States
Alabama 451 Alaska 45 Arizona 635 Arkansas 446 California 15,354 Colorado 1,551 Connecticut 348 Delaware 135 District of Columbia 1,296 Florida 1,272 Georgia 1,069 Hawaii 135 Idaho 176 Illinois 1,834 Indiana 310 Iowa 292 Kansas 120 Kentucky 160 Louisiana 109 Maine 82 Maryland 1,650 Massachusetts 2,282 Michigan 692 Minnesota 397 Mississippi 94 Missouri 471 Montana 47 Nebraska 181 Nevada 202 New Hampshire 109 New Jersey 820 New Mexico 161 New York 6,689 North Carolina 1,193 North Dakota 76 Ohio 687 Oklahoma 188 Oregon 348 Pennsylvania 902 Rhode Island 92 South Carolina 202 South Dakota 60 Tennessee 282 Texas 3,619 Utah 457 Vermont 73 Virginia 3,705 Washington 2,748 West Virginia 77 Wisconsin 334 Wyoming 64
Cities
San Francisco Bay Area, CA 10,434 New York, NY 5,608 Washington, DC 3,606 Seattle, WA 2,128 Los Angeles, CA 2,051 Boston, MA 1,366 Austin, TX 1,181 Chicago, IL 1,140 Dallas–Fort Worth, TX 1,056 Denver, CO 798 Atlanta, GA 687 Raleigh–Durham, NC 484 San Diego, CA 433 Phoenix, AZ 363 Charlotte, NC 349 Houston, TX 251 Pittsburgh, PA 227 Miami, FL 208 Philadelphia, PA 171 Salt Lake City, UT 165 Detroit, MI 145 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,282 Product Manager 3,302 Engineering Manager 2,112 Project Manager 1,921 Program Manager 1,917 Data Scientist 1,584 Machine Learning Engineer 1,520 Security Engineer 1,436 Marketing Manager 1,359 Full Stack Developer 1,197 AI Engineer 1,070 DevOps Engineer 1,065 Data Engineer 909 IT Support Specialist 849 Cybersecurity Analyst 842 Backend Developer 800 Systems Administrator 767 Site Reliability Engineer 725 Graphic Designer 697 Data Analyst 659 Product Marketing Manager 606 Mobile Developer 595 Network Engineer 569 Business Analyst 551 Product Designer 523 Content Writer 519 QA Engineer 496 Growth Marketing Manager 348 Frontend Developer 336 Cloud Engineer 308 UX Designer 249 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 171 Video Editor 105 Brand Manager 94 Creative Director 86 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 68 BI Developer 62 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,874 Machine learning 9,118 Product roadmapping 8,581 AWS 8,277 CI/CD 7,626 SQL 6,237 Kubernetes 6,137 LLMs 5,722 AI agents 5,337 C++ 5,143 Linux 5,069 Java 5,054 Azure 4,891 Distributed systems 4,723 Agile 4,648 Docker 4,292 Google Cloud 4,098 Git 4,098 TypeScript 3,903 Go 3,849 React 3,573 Terraform 3,343 JavaScript 3,314 Go-to-market 2,841 REST APIs 2,765 Jira 2,685 Test automation 2,646 PostgreSQL 2,480 Generative AI 2,477 C 2,442 Product strategy 2,434 Microservices 2,409 Incident response 2,382 Bash 2,236 Positioning & messaging 2,165 Excel 2,057 GitHub 1,887 Embedded systems 1,873 Node.js 1,849 Rust 1,758 Stakeholder management 1,738 PyTorch 1,720 Kafka 1,714 IAM 1,632 CRM 1,626 CompTIA certifications 1,616 Product marketing 1,608 Scrum 1,605 C# 1,603 Spark 1,597 Computer vision 1,573 Cryptography 1,517 Ansible 1,503 GitLab 1,483 Firmware 1,473 Android 1,461 Market research 1,447 Data modeling 1,437 Jenkins 1,406 Deep learning 1,374 PRDs 1,364 RAG 1,331 iOS 1,328 Data warehousing 1,319 Design systems 1,281 Confluence 1,273 PMP 1,266 NoSQL 1,256 OpenAI API 1,219 ETL 1,218 NIST 1,206 Vulnerability management 1,178 Google Workspace 1,177 Firewalls 1,173 Salesforce 1,164 HTML 1,157 Grafana 1,121 CSS 1,085 Competitive analysis 1,084 Databricks 1,081 Snowflake 1,077 TCP/IP 1,071 Tableau 1,065 Kotlin 1,033 DNS / DHCP 1,029 PowerShell 996 Power BI 991 Angular 983 Prototyping 981 CISSP 979 User stories 968 Figma 966 TensorFlow 950 MLOps 948 Scala 943 Prometheus 927 GitHub Actions 893 SAP 888 Brand marketing 888 R 864 A/B testing 858 Spring Boot 855 Active Directory 849 NLP 845 Web accessibility (WCAG) 840 Prompt engineering 826 MySQL 822 Airflow 821 Zero Trust 815 Pricing strategy 805 Oracle 795 User research 794 Redis 792 Elasticsearch 789 Demand generation 773 Reinforcement learning 762 Unix 762 RTOS 756 SSO / SAML 754 Sales enablement 751 OAuth 749 Splunk 733 GraphQL 721 Routing & switching 717 SOC 2 708 ServiceNow 705 MongoDB 694 VPN 694 Vector databases 685 Datadog 677 SQL Server 666 BigQuery 663 ITIL 650 JUnit 647 Cisco 646 CUDA 638 Helm 638 .NET 631 SIEM 625 SEO 625 VMware 622 Microsoft 365 620 CCNA / CCNP 612 HIPAA 612 Technical writing 602 Serverless 598 gRPC 592 CloudFormation 590 Threat modeling 589 Ruby 580 Microsoft Project 576 LangChain 566 Next.js 563 MATLAB 551 Budget management 550 dbt 540 Adobe Creative Cloud 539 Product analytics 539 FedRAMP 538 Content strategy 532 Marketing automation 531 SAFe 529 Email marketing 519 Jetpack Compose 518 Penetration testing 511 SharePoint 504 ISO 27001 494 scikit-learn 492 pandas 485 GIAC certifications 485 CMS 481 Argo CD 478 EDR 449 macOS 443 Looker 441 Windows Server 440 HubSpot 424 DynamoDB 422 Six Sigma 416 ELK Stack 415 Vue.js 413 Typography 412 OpenTelemetry 403 FastAPI 398 Event marketing 395 Chef / Puppet 386 Hadoop 377 FPGA 375 Okta 371 Google Analytics 370 Photoshop 370 Load testing 367 React Native 362 Video editing 360 OpenShift 344 Paid social 343 NumPy 335 Service mesh 335 SAST / DAST 334 Illustrator 331 Account-based marketing 330 Redshift 324 Django 323 Flink 317 Intune / SCCM 310 CISM 305 Kanban 302 Blockchain 297 Wireframing 295 SD-WAN 288 OWASP 285 GRC 285 Hugging Face 282 Motion graphics 280 RabbitMQ 276 Swift 270 Selenium 268 Ruby on Rails 265 Perl 262 ClickHouse 256 Juniper 255 Playwright 253 OKRs 253 Power Platform 249 Cassandra 238 Content marketing 238 WebSockets 237 Smartsheet 237 Unreal Engine 232 Wireshark 223 Google Ads 223 Pulumi 219 Flask 217 PPC 215 After Effects 207 PCI DSS 206 Copywriting 204 Canva 202 Information architecture 202 SageMaker 200 Redux 194 SOAR 193 Asana 192 Marketo 188 Premiere Pro 185 Vertex AI 181 Notion 179 Tailwind CSS 178 InDesign 177 Presto / Trino 173 Cypress 170 NetSuite 170 Hive 164 Kinesis 157 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 152 Workday 150 Postman 147 PHP 145 Influencer marketing 145 pytest 143 Zapier 141 Jest 140 OSCP 138 Zendesk 133 monday.com 132 SEM 128 Shopify 128 WordPress 123 New Relic 121 Conversion rate optimization 121 jQuery 120 Amplitude 120 Cucumber 111 Verilog / VHDL 106 Neo4j 105 SwiftUI 103 Meta Ads 103 Unity 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 97 Braze 96 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Nginx 86 Google Search Console 85 Sketch 84 Social media tools 83 HashiCorp Vault 82 Blender 79 Keras 78 Airtable 78 Informatica 76 D3.js 73 PCB design 73 Looker Studio 72 Affiliate marketing 70 Vite 69 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Adobe Analytics 67 Mixpanel 65 Flutter 63 Webpack 61 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 39 Markdown 35 Adobe XD 34 Xcode 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 AP Style 22 Retool 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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