States
Alabama 447 Alaska 44 Arizona 630 Arkansas 448 California 15,239 Colorado 1,552 Connecticut 361 Delaware 130 District of Columbia 1,291 Florida 1,289 Georgia 1,078 Hawaii 134 Idaho 187 Illinois 1,832 Indiana 317 Iowa 290 Kansas 117 Kentucky 160 Louisiana 109 Maine 82 Maryland 1,644 Massachusetts 2,287 Michigan 702 Minnesota 393 Mississippi 92 Missouri 476 Montana 51 Nebraska 181 Nevada 196 New Hampshire 107 New Jersey 832 New Mexico 157 New York 6,619 North Carolina 1,215 North Dakota 77 Ohio 692 Oklahoma 188 Oregon 355 Pennsylvania 911 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 279 Texas 3,610 Utah 461 Vermont 75 Virginia 3,682 Washington 2,728 West Virginia 76 Wisconsin 340 Wyoming 63
Cities
San Francisco Bay Area, CA 10,366 New York, NY 5,545 Washington, DC 3,598 Seattle, WA 2,116 Los Angeles, CA 2,011 Boston, MA 1,358 Austin, TX 1,176 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,051 Denver, CO 802 Atlanta, GA 688 Raleigh–Durham, NC 482 San Diego, CA 431 Charlotte, NC 369 Phoenix, AZ 357 Houston, TX 258 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,278 Product Manager 3,309 Engineering Manager 2,113 Project Manager 1,932 Program Manager 1,903 Data Scientist 1,579 Machine Learning Engineer 1,506 Security Engineer 1,437 Marketing Manager 1,365 Full Stack Developer 1,194 AI Engineer 1,062 DevOps Engineer 1,046 Data Engineer 905 Cybersecurity Analyst 848 IT Support Specialist 825 Backend Developer 804 Systems Administrator 752 Site Reliability Engineer 717 Graphic Designer 701 Data Analyst 668 Product Marketing Manager 601 Mobile Developer 591 Network Engineer 571 Business Analyst 560 Product Designer 522 Content Writer 517 QA Engineer 498 Growth Marketing Manager 349 Frontend Developer 338 Cloud Engineer 315 UX Designer 245 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 201 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 99 Brand Manager 95 Creative Director 87 SEO Specialist 77 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,841 Machine learning 9,118 Product roadmapping 8,553 AWS 8,287 CI/CD 7,579 SQL 6,215 Kubernetes 6,104 LLMs 5,666 AI agents 5,298 C++ 5,099 Linux 5,030 Java 5,016 Azure 4,926 Distributed systems 4,725 Agile 4,676 Docker 4,269 Google Cloud 4,110 Git 4,060 TypeScript 3,896 Go 3,840 React 3,583 Terraform 3,314 JavaScript 3,286 Go-to-market 2,835 REST APIs 2,754 Jira 2,688 Test automation 2,633 PostgreSQL 2,483 Generative AI 2,457 C 2,434 Microservices 2,405 Product strategy 2,400 Incident response 2,378 Bash 2,218 Positioning & messaging 2,152 Excel 2,033 GitHub 1,891 Embedded systems 1,885 Node.js 1,841 Stakeholder management 1,761 Rust 1,736 Kafka 1,717 PyTorch 1,715 CRM 1,633 Product marketing 1,612 IAM 1,610 Spark 1,604 CompTIA certifications 1,604 Scrum 1,604 C# 1,595 Computer vision 1,553 Cryptography 1,508 Ansible 1,484 GitLab 1,470 Firmware 1,454 Data modeling 1,453 Android 1,435 Market research 1,433 Jenkins 1,384 Deep learning 1,370 PRDs 1,362 RAG 1,342 Data warehousing 1,331 iOS 1,317 Design systems 1,280 PMP 1,268 Confluence 1,262 NoSQL 1,257 ETL 1,225 OpenAI API 1,210 NIST 1,196 Vulnerability management 1,180 Firewalls 1,167 Google Workspace 1,160 Salesforce 1,157 HTML 1,149 Grafana 1,112 Databricks 1,091 Competitive analysis 1,082 CSS 1,079 Snowflake 1,078 TCP/IP 1,076 Tableau 1,053 Kotlin 1,018 DNS / DHCP 1,004 PowerShell 992 Power BI 989 CISSP 985 Angular 980 Prototyping 976 User stories 968 Figma 967 MLOps 958 TensorFlow 945 Scala 938 Prometheus 919 Brand marketing 889 GitHub Actions 882 SAP 879 R 870 A/B testing 854 NLP 850 Spring Boot 842 Active Directory 841 Prompt engineering 832 Web accessibility (WCAG) 831 Airflow 816 MySQL 814 Zero Trust 805 User research 798 Pricing strategy 797 Redis 795 Elasticsearch 786 Oracle 782 Demand generation 780 RTOS 763 Sales enablement 758 Unix 757 Reinforcement learning 751 SSO / SAML 737 OAuth 735 Splunk 731 GraphQL 723 Routing & switching 717 SOC 2 711 Vector databases 707 ServiceNow 693 VPN 690 MongoDB 682 Datadog 674 SQL Server 666 Cisco 646 BigQuery 645 ITIL 643 JUnit 638 SIEM 635 CUDA 633 SEO 632 Helm 629 .NET 622 Microsoft 365 618 VMware 617 CCNA / CCNP 617 HIPAA 599 Technical writing 597 gRPC 594 Serverless 590 Threat modeling 590 CloudFormation 581 Ruby 578 Microsoft Project 578 LangChain 569 Next.js 568 MATLAB 550 Budget management 543 dbt 541 FedRAMP 540 Adobe Creative Cloud 536 Content strategy 535 Product analytics 534 SAFe 533 Marketing automation 530 Email marketing 520 Jetpack Compose 514 Penetration testing 513 SharePoint 501 scikit-learn 495 GIAC certifications 495 ISO 27001 489 pandas 482 CMS 482 Argo CD 472 EDR 451 Windows Server 439 Looker 434 macOS 432 HubSpot 427 DynamoDB 422 Vue.js 416 Typography 415 Six Sigma 410 Event marketing 409 ELK Stack 407 FastAPI 398 OpenTelemetry 394 Chef / Puppet 385 Photoshop 374 FPGA 373 Hadoop 371 Google Analytics 367 React Native 362 Load testing 358 Okta 357 Video editing 357 Paid social 340 NumPy 337 SAST / DAST 337 OpenShift 335 Illustrator 333 Account-based marketing 332 Service mesh 329 Django 327 Redshift 322 Flink 318 CISM 308 Blockchain 305 Kanban 304 Intune / SCCM 300 Wireframing 291 Hugging Face 286 SD-WAN 286 OWASP 286 GRC 282 Motion graphics 278 RabbitMQ 276 Perl 268 Swift 267 Selenium 266 ClickHouse 263 Ruby on Rails 262 Juniper 257 OKRs 255 Playwright 248 Power Platform 244 Smartsheet 241 Content marketing 241 WebSockets 237 Cassandra 234 Unreal Engine 230 PPC 222 Google Ads 222 Wireshark 221 Flask 216 Pulumi 216 After Effects 207 Copywriting 206 PCI DSS 204 Information architecture 204 SageMaker 202 Redux 201 Canva 199 SOAR 194 Asana 194 Marketo 189 InDesign 182 Vertex AI 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 Presto / Trino 171 NetSuite 167 Cypress 165 Hive 162 Salesforce Marketing Cloud 155 Kinesis 154 Cloudflare 154 Workday 149 PHP 148 Jamf 146 Postman 145 Influencer marketing 145 OSCP 143 pytest 139 Jest 138 Zapier 138 Zendesk 133 SEM 133 monday.com 130 Shopify 125 WordPress 125 New Relic 118 Conversion rate optimization 118 Amplitude 113 jQuery 111 Verilog / VHDL 109 Cucumber 107 Neo4j 104 SwiftUI 103 Meta Ads 101 Jupyter 99 Unity 99 XGBoost 98 CapCut 98 Braze 97 Fivetran 95 SAS 95 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 88 Google Search Console 85 Nginx 84 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Informatica 79 Keras 78 Airtable 76 PCB design 75 D3.js 74 Vite 70 Looker Studio 70 Webflow 69 LinkedIn Ads 68 Adobe Analytics 67 Three.js 66 Firebase 66 Affiliate marketing 66 Mixpanel 65 Flutter 63 Final Cut Pro 62 Iterable 58 Webpack 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Citrix 53 Storybook 52 Klaviyo 50 UIKit 49 DaVinci Resolve 49 Miro 48 Appium 46 Maya 46 Objective-C 45 Cinema 4D 45 Lua 41 Sass 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 28 TestRail 28 Mailchimp 27 Laravel 25 Framer 25 AP Style 23 Retool 23 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 10 Erlang 8 ZBrush 8 Stata 4
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