States
Alabama 432 Alaska 36 Arizona 626 Arkansas 423 California 15,702 Colorado 1,518 Connecticut 327 Delaware 130 District of Columbia 1,320 Florida 1,305 Georgia 1,079 Hawaii 134 Idaho 174 Illinois 1,853 Indiana 298 Iowa 271 Kansas 109 Kentucky 160 Louisiana 102 Maine 78 Maryland 1,651 Massachusetts 2,282 Michigan 673 Minnesota 395 Mississippi 89 Missouri 471 Montana 48 Nebraska 183 Nevada 191 New Hampshire 110 New Jersey 782 New Mexico 154 New York 6,807 North Carolina 1,168 North Dakota 64 Ohio 684 Oklahoma 173 Oregon 348 Pennsylvania 875 Rhode Island 81 South Carolina 193 South Dakota 53 Tennessee 285 Texas 3,718 Utah 458 Vermont 62 Virginia 3,704 Washington 2,782 West Virginia 66 Wisconsin 316 Wyoming 50
Cities
San Francisco Bay Area, CA 10,671 New York, NY 5,715 Washington, DC 3,648 Seattle, WA 2,173 Los Angeles, CA 2,091 Boston, MA 1,354 Austin, TX 1,236 Chicago, IL 1,156 Dallas–Fort Worth, TX 1,072 Denver, CO 789 Atlanta, GA 705 Raleigh–Durham, NC 480 San Diego, CA 422 Phoenix, AZ 350 Charlotte, NC 344 Houston, TX 258 Pittsburgh, PA 229 Miami, FL 224 Salt Lake City, UT 172 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 57 Portland, OR 28
Role
Software Engineer 11,288 Product Manager 3,356 Engineering Manager 2,137 Program Manager 1,954 Project Manager 1,940 Data Scientist 1,531 Machine Learning Engineer 1,516 Security Engineer 1,467 Marketing Manager 1,400 Full Stack Developer 1,212 AI Engineer 1,109 DevOps Engineer 1,084 Data Engineer 897 Cybersecurity Analyst 857 IT Support Specialist 857 Backend Developer 801 Systems Administrator 763 Site Reliability Engineer 752 Graphic Designer 721 Data Analyst 640 Product Marketing Manager 637 Mobile Developer 586 Network Engineer 570 Business Analyst 550 Product Designer 542 Content Writer 525 QA Engineer 495 Growth Marketing Manager 348 Frontend Developer 335 Cloud Engineer 300 UX Designer 241 PPC Specialist 217 Email Marketing Specialist 203 Social Media Manager 200 Marketing Analyst 176 Community Manager 175 Digital Marketing Specialist 172 Video Editor 105 Creative Director 95 Brand Manager 91 SEO Specialist 79 Content Creator 79 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Art Director 51 Web Developer 50 Copywriter 45 Motion Designer 32 Game Designer 32 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,927 Machine learning 9,095 Product roadmapping 8,730 AWS 8,222 CI/CD 7,675 SQL 6,182 Kubernetes 6,181 LLMs 5,806 AI agents 5,485 C++ 5,163 Linux 5,160 Java 5,066 Azure 4,930 Distributed systems 4,840 Agile 4,579 Docker 4,292 Google Cloud 4,097 Git 4,063 Go 3,956 TypeScript 3,928 React 3,584 Terraform 3,355 JavaScript 3,294 Go-to-market 2,978 REST APIs 2,758 Jira 2,693 Test automation 2,687 PostgreSQL 2,471 Incident response 2,452 C 2,450 Product strategy 2,435 Generative AI 2,423 Microservices 2,403 Bash 2,287 Positioning & messaging 2,213 Excel 2,077 GitHub 1,904 Embedded systems 1,872 Node.js 1,850 Rust 1,811 Kafka 1,730 PyTorch 1,729 Stakeholder management 1,720 CRM 1,657 IAM 1,656 Product marketing 1,649 C# 1,603 CompTIA certifications 1,595 Computer vision 1,581 Spark 1,578 Scrum 1,573 Cryptography 1,559 Ansible 1,554 Firmware 1,531 GitLab 1,486 Market research 1,466 Android 1,462 Data modeling 1,442 Jenkins 1,397 Deep learning 1,361 PRDs 1,359 iOS 1,349 RAG 1,349 Data warehousing 1,328 PMP 1,324 Confluence 1,290 Design systems 1,274 NoSQL 1,257 OpenAI API 1,246 ETL 1,224 Firewalls 1,212 NIST 1,212 Salesforce 1,195 Vulnerability management 1,189 Google Workspace 1,155 Grafana 1,140 HTML 1,110 TCP/IP 1,109 Competitive analysis 1,100 Snowflake 1,088 DNS / DHCP 1,087 Databricks 1,084 Tableau 1,060 CSS 1,041 Kotlin 1,036 PowerShell 1,029 Power BI 1,008 Angular 990 CISSP 983 Prototyping 975 Scala 970 Figma 969 Prometheus 959 User stories 956 MLOps 926 TensorFlow 906 Brand marketing 906 GitHub Actions 903 SAP 888 Active Directory 861 A/B testing 859 Pricing strategy 854 MySQL 819 Prompt engineering 814 Zero Trust 811 Spring Boot 810 Web accessibility (WCAG) 809 Airflow 805 Reinforcement learning 803 R 796 Redis 784 NLP 783 Oracle 782 OAuth 781 Demand generation 778 Elasticsearch 777 Sales enablement 774 User research 770 Unix 766 SSO / SAML 754 RTOS 752 Splunk 750 Routing & switching 739 SOC 2 722 ServiceNow 718 VPN 714 Datadog 707 GraphQL 699 MongoDB 691 SQL Server 675 Cisco 675 .NET 656 Vector databases 655 CUDA 654 ITIL 648 JUnit 647 BigQuery 645 Microsoft 365 645 Helm 638 SIEM 636 VMware 634 Threat modeling 630 Technical writing 626 CCNA / CCNP 625 SEO 623 Serverless 622 HIPAA 610 gRPC 597 CloudFormation 584 Budget management 577 Ruby 575 Microsoft Project 575 Next.js 561 LangChain 558 Adobe Creative Cloud 558 FedRAMP 554 Marketing automation 549 MATLAB 539 dbt 536 Content strategy 530 SAFe 526 SharePoint 526 Penetration testing 525 Product analytics 524 Jetpack Compose 517 ISO 27001 503 Email marketing 502 GIAC certifications 499 Argo CD 484 pandas 466 CMS 463 macOS 461 EDR 454 Windows Server 450 scikit-learn 445 HubSpot 442 OpenTelemetry 437 Six Sigma 435 Vue.js 416 ELK Stack 416 Typography 411 FastAPI 409 DynamoDB 405 Chef / Puppet 400 Looker 397 Event marketing 397 Google Analytics 378 Okta 378 FPGA 374 Photoshop 369 Video editing 367 React Native 365 Load testing 365 Hadoop 362 SAST / DAST 341 Account-based marketing 338 Flink 335 OpenShift 334 Paid social 332 Illustrator 328 NumPy 325 Intune / SCCM 319 Service mesh 318 Redshift 316 CISM 316 Django 310 SD-WAN 308 OWASP 301 GRC 299 Blockchain 293 Kanban 289 RabbitMQ 281 Motion graphics 280 Hugging Face 276 Wireframing 275 ClickHouse 270 Swift 268 Juniper 266 Perl 264 Ruby on Rails 262 Selenium 262 OKRs 261 Playwright 252 Smartsheet 248 Power Platform 246 Content marketing 245 WebSockets 237 Wireshark 232 Pulumi 230 Unreal Engine 230 Cassandra 226 Google Ads 225 PPC 218 PCI DSS 208 Canva 208 Information architecture 207 After Effects 206 SOAR 205 Copywriting 205 Flask 200 Premiere Pro 199 Redux 196 Asana 194 SageMaker 193 Marketo 193 Presto / Trino 180 Vertex AI 180 NetSuite 176 InDesign 174 Notion 174 Cypress 170 Hive 162 Tailwind CSS 158 Cloudflare 157 Jamf 154 Postman 153 Kinesis 150 Salesforce Marketing Cloud 148 Influencer marketing 148 Zapier 146 OSCP 144 Workday 144 pytest 143 Jest 139 PHP 137 monday.com 136 Shopify 133 Zendesk 131 SEM 130 WordPress 124 Amplitude 118 New Relic 118 jQuery 117 Cucumber 115 Conversion rate optimization 115 Verilog / VHDL 108 Meta Ads 107 SwiftUI 101 Jupyter 101 CapCut 101 Unity 101 Neo4j 99 Braze 97 NestJS 93 SAS 92 WebGL 91 SEO tools 89 Programmatic advertising 87 Fivetran 86 XGBoost 85 Google Search Console 84 Nginx 83 Blender 83 HashiCorp Vault 81 Keras 80 PCB design 78 VBA 77 Sketch 77 Social media tools 77 Informatica 76 Final Cut Pro 75 Vite 73 LinkedIn Ads 71 Affiliate marketing 71 Firebase 70 Looker Studio 70 Mixpanel 69 Webflow 68 Airtable 68 Flutter 67 D3.js 66 Three.js 64 Webpack 61 Adobe Analytics 61 Iterable 57 Qlik 56 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Citrix 54 Storybook 51 Klaviyo 51 Objective-C 49 Miro 49 Elixir 48 Maya 46 Lua 45 UIKit 44 Cinema 4D 42 Sass 41 Appium 40 Haskell 33 Markdown 33 Xcode 31 Adobe XD 31 Dart 30 Alteryx 29 Trello 29 Express.js 28 TestRail 28 TikTok Ads 28 Laravel 26 Mailchimp 26 Retool 23 SPSS 22 AP Style 22 Framer 21 Substance 3D 17 Amazon Ads 16 Houdini 15 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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