States
Alabama 447 Alaska 43 Arizona 637 Arkansas 439 California 15,499 Colorado 1,552 Connecticut 341 Delaware 134 District of Columbia 1,321 Florida 1,283 Georgia 1,075 Hawaii 136 Idaho 184 Illinois 1,849 Indiana 307 Iowa 276 Kansas 117 Kentucky 164 Louisiana 111 Maine 83 Maryland 1,657 Massachusetts 2,276 Michigan 690 Minnesota 409 Mississippi 96 Missouri 487 Montana 49 Nebraska 183 Nevada 200 New Hampshire 112 New Jersey 809 New Mexico 163 New York 6,737 North Carolina 1,182 North Dakota 72 Ohio 694 Oklahoma 185 Oregon 358 Pennsylvania 885 Rhode Island 93 South Carolina 201 South Dakota 61 Tennessee 286 Texas 3,674 Utah 469 Vermont 72 Virginia 3,683 Washington 2,773 West Virginia 76 Wisconsin 332 Wyoming 61
Cities
San Francisco Bay Area, CA 10,517 New York, NY 5,651 Washington, DC 3,616 Seattle, WA 2,154 Los Angeles, CA 2,070 Boston, MA 1,344 Austin, TX 1,196 Chicago, IL 1,163 Dallas–Fort Worth, TX 1,067 Denver, CO 797 Atlanta, GA 700 Raleigh–Durham, NC 473 San Diego, CA 429 Phoenix, AZ 359 Charlotte, NC 344 Houston, TX 250 Pittsburgh, PA 229 Miami, FL 216 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 130 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,271 Product Manager 3,320 Engineering Manager 2,112 Program Manager 1,943 Project Manager 1,939 Data Scientist 1,559 Machine Learning Engineer 1,509 Security Engineer 1,443 Marketing Manager 1,369 Full Stack Developer 1,208 AI Engineer 1,076 DevOps Engineer 1,073 Data Engineer 892 IT Support Specialist 863 Cybersecurity Analyst 854 Backend Developer 787 Systems Administrator 769 Site Reliability Engineer 724 Graphic Designer 705 Data Analyst 653 Product Marketing Manager 632 Mobile Developer 597 Network Engineer 568 Business Analyst 548 Product Designer 540 Content Writer 517 QA Engineer 502 Growth Marketing Manager 342 Frontend Developer 339 Cloud Engineer 307 UX Designer 241 PPC Specialist 222 Email Marketing Specialist 210 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 169 Video Editor 106 Creative Director 92 Brand Manager 91 SEO Specialist 80 Content Creator 79 Scrum Master 73 Influencer Marketing Manager 67 BI Developer 63 Art Director 50 Web Developer 49 Copywriter 46 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,900 Machine learning 9,072 Product roadmapping 8,618 AWS 8,228 CI/CD 7,630 SQL 6,227 Kubernetes 6,131 LLMs 5,751 AI agents 5,396 C++ 5,149 Linux 5,096 Java 5,072 Azure 4,869 Distributed systems 4,771 Agile 4,621 Docker 4,294 Google Cloud 4,090 Git 4,085 TypeScript 3,887 Go 3,886 React 3,589 Terraform 3,342 JavaScript 3,311 Go-to-market 2,901 REST APIs 2,765 Jira 2,693 Test automation 2,650 PostgreSQL 2,476 C 2,463 Generative AI 2,453 Incident response 2,409 Product strategy 2,404 Microservices 2,402 Bash 2,268 Positioning & messaging 2,185 Excel 2,044 GitHub 1,909 Embedded systems 1,875 Node.js 1,848 Rust 1,764 Stakeholder management 1,726 PyTorch 1,719 Kafka 1,713 CRM 1,639 IAM 1,631 Product marketing 1,630 CompTIA certifications 1,624 C# 1,607 Spark 1,579 Scrum 1,573 Computer vision 1,572 Ansible 1,532 Cryptography 1,517 GitLab 1,505 Firmware 1,492 Android 1,465 Market research 1,449 Data modeling 1,413 Jenkins 1,405 Deep learning 1,371 PRDs 1,362 RAG 1,344 iOS 1,336 Data warehousing 1,319 PMP 1,297 Design systems 1,281 Confluence 1,276 NoSQL 1,243 OpenAI API 1,234 ETL 1,218 NIST 1,196 Vulnerability management 1,176 Firewalls 1,175 Salesforce 1,167 Google Workspace 1,158 HTML 1,144 Grafana 1,133 Snowflake 1,095 Competitive analysis 1,093 Databricks 1,085 TCP/IP 1,084 CSS 1,071 Tableau 1,055 DNS / DHCP 1,047 Kotlin 1,046 PowerShell 1,019 Angular 986 Power BI 984 Prototyping 980 CISSP 970 Figma 967 User stories 965 Scala 950 Prometheus 950 MLOps 931 TensorFlow 921 Brand marketing 897 GitHub Actions 894 SAP 894 A/B testing 866 Active Directory 858 Prompt engineering 833 R 832 Spring Boot 832 MySQL 831 Pricing strategy 825 NLP 821 Web accessibility (WCAG) 819 Airflow 806 Zero Trust 802 Oracle 800 Redis 791 Elasticsearch 787 User research 779 Unix 772 Demand generation 772 Reinforcement learning 771 OAuth 769 Sales enablement 764 SSO / SAML 758 RTOS 754 Splunk 735 Routing & switching 729 SOC 2 719 ServiceNow 701 GraphQL 698 MongoDB 693 Datadog 692 VPN 692 Vector databases 685 SQL Server 678 JUnit 655 Cisco 653 BigQuery 651 Helm 647 CUDA 641 ITIL 639 .NET 635 SIEM 629 HIPAA 624 VMware 623 Microsoft 365 622 SEO 619 Technical writing 617 CCNA / CCNP 614 Threat modeling 600 Serverless 594 gRPC 587 Microsoft Project 581 Ruby 580 CloudFormation 578 Next.js 566 LangChain 561 Budget management 553 Adobe Creative Cloud 547 Marketing automation 546 MATLAB 543 FedRAMP 540 Product analytics 539 SAFe 538 dbt 527 Content strategy 523 Jetpack Compose 521 Email marketing 519 Penetration testing 513 SharePoint 511 ISO 27001 494 GIAC certifications 486 Argo CD 482 pandas 473 CMS 467 scikit-learn 466 macOS 451 EDR 444 Windows Server 443 HubSpot 434 Six Sigma 430 Vue.js 426 Looker 425 ELK Stack 419 DynamoDB 414 OpenTelemetry 413 Typography 412 FastAPI 407 Event marketing 398 Chef / Puppet 388 Photoshop 374 Google Analytics 369 Video editing 369 FPGA 369 Hadoop 368 Okta 366 Load testing 364 React Native 357 Paid social 342 OpenShift 339 Illustrator 338 Account-based marketing 336 Service mesh 332 SAST / DAST 331 NumPy 327 Django 323 Flink 321 Intune / SCCM 316 Redshift 315 CISM 299 Blockchain 292 OWASP 291 SD-WAN 290 Kanban 290 GRC 286 Wireframing 286 Hugging Face 283 Motion graphics 283 RabbitMQ 273 Swift 267 Ruby on Rails 266 Selenium 265 ClickHouse 264 Juniper 260 OKRs 256 Playwright 253 Perl 250 Power Platform 243 WebSockets 241 Smartsheet 239 Content marketing 238 Cassandra 229 Wireshark 227 Google Ads 227 Pulumi 223 Unreal Engine 223 PPC 217 Flask 213 After Effects 209 PCI DSS 205 Canva 205 Information architecture 205 Copywriting 205 SOAR 198 SageMaker 197 Marketo 194 Premiere Pro 193 Redux 191 Asana 188 Vertex AI 182 Tailwind CSS 179 NetSuite 178 Presto / Trino 176 InDesign 176 Notion 173 Cypress 167 Hive 161 Cloudflare 160 Salesforce Marketing Cloud 156 Postman 155 Jamf 154 Kinesis 150 Influencer marketing 149 pytest 147 Workday 147 Zapier 143 PHP 140 OSCP 139 Jest 137 Zendesk 132 Shopify 132 monday.com 130 SEM 129 WordPress 126 Amplitude 120 Conversion rate optimization 120 New Relic 117 Cucumber 117 jQuery 116 SwiftUI 106 Meta Ads 106 Verilog / VHDL 105 Jupyter 104 Neo4j 102 CapCut 100 Unity 99 Braze 98 XGBoost 97 SAS 96 NestJS 92 Fivetran 91 WebGL 90 Programmatic advertising 89 VBA 86 SEO tools 86 Nginx 84 HashiCorp Vault 84 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 77 Blender 76 Keras 75 D3.js 74 Firebase 74 PCB design 74 Looker Studio 73 Final Cut Pro 72 Vite 71 Affiliate marketing 71 LinkedIn Ads 70 Webflow 68 Airtable 68 Flutter 67 Three.js 66 Mixpanel 66 Adobe Analytics 63 Webpack 61 Svelte 58 Iterable 58 Google Tag Manager 57 Qlik 55 DaVinci Resolve 54 Klaviyo 52 Citrix 51 Elixir 50 Miro 50 Objective-C 48 Storybook 48 UIKit 47 Appium 44 Maya 44 Lua 43 Cinema 4D 42 Sass 39 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Adobe XD 31 Alteryx 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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