States
Alabama 433 Alaska 34 Arizona 649 Arkansas 427 California 15,586 Colorado 1,543 Connecticut 338 Delaware 129 District of Columbia 1,318 Florida 1,293 Georgia 1,099 Hawaii 133 Idaho 176 Illinois 1,852 Indiana 297 Iowa 269 Kansas 109 Kentucky 160 Louisiana 102 Maine 76 Maryland 1,657 Massachusetts 2,265 Michigan 685 Minnesota 403 Mississippi 88 Missouri 482 Montana 50 Nebraska 181 Nevada 194 New Hampshire 107 New Jersey 791 New Mexico 156 New York 6,737 North Carolina 1,183 North Dakota 64 Ohio 687 Oklahoma 178 Oregon 356 Pennsylvania 876 Rhode Island 84 South Carolina 190 South Dakota 53 Tennessee 278 Texas 3,712 Utah 464 Vermont 64 Virginia 3,716 Washington 2,776 West Virginia 66 Wisconsin 324 Wyoming 52
Cities
San Francisco Bay Area, CA 10,592 New York, NY 5,660 Washington, DC 3,650 Seattle, WA 2,156 Los Angeles, CA 2,084 Boston, MA 1,337 Austin, TX 1,218 Chicago, IL 1,170 Dallas–Fort Worth, TX 1,088 Denver, CO 793 Atlanta, GA 716 Raleigh–Durham, NC 483 San Diego, CA 428 Phoenix, AZ 377 Charlotte, NC 354 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,282 Product Manager 3,352 Engineering Manager 2,124 Program Manager 1,958 Project Manager 1,944 Data Scientist 1,551 Machine Learning Engineer 1,509 Security Engineer 1,458 Marketing Manager 1,380 Full Stack Developer 1,193 AI Engineer 1,080 DevOps Engineer 1,075 Data Engineer 896 Cybersecurity Analyst 877 IT Support Specialist 861 Backend Developer 785 Systems Administrator 768 Site Reliability Engineer 733 Graphic Designer 711 Data Analyst 644 Product Marketing Manager 633 Mobile Developer 599 Network Engineer 574 Business Analyst 556 Product Designer 535 Content Writer 528 QA Engineer 497 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 307 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 204 Social Media Manager 196 Digital Marketing Specialist 180 Marketing Analyst 175 Community Manager 175 Video Editor 106 Creative Director 96 Brand Manager 93 SEO Specialist 82 Content Creator 79 Scrum Master 74 Influencer Marketing Manager 64 BI Developer 64 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,915 Machine learning 9,078 Product roadmapping 8,658 AWS 8,209 CI/CD 7,656 SQL 6,218 Kubernetes 6,147 LLMs 5,759 AI agents 5,404 C++ 5,162 Linux 5,146 Java 5,076 Azure 4,900 Distributed systems 4,798 Agile 4,652 Docker 4,280 Google Cloud 4,094 Git 4,074 TypeScript 3,895 Go 3,895 React 3,568 Terraform 3,342 JavaScript 3,313 Go-to-market 2,922 REST APIs 2,765 Jira 2,713 Test automation 2,654 C 2,459 PostgreSQL 2,458 Incident response 2,441 Generative AI 2,434 Product strategy 2,421 Microservices 2,411 Bash 2,290 Positioning & messaging 2,200 Excel 2,062 GitHub 1,909 Embedded systems 1,877 Node.js 1,847 Rust 1,775 Stakeholder management 1,732 PyTorch 1,727 Kafka 1,721 IAM 1,645 CRM 1,645 Product marketing 1,636 CompTIA certifications 1,630 C# 1,607 Scrum 1,584 Computer vision 1,570 Spark 1,562 Ansible 1,546 Cryptography 1,541 Firmware 1,516 GitLab 1,511 Android 1,471 Market research 1,451 Jenkins 1,414 Data modeling 1,408 Deep learning 1,375 PRDs 1,370 iOS 1,351 RAG 1,342 Data warehousing 1,308 PMP 1,304 Confluence 1,291 Design systems 1,275 NoSQL 1,264 OpenAI API 1,247 NIST 1,219 ETL 1,215 Vulnerability management 1,197 Firewalls 1,188 Salesforce 1,172 Google Workspace 1,159 Grafana 1,142 HTML 1,133 Competitive analysis 1,090 TCP/IP 1,089 Snowflake 1,078 Databricks 1,069 DNS / DHCP 1,065 Tableau 1,057 CSS 1,055 Kotlin 1,045 PowerShell 1,023 Angular 989 Power BI 988 User stories 981 CISSP 977 Prototyping 977 Figma 962 Scala 957 Prometheus 952 TensorFlow 918 MLOps 915 GitHub Actions 900 Brand marketing 898 SAP 886 A/B testing 872 Active Directory 867 Pricing strategy 837 Spring Boot 828 MySQL 826 Prompt engineering 825 R 821 Web accessibility (WCAG) 816 NLP 816 Zero Trust 808 Airflow 799 Oracle 797 Elasticsearch 790 Redis 785 Reinforcement learning 781 Unix 778 OAuth 777 Sales enablement 776 User research 774 Demand generation 769 RTOS 761 SSO / SAML 755 Splunk 752 Routing & switching 739 ServiceNow 719 SOC 2 719 VPN 708 GraphQL 704 MongoDB 698 Datadog 694 Vector databases 679 SQL Server 676 Cisco 666 JUnit 651 BigQuery 650 ITIL 648 CUDA 647 .NET 645 Helm 644 SIEM 638 Microsoft 365 634 VMware 628 SEO 625 Technical writing 620 CCNA / CCNP 615 Threat modeling 612 HIPAA 607 Serverless 595 gRPC 590 CloudFormation 583 Ruby 582 Microsoft Project 573 LangChain 560 Next.js 559 Adobe Creative Cloud 555 Marketing automation 549 Budget management 548 FedRAMP 546 MATLAB 545 SAFe 539 Product analytics 536 SharePoint 532 dbt 527 Content strategy 527 Jetpack Compose 520 Penetration testing 520 Email marketing 513 ISO 27001 501 GIAC certifications 490 Argo CD 486 CMS 471 pandas 468 scikit-learn 455 macOS 453 EDR 448 Windows Server 446 HubSpot 433 Six Sigma 430 OpenTelemetry 426 Vue.js 423 ELK Stack 419 Typography 417 DynamoDB 413 Looker 411 FastAPI 403 Chef / Puppet 397 Event marketing 392 Okta 376 Photoshop 375 Google Analytics 372 FPGA 372 Video editing 370 Load testing 368 Hadoop 365 React Native 362 OpenShift 340 SAST / DAST 338 Illustrator 336 Account-based marketing 335 Paid social 334 NumPy 327 Service mesh 327 Flink 326 Intune / SCCM 321 Django 318 Redshift 316 CISM 306 OWASP 301 SD-WAN 299 Kanban 297 Blockchain 297 GRC 292 Motion graphics 285 Hugging Face 283 Wireframing 279 RabbitMQ 277 Swift 274 Ruby on Rails 266 Juniper 265 Selenium 265 ClickHouse 262 Perl 258 OKRs 258 Playwright 256 Power Platform 248 Smartsheet 245 WebSockets 241 Content marketing 241 Cassandra 232 Pulumi 228 Google Ads 227 Unreal Engine 226 Wireshark 223 PPC 220 After Effects 209 PCI DSS 208 Information architecture 208 Canva 206 Flask 205 Copywriting 205 SOAR 203 SageMaker 195 Marketo 194 Premiere Pro 193 Redux 191 Asana 189 Vertex AI 178 InDesign 177 Presto / Trino 175 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 163 Cloudflare 161 Hive 160 Jamf 160 Kinesis 153 Salesforce Marketing Cloud 151 Postman 150 Workday 147 Influencer marketing 146 pytest 144 Zapier 144 PHP 142 Jest 140 OSCP 139 Zendesk 132 monday.com 132 Shopify 131 SEM 129 WordPress 127 Amplitude 118 New Relic 118 Conversion rate optimization 118 jQuery 115 Cucumber 113 Verilog / VHDL 107 Jupyter 104 Meta Ads 104 SwiftUI 103 Neo4j 103 Unity 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 Programmatic advertising 85 VBA 82 Social media tools 80 Informatica 78 Keras 78 Blender 78 Sketch 76 PCB design 76 Firebase 72 Looker Studio 72 Vite 71 D3.js 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 69 Mixpanel 68 Adobe Analytics 67 Airtable 67 Three.js 66 Webflow 66 Webpack 62 Iterable 58 Google Tag Manager 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 51 Klaviyo 51 Miro 50 Objective-C 49 Elixir 48 UIKit 48 Storybook 47 Cinema 4D 44 Maya 44 Lua 43 Appium 43 Sass 40 Markdown 37 Haskell 33 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 28 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 15 Clojure 11 Houdini 11 Erlang 9 ZBrush 8 Stata 3
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