States
Alabama 443 Alaska 44 Arizona 633 Arkansas 436 California 15,367 Colorado 1,519 Connecticut 342 Delaware 131 District of Columbia 1,302 Florida 1,283 Georgia 1,076 Hawaii 135 Idaho 178 Illinois 1,844 Indiana 309 Iowa 278 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,633 Massachusetts 2,278 Michigan 697 Minnesota 402 Mississippi 97 Missouri 470 Montana 51 Nebraska 185 Nevada 200 New Hampshire 109 New Jersey 803 New Mexico 161 New York 6,697 North Carolina 1,177 North Dakota 75 Ohio 690 Oklahoma 192 Oregon 345 Pennsylvania 891 Rhode Island 93 South Carolina 205 South Dakota 62 Tennessee 286 Texas 3,610 Utah 460 Vermont 73 Virginia 3,678 Washington 2,756 West Virginia 78 Wisconsin 334 Wyoming 62
Cities
San Francisco Bay Area, CA 10,443 New York, NY 5,619 Washington, DC 3,595 Seattle, WA 2,133 Los Angeles, CA 2,072 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,038 Denver, CO 791 Atlanta, GA 691 Raleigh–Durham, NC 478 San Diego, CA 429 Phoenix, AZ 353 Charlotte, NC 334 Houston, TX 254 Pittsburgh, PA 228 Miami, FL 213 Philadelphia, PA 167 Salt Lake City, UT 161 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,227 Product Manager 3,279 Engineering Manager 2,096 Project Manager 1,915 Program Manager 1,904 Data Scientist 1,563 Machine Learning Engineer 1,504 Security Engineer 1,437 Marketing Manager 1,344 Full Stack Developer 1,203 AI Engineer 1,069 DevOps Engineer 1,059 Data Engineer 901 IT Support Specialist 851 Cybersecurity Analyst 843 Backend Developer 799 Systems Administrator 773 Site Reliability Engineer 725 Graphic Designer 693 Data Analyst 647 Product Marketing Manager 611 Mobile Developer 593 Network Engineer 564 Business Analyst 547 Product Designer 529 Content Writer 514 QA Engineer 499 Growth Marketing Manager 348 Frontend Developer 332 Cloud Engineer 300 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 209 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 174 Community Manager 172 Video Editor 103 Brand Manager 92 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 66 Influencer Marketing Manager 65 BI Developer 61 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 14,833 Machine learning 9,044 Product roadmapping 8,526 AWS 8,217 CI/CD 7,573 SQL 6,194 Kubernetes 6,106 LLMs 5,723 AI agents 5,326 C++ 5,126 Linux 5,068 Java 5,002 Azure 4,858 Distributed systems 4,728 Agile 4,573 Docker 4,257 Google Cloud 4,089 Git 4,056 TypeScript 3,898 Go 3,831 React 3,581 Terraform 3,327 JavaScript 3,299 Go-to-market 2,832 REST APIs 2,751 Jira 2,669 Test automation 2,620 PostgreSQL 2,464 C 2,445 Generative AI 2,440 Incident response 2,386 Product strategy 2,386 Microservices 2,382 Bash 2,231 Positioning & messaging 2,148 Excel 2,039 GitHub 1,886 Embedded systems 1,861 Node.js 1,841 Rust 1,757 PyTorch 1,711 Stakeholder management 1,709 Kafka 1,705 IAM 1,620 CompTIA certifications 1,618 CRM 1,617 Product marketing 1,606 C# 1,592 Scrum 1,574 Spark 1,567 Computer vision 1,553 Cryptography 1,506 Ansible 1,492 GitLab 1,474 Firmware 1,472 Android 1,464 Market research 1,433 Data modeling 1,416 Jenkins 1,387 Deep learning 1,370 PRDs 1,354 iOS 1,334 RAG 1,319 Data warehousing 1,310 Design systems 1,282 Confluence 1,263 PMP 1,262 NoSQL 1,236 ETL 1,223 OpenAI API 1,223 NIST 1,182 Vulnerability management 1,171 Google Workspace 1,163 Firewalls 1,163 Salesforce 1,151 HTML 1,141 Grafana 1,120 CSS 1,078 Competitive analysis 1,078 Snowflake 1,069 TCP/IP 1,062 Databricks 1,059 Tableau 1,055 Kotlin 1,036 DNS / DHCP 1,036 PowerShell 997 Power BI 986 Angular 972 Prototyping 969 CISSP 962 Figma 961 User stories 949 MLOps 934 Prometheus 929 Scala 925 TensorFlow 925 GitHub Actions 897 SAP 885 Brand marketing 884 A/B testing 865 Active Directory 847 Spring Boot 841 R 836 MySQL 828 Prompt engineering 826 NLP 824 Web accessibility (WCAG) 823 Airflow 812 Pricing strategy 811 Zero Trust 806 Redis 794 Elasticsearch 784 Oracle 779 User research 779 Demand generation 776 Reinforcement learning 771 Unix 769 RTOS 760 Sales enablement 756 SSO / SAML 753 OAuth 749 Splunk 722 Routing & switching 715 GraphQL 710 SOC 2 710 ServiceNow 704 MongoDB 687 VPN 687 Vector databases 682 Datadog 679 ITIL 656 SQL Server 655 BigQuery 648 JUnit 643 Helm 637 Cisco 637 CUDA 629 SIEM 628 SEO 624 VMware 622 .NET 621 Microsoft 365 616 HIPAA 608 CCNA / CCNP 604 Technical writing 600 gRPC 592 Serverless 591 Threat modeling 591 CloudFormation 577 Microsoft Project 573 Ruby 571 Next.js 563 LangChain 559 MATLAB 550 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 518 Jetpack Compose 517 Penetration testing 512 ISO 27001 495 GIAC certifications 487 pandas 482 scikit-learn 475 Argo CD 470 CMS 467 macOS 448 EDR 443 Windows Server 436 Looker 432 HubSpot 423 Vue.js 420 Six Sigma 420 DynamoDB 418 ELK Stack 410 Typography 406 FastAPI 399 OpenTelemetry 397 Event marketing 396 Chef / Puppet 381 FPGA 372 Photoshop 371 Hadoop 370 Google Analytics 368 React Native 366 Okta 366 Video editing 364 Load testing 363 Paid social 342 OpenShift 341 Illustrator 334 Service mesh 333 NumPy 332 SAST / DAST 331 Account-based marketing 330 Django 329 Redshift 316 Intune / SCCM 315 Flink 312 CISM 301 Kanban 295 Blockchain 293 OWASP 291 Wireframing 291 Hugging Face 286 SD-WAN 285 GRC 285 Motion graphics 279 RabbitMQ 272 Swift 269 Selenium 266 Ruby on Rails 262 Juniper 261 Perl 260 ClickHouse 256 Playwright 252 Power Platform 250 Smartsheet 245 OKRs 244 Content marketing 241 WebSockets 236 Unreal Engine 231 Cassandra 230 Pulumi 223 Google Ads 223 Flask 220 Wireshark 219 PPC 215 After Effects 210 Information architecture 205 PCI DSS 204 Canva 202 Copywriting 199 SageMaker 198 Redux 195 SOAR 191 Premiere Pro 189 Asana 189 Marketo 187 Vertex AI 184 Tailwind CSS 177 InDesign 174 Notion 174 Presto / Trino 171 NetSuite 171 Cypress 167 Hive 161 Cloudflare 159 Kinesis 155 Salesforce Marketing Cloud 155 Jamf 154 Postman 150 Workday 147 pytest 146 Influencer marketing 146 PHP 144 Jest 139 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 Amplitude 120 New Relic 120 Conversion rate optimization 120 jQuery 119 Cucumber 110 Verilog / VHDL 105 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 64 Webpack 61 Svelte 58 Iterable 56 Google Tag Manager 56 Qlik 55 Citrix 54 DaVinci Resolve 54 Elixir 51 Storybook 51 Miro 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 44 Cinema 4D 42 Lua 41 Sass 39 Markdown 34 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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