141 Jest 141 OSCP 139 Zendesk 132 monday.com 132 Shopify 132 SEM 129 WordPress 127 Amplitude 120 New Relic 119 Conversion rate optimization 119 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 WebGL 92 NestJS 92 SEO tools 89 Fivetran 87 Programmatic advertising 87 HashiCorp Vault 85 Nginx 84 Google Search Console 84 VBA 82 Social media tools 80 Informatica 79 Keras 78 Blender 78 Sketch 77 PCB design 76 Vite 72 D3.js 72 Looker Studio 72 Firebase 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 68 Mixpanel 68 Three.js 67 Webflow 67 Airtable 67 Adobe Analytics 66 Webpack 63 Google Tag Manager 59 Iterable 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 52 Klaviyo 51 Objective-C 50 Miro 50 UIKit 48 Elixir 47 Storybook 47 Cinema 4D 44 Maya 44 Appium 43 Lua 42 Sass 40 Markdown 37 Haskell 32 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 8 ZBrush 8 Stata 3
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