States
Alabama 445 Alaska 44 Arizona 632 Arkansas 436 California 15,365 Colorado 1,521 Connecticut 342 Delaware 131 District of Columbia 1,306 Florida 1,286 Georgia 1,076 Hawaii 135 Idaho 178 Illinois 1,843 Indiana 309 Iowa 278 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,633 Massachusetts 2,278 Michigan 698 Minnesota 403 Mississippi 97 Missouri 470 Montana 50 Nebraska 185 Nevada 200 New Hampshire 109 New Jersey 803 New Mexico 161 New York 6,700 North Carolina 1,189 North Dakota 75 Ohio 691 Oklahoma 192 Oregon 345 Pennsylvania 893 Rhode Island 93 South Carolina 204 South Dakota 62 Tennessee 288 Texas 3,621 Utah 460 Vermont 73 Virginia 3,677 Washington 2,757 West Virginia 78 Wisconsin 335 Wyoming 62
Cities
San Francisco Bay Area, CA 10,443 New York, NY 5,621 Washington, DC 3,596 Seattle, WA 2,134 Los Angeles, CA 2,071 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,040 Denver, CO 790 Atlanta, GA 690 Raleigh–Durham, NC 487 San Diego, CA 429 Phoenix, AZ 354 Charlotte, NC 336 Houston, TX 254 Pittsburgh, PA 228 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 161 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 65 Portland, OR 28
Role
Software Engineer 11,241 Product Manager 3,283 Engineering Manager 2,096 Project Manager 1,920 Program Manager 1,905 Data Scientist 1,565 Machine Learning Engineer 1,505 Security Engineer 1,435 Marketing Manager 1,345 Full Stack Developer 1,206 AI Engineer 1,069 DevOps Engineer 1,058 Data Engineer 900 IT Support Specialist 851 Cybersecurity Analyst 844 Backend Developer 796 Systems Administrator 773 Site Reliability Engineer 725 Graphic Designer 691 Data Analyst 648 Product Marketing Manager 611 Mobile Developer 593 Network Engineer 565 Business Analyst 549 Product Designer 526 Content Writer 514 QA Engineer 500 Growth Marketing Manager 348 Frontend Developer 332 Cloud Engineer 301 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 209 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 172 Video Editor 103 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 62 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 14,845 Machine learning 9,047 Product roadmapping 8,533 AWS 8,230 CI/CD 7,583 SQL 6,203 Kubernetes 6,114 LLMs 5,727 AI agents 5,329 C++ 5,131 Linux 5,071 Java 5,014 Azure 4,863 Distributed systems 4,729 Agile 4,586 Docker 4,265 Google Cloud 4,089 Git 4,061 TypeScript 3,902 Go 3,834 React 3,577 Terraform 3,327 JavaScript 3,303 Go-to-market 2,833 REST APIs 2,760 Jira 2,676 Test automation 2,627 PostgreSQL 2,470 C 2,446 Generative AI 2,443 Microservices 2,390 Product strategy 2,386 Incident response 2,385 Bash 2,235 Positioning & messaging 2,151 Excel 2,042 GitHub 1,889 Embedded systems 1,857 Node.js 1,843 Rust 1,755 PyTorch 1,711 Stakeholder management 1,710 Kafka 1,708 IAM 1,624 CompTIA certifications 1,620 CRM 1,617 Product marketing 1,608 C# 1,597 Scrum 1,577 Spark 1,568 Computer vision 1,553 Cryptography 1,509 Ansible 1,496 GitLab 1,475 Firmware 1,475 Android 1,463 Market research 1,432 Data modeling 1,419 Jenkins 1,400 Deep learning 1,372 PRDs 1,356 iOS 1,335 RAG 1,323 Data warehousing 1,311 Design systems 1,281 Confluence 1,267 PMP 1,263 NoSQL 1,237 OpenAI API 1,224 ETL 1,223 NIST 1,183 Vulnerability management 1,172 Google Workspace 1,165 Firewalls 1,163 Salesforce 1,154 HTML 1,144 Grafana 1,121 Competitive analysis 1,081 CSS 1,079 Snowflake 1,072 TCP/IP 1,065 Databricks 1,059 Tableau 1,059 DNS / DHCP 1,036 Kotlin 1,034 PowerShell 1,000 Power BI 986 Angular 978 Prototyping 969 CISSP 961 Figma 960 User stories 952 MLOps 937 Prometheus 931 Scala 927 TensorFlow 926 GitHub Actions 897 SAP 888 Brand marketing 883 A/B testing 865 Spring Boot 850 Active Directory 850 R 841 MySQL 828 NLP 827 Prompt engineering 827 Web accessibility (WCAG) 823 Airflow 811 Pricing strategy 811 Zero Trust 809 Redis 794 Elasticsearch 785 Oracle 782 User research 779 Demand generation 776 Unix 771 Reinforcement learning 769 RTOS 760 SSO / SAML 758 Sales enablement 756 OAuth 754 Splunk 730 Routing & switching 717 GraphQL 710 ServiceNow 710 SOC 2 710 VPN 689 MongoDB 688 Vector databases 685 Datadog 685 ITIL 660 SQL Server 654 JUnit 649 BigQuery 648 Cisco 637 Helm 636 CUDA 630 SIEM 628 SEO 624 VMware 622 .NET 620 Microsoft 365 616 HIPAA 609 CCNA / CCNP 602 Technical writing 599 gRPC 593 Serverless 592 Threat modeling 591 CloudFormation 578 Microsoft Project 576 Ruby 571 Next.js 563 LangChain 560 MATLAB 552 Budget management 544 Product analytics 542 Adobe Creative Cloud 537 dbt 536 Marketing automation 533 FedRAMP 532 Content strategy 526 Email marketing 524 SAFe 519 SharePoint 519 Jetpack Compose 517 Penetration testing 512 ISO 27001 495 GIAC certifications 487 pandas 482 scikit-learn 477 Argo CD 471 CMS 468 macOS 448 EDR 443 Windows Server 437 Looker 432 HubSpot 423 Six Sigma 421 DynamoDB 419 Vue.js 418 ELK Stack 410 Typography 407 FastAPI 400 OpenTelemetry 398 Event marketing 396 Chef / Puppet 381 FPGA 373 Hadoop 371 Photoshop 371 Google Analytics 368 Okta 367 React Native 366 Load testing 365 Video editing 364 OpenShift 342 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 330 Django 329 SAST / DAST 329 Redshift 317 Intune / SCCM 317 Flink 310 CISM 301 Kanban 295 Blockchain 293 Wireframing 292 OWASP 290 Hugging Face 286 GRC 285 SD-WAN 284 Motion graphics 279 RabbitMQ 271 Swift 270 Selenium 268 Ruby on Rails 261 Juniper 261 Perl 260 ClickHouse 256 Playwright 253 Power Platform 253 Smartsheet 245 OKRs 245 Content marketing 241 WebSockets 237 Cassandra 231 Unreal Engine 231 Pulumi 223 Google Ads 223 Flask 220 Wireshark 218 PPC 215 After Effects 210 PCI DSS 205 Information architecture 205 Canva 202 SageMaker 200 Copywriting 199 Redux 195 SOAR 191 Premiere Pro 189 Asana 189 Marketo 187 Vertex AI 185 Tailwind CSS 177 InDesign 174 Notion 174 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 159 Kinesis 157 Jamf 155 Salesforce Marketing Cloud 155 Postman 152 Workday 147 pytest 146 Influencer marketing 146 PHP 144 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 112 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 SwiftUI 102 Neo4j 102 XGBoost 102 CapCut 100 SAS 98 Braze 98 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 Blender 79 Informatica 77 Keras 77 Airtable 77 D3.js 73 Looker Studio 73 PCB design 72 Vite 71 Firebase 71 Final Cut Pro 70 Three.js 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 67 Mixpanel 65 Adobe Analytics 65 Webpack 61 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 54 Storybook 52 Elixir 51 Miro 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 44 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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