States
Alabama 443 Alaska 43 Arizona 639 Arkansas 434 California 15,431 Colorado 1,532 Connecticut 341 Delaware 133 District of Columbia 1,316 Florida 1,280 Georgia 1,079 Hawaii 136 Idaho 176 Illinois 1,840 Indiana 308 Iowa 276 Kansas 117 Kentucky 163 Louisiana 112 Maine 81 Maryland 1,641 Massachusetts 2,275 Michigan 692 Minnesota 410 Mississippi 96 Missouri 481 Montana 49 Nebraska 184 Nevada 199 New Hampshire 112 New Jersey 806 New Mexico 164 New York 6,696 North Carolina 1,182 North Dakota 72 Ohio 689 Oklahoma 187 Oregon 355 Pennsylvania 879 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 284 Texas 3,678 Utah 467 Vermont 71 Virginia 3,658 Washington 2,768 West Virginia 76 Wisconsin 336 Wyoming 61
Cities
San Francisco Bay Area, CA 10,472 New York, NY 5,612 Washington, DC 3,596 Seattle, WA 2,146 Los Angeles, CA 2,070 Boston, MA 1,343 Austin, TX 1,199 Chicago, IL 1,152 Dallas–Fort Worth, TX 1,064 Denver, CO 788 Atlanta, GA 699 Raleigh–Durham, NC 473 San Diego, CA 428 Phoenix, AZ 357 Charlotte, NC 342 Houston, TX 253 Pittsburgh, PA 228 Miami, FL 212 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 132 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,220 Product Manager 3,312 Engineering Manager 2,102 Program Manager 1,928 Project Manager 1,926 Data Scientist 1,554 Machine Learning Engineer 1,502 Security Engineer 1,448 Marketing Manager 1,360 Full Stack Developer 1,211 AI Engineer 1,076 DevOps Engineer 1,068 Data Engineer 891 IT Support Specialist 853 Cybersecurity Analyst 852 Backend Developer 793 Systems Administrator 770 Site Reliability Engineer 727 Graphic Designer 695 Data Analyst 649 Product Marketing Manager 631 Mobile Developer 598 Network Engineer 567 Business Analyst 552 Product Designer 532 Content Writer 519 QA Engineer 504 Growth Marketing Manager 345 Frontend Developer 338 Cloud Engineer 305 UX Designer 238 PPC Specialist 221 Email Marketing Specialist 209 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 173 Community Manager 171 Video Editor 104 Creative Director 92 Brand Manager 92 SEO Specialist 80 Content Creator 79 Scrum Master 70 Influencer Marketing Manager 65 BI Developer 64 Art Director 51 Web Developer 50 Copywriter 48 Motion Designer 36 Game Designer 36 3D Artist 28 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,854 Machine learning 9,050 Product roadmapping 8,585 AWS 8,215 CI/CD 7,585 SQL 6,193 Kubernetes 6,116 LLMs 5,742 AI agents 5,372 C++ 5,130 Linux 5,078 Java 5,047 Azure 4,859 Distributed systems 4,746 Agile 4,586 Docker 4,263 Google Cloud 4,087 Git 4,066 TypeScript 3,895 Go 3,868 React 3,587 Terraform 3,323 JavaScript 3,301 Go-to-market 2,884 REST APIs 2,759 Jira 2,677 Test automation 2,626 PostgreSQL 2,469 Generative AI 2,445 C 2,440 Incident response 2,408 Product strategy 2,404 Microservices 2,381 Bash 2,233 Positioning & messaging 2,166 Excel 2,032 GitHub 1,910 Embedded systems 1,857 Node.js 1,853 Rust 1,757 PyTorch 1,716 Stakeholder management 1,713 Kafka 1,709 IAM 1,631 Product marketing 1,630 CRM 1,629 CompTIA certifications 1,617 C# 1,604 Spark 1,578 Computer vision 1,570 Scrum 1,563 Cryptography 1,515 Ansible 1,500 GitLab 1,489 Firmware 1,482 Android 1,465 Market research 1,438 Data modeling 1,414 Jenkins 1,400 Deep learning 1,379 PRDs 1,351 iOS 1,336 RAG 1,335 Data warehousing 1,309 Design systems 1,282 PMP 1,280 Confluence 1,270 NoSQL 1,237 ETL 1,227 OpenAI API 1,226 NIST 1,201 Vulnerability management 1,182 Firewalls 1,173 Salesforce 1,159 Google Workspace 1,158 HTML 1,139 Grafana 1,126 Competitive analysis 1,093 Snowflake 1,086 CSS 1,073 TCP/IP 1,072 Databricks 1,069 Tableau 1,056 DNS / DHCP 1,051 Kotlin 1,042 PowerShell 999 Power BI 984 Prototyping 976 Angular 975 CISSP 970 Figma 960 User stories 960 Scala 939 Prometheus 938 MLOps 924 TensorFlow 919 SAP 892 GitHub Actions 890 Brand marketing 886 A/B testing 863 Active Directory 853 MySQL 832 Spring Boot 830 R 826 Prompt engineering 824 NLP 821 Pricing strategy 818 Web accessibility (WCAG) 815 Airflow 808 Oracle 802 Zero Trust 801 Redis 789 Elasticsearch 786 User research 778 Reinforcement learning 772 Demand generation 772 Unix 764 Sales enablement 758 OAuth 756 SSO / SAML 754 RTOS 748 Splunk 730 Routing & switching 722 SOC 2 711 GraphQL 708 ServiceNow 705 VPN 692 Datadog 688 MongoDB 686 Vector databases 679 SQL Server 671 BigQuery 652 Cisco 647 JUnit 647 ITIL 646 Helm 639 CUDA 637 SIEM 632 .NET 630 VMware 625 SEO 622 Microsoft 365 617 HIPAA 614 CCNA / CCNP 611 Technical writing 605 Serverless 597 Threat modeling 597 gRPC 588 Microsoft Project 577 Ruby 576 CloudFormation 576 Next.js 568 LangChain 559 MATLAB 549 Budget management 546 Marketing automation 544 Adobe Creative Cloud 537 Product analytics 537 FedRAMP 532 dbt 531 Content strategy 527 SAFe 525 Email marketing 521 Jetpack Compose 520 SharePoint 515 Penetration testing 514 ISO 27001 496 GIAC certifications 488 pandas 478 Argo CD 476 scikit-learn 467 CMS 463 macOS 446 EDR 445 Windows Server 441 HubSpot 434 Looker 426 Vue.js 425 Six Sigma 425 DynamoDB 413 ELK Stack 413 Typography 406 OpenTelemetry 403 FastAPI 402 Event marketing 399 Chef / Puppet 382 Hadoop 371 Google Analytics 369 Video editing 367 FPGA 367 Photoshop 366 Okta 365 Load testing 364 React Native 362 Paid social 341 OpenShift 335 Account-based marketing 335 NumPy 332 SAST / DAST 332 Illustrator 332 Service mesh 330 Django 327 Intune / SCCM 318 Flink 317 Redshift 310 CISM 301 SD-WAN 292 OWASP 292 Blockchain 291 Kanban 290 Wireframing 289 GRC 285 Motion graphics 283 Hugging Face 281 Swift 270 RabbitMQ 267 ClickHouse 263 Selenium 262 Ruby on Rails 261 Juniper 257 OKRs 254 Playwright 253 Perl 251 Power Platform 247 WebSockets 241 Content marketing 239 Smartsheet 237 Cassandra 229 Unreal Engine 229 Google Ads 225 Pulumi 222 Wireshark 222 Flask 216 PPC 216 After Effects 208 Canva 205 PCI DSS 203 Copywriting 203 Information architecture 201 SageMaker 196 Redux 193 SOAR 193 Marketo 193 Premiere Pro 190 Asana 188 Vertex AI 182 Tailwind CSS 177 NetSuite 176 Presto / Trino 174 InDesign 172 Notion 171 Cypress 167 Hive 161 Cloudflare 157 Jamf 156 Salesforce Marketing Cloud 153 Kinesis 151 Postman 151 pytest 149 Influencer marketing 147 Workday 147 Zapier 142 Jest 141 OSCP 138 PHP 137 monday.com 133 Zendesk 131 Shopify 131 SEM 127 WordPress 126 Amplitude 122 Conversion rate optimization 121 jQuery 116 New Relic 116 Cucumber 114 SwiftUI 106 Meta Ads 106 Jupyter 105 Unity 104 Verilog / VHDL 103 CapCut 100 Neo4j 99 XGBoost 97 Braze 96 SAS 95 NestJS 92 WebGL 91 Fivetran 91 Programmatic advertising 89 VBA 86 SEO tools 86 Nginx 83 Google Search Console 82 HashiCorp Vault 81 Sketch 81 Social media tools 81 Informatica 80 Keras 79 Blender 79 D3.js 74 Firebase 74 Looker Studio 73 PCB design 73 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 69 Vite 68 Three.js 68 Flutter 68 Airtable 67 Mixpanel 66 Adobe Analytics 62 Webpack 60 Svelte 58 Iterable 56 Google Tag Manager 56 Qlik 55 DaVinci Resolve 54 Citrix 52 Klaviyo 51 Objective-C 49 Miro 49 Elixir 48 UIKit 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 42 Lua 41 Sass 37 Markdown 36 Express.js 32 Xcode 32 Haskell 31 Alteryx 31 Adobe XD 31 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 23 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Houdini 12 Clojure 11 ZBrush 8 Erlang 7 Stata 3
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