States
Alabama 441 Alaska 43 Arizona 629 Arkansas 377 California 15,147 Colorado 1,539 Connecticut 358 Delaware 128 District of Columbia 1,301 Florida 1,283 Georgia 1,069 Hawaii 132 Idaho 189 Illinois 1,828 Indiana 316 Iowa 286 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,642 Massachusetts 2,270 Michigan 706 Minnesota 400 Mississippi 93 Missouri 470 Montana 52 Nebraska 174 Nevada 196 New Hampshire 105 New Jersey 811 New Mexico 159 New York 6,587 North Carolina 1,201 North Dakota 77 Ohio 677 Oklahoma 190 Oregon 351 Pennsylvania 898 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 273 Texas 3,591 Utah 461 Vermont 76 Virginia 3,648 Washington 2,718 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,270 New York, NY 5,528 Washington, DC 3,571 Seattle, WA 2,101 Los Angeles, CA 2,005 Boston, MA 1,351 Austin, TX 1,172 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,038 Denver, CO 794 Atlanta, GA 681 Raleigh–Durham, NC 484 San Diego, CA 430 Charlotte, NC 360 Phoenix, AZ 357 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,167 Product Manager 3,263 Engineering Manager 2,098 Project Manager 1,928 Program Manager 1,882 Data Scientist 1,547 Machine Learning Engineer 1,505 Security Engineer 1,438 Marketing Manager 1,340 Full Stack Developer 1,192 AI Engineer 1,063 DevOps Engineer 1,043 Data Engineer 899 Cybersecurity Analyst 839 IT Support Specialist 830 Backend Developer 798 Systems Administrator 753 Site Reliability Engineer 723 Graphic Designer 699 Data Analyst 660 Product Marketing Manager 604 Mobile Developer 591 Business Analyst 567 Network Engineer 562 Product Designer 516 Content Writer 511 QA Engineer 501 Growth Marketing Manager 350 Frontend Developer 336 Cloud Engineer 304 UX Designer 242 PPC Specialist 216 Email Marketing Specialist 201 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 77 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,696 Machine learning 9,071 Product roadmapping 8,523 AWS 8,236 CI/CD 7,471 SQL 6,103 Kubernetes 6,034 LLMs 5,646 AI agents 5,247 C++ 5,070 Linux 5,018 Java 4,923 Azure 4,876 Distributed systems 4,698 Agile 4,615 Docker 4,215 Google Cloud 4,071 Git 3,971 TypeScript 3,859 Go 3,821 React 3,538 Terraform 3,300 JavaScript 3,216 Go-to-market 2,808 REST APIs 2,673 Jira 2,658 Test automation 2,591 PostgreSQL 2,455 C 2,423 Generative AI 2,410 Product strategy 2,382 Microservices 2,368 Incident response 2,366 Bash 2,192 Positioning & messaging 2,142 Excel 2,030 Embedded systems 1,877 GitHub 1,842 Node.js 1,821 Stakeholder management 1,765 Rust 1,722 PyTorch 1,702 Kafka 1,688 CRM 1,644 Product marketing 1,601 IAM 1,589 Scrum 1,588 CompTIA certifications 1,579 Spark 1,559 C# 1,554 Computer vision 1,554 Cryptography 1,497 Ansible 1,475 GitLab 1,464 Firmware 1,459 Data modeling 1,442 Market research 1,421 Android 1,415 Deep learning 1,359 Jenkins 1,335 PRDs 1,335 RAG 1,324 Data warehousing 1,319 iOS 1,305 PMP 1,268 Design systems 1,258 Confluence 1,244 NoSQL 1,233 ETL 1,215 OpenAI API 1,206 NIST 1,183 Vulnerability management 1,179 Salesforce 1,173 Google Workspace 1,163 Firewalls 1,148 HTML 1,129 Grafana 1,084 Databricks 1,082 Competitive analysis 1,080 Snowflake 1,074 TCP/IP 1,066 CSS 1,059 Tableau 1,028 Kotlin 1,011 DNS / DHCP 1,000 PowerShell 987 CISSP 977 Power BI 976 Angular 974 Prototyping 964 Figma 958 MLOps 943 TensorFlow 929 Scala 921 User stories 918 Prometheus 906 GitHub Actions 874 Brand marketing 874 SAP 873 R 851 Prompt engineering 840 Active Directory 838 Web accessibility (WCAG) 837 NLP 837 A/B testing 832 Spring Boot 811 Zero Trust 803 Airflow 800 User research 796 Redis 792 MySQL 784 Pricing strategy 782 Demand generation 779 Elasticsearch 775 Sales enablement 768 Oracle 766 RTOS 758 Reinforcement learning 756 Unix 755 SSO / SAML 730 OAuth 729 GraphQL 715 SOC 2 715 Routing & switching 710 Splunk 698 Vector databases 694 VPN 690 ServiceNow 689 MongoDB 678 Datadog 674 SQL Server 654 ITIL 649 SIEM 642 Cisco 638 CUDA 632 .NET 628 SEO 628 Helm 623 BigQuery 622 Microsoft 365 616 VMware 615 JUnit 615 CCNA / CCNP 608 HIPAA 608 Serverless 595 Technical writing 590 gRPC 586 Threat modeling 586 CloudFormation 579 Microsoft Project 578 Ruby 565 Next.js 559 LangChain 559 FedRAMP 548 MATLAB 543 dbt 540 SAFe 534 Budget management 534 Adobe Creative Cloud 532 Marketing automation 529 Content strategy 529 Product analytics 526 Email marketing 522 Jetpack Compose 513 Penetration testing 504 SharePoint 498 GIAC certifications 496 ISO 27001 485 scikit-learn 479 CMS 474 pandas 468 Argo CD 464 EDR 456 Windows Server 440 macOS 438 Looker 431 HubSpot 425 DynamoDB 421 Vue.js 412 Event marketing 409 Six Sigma 406 ELK Stack 405 Typography 405 FastAPI 390 Chef / Puppet 388 OpenTelemetry 385 FPGA 372 Google Analytics 370 Photoshop 370 Video editing 353 React Native 352 Okta 350 Load testing 350 Hadoop 347 SAST / DAST 341 Django 336 Paid social 335 OpenShift 331 NumPy 330 Illustrator 329 Account-based marketing 329 Service mesh 324 Redshift 316 Flink 304 Blockchain 302 Intune / SCCM 297 CISM 297 Kanban 296 SD-WAN 287 Hugging Face 285 OWASP 284 RabbitMQ 274 GRC 274 Wireframing 274 Motion graphics 274 Perl 266 Swift 258 Juniper 257 ClickHouse 252 Ruby on Rails 251 OKRs 251 Selenium 249 Playwright 249 Smartsheet 244 Content marketing 240 Power Platform 240 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 219 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 PCI DSS 200 SOAR 199 Canva 198 SageMaker 197 Asana 194 Marketo 192 Redux 190 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 168 Cypress 163 Cloudflare 156 Kinesis 155 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 Hive 145 OSCP 145 PHP 144 Zapier 142 Postman 140 pytest 138 Zendesk 135 SEM 133 Jest 128 Shopify 126 WordPress 124 Conversion rate optimization 117 New Relic 115 Amplitude 114 Verilog / VHDL 111 jQuery 108 Cucumber 103 monday.com 103 Neo4j 101 Jupyter 100 SwiftUI 99 Fivetran 98 CapCut 98 Unity 98 Meta Ads 98 XGBoost 95 Braze 94 WebGL 90 NestJS 89 SAS 89 Programmatic advertising 89 SEO tools 89 Nginx 86 Google Search Console 86 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 68 Three.js 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Affiliate marketing 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 47 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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