States
Alabama 434 Alaska 35 Arizona 654 Arkansas 428 California 15,589 Colorado 1,547 Connecticut 338 Delaware 130 District of Columbia 1,318 Florida 1,300 Georgia 1,105 Hawaii 133 Idaho 176 Illinois 1,860 Indiana 298 Iowa 270 Kansas 110 Kentucky 161 Louisiana 103 Maine 81 Maryland 1,659 Massachusetts 2,271 Michigan 689 Minnesota 405 Mississippi 89 Missouri 489 Montana 51 Nebraska 183 Nevada 195 New Hampshire 108 New Jersey 807 New Mexico 157 New York 6,750 North Carolina 1,193 North Dakota 65 Ohio 690 Oklahoma 182 Oregon 358 Pennsylvania 881 Rhode Island 85 South Carolina 196 South Dakota 54 Tennessee 281 Texas 3,721 Utah 467 Vermont 65 Virginia 3,717 Washington 2,780 West Virginia 67 Wisconsin 328 Wyoming 53
Cities
San Francisco Bay Area, CA 10,589 New York, NY 5,669 Washington, DC 3,649 Seattle, WA 2,158 Los Angeles, CA 2,084 Boston, MA 1,339 Austin, TX 1,218 Chicago, IL 1,172 Dallas–Fort Worth, TX 1,092 Denver, CO 794 Atlanta, GA 720 Raleigh–Durham, NC 483 San Diego, CA 428 Phoenix, AZ 379 Charlotte, NC 360 Houston, TX 256 Pittsburgh, PA 233 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,290 Product Manager 3,357 Engineering Manager 2,128 Program Manager 1,960 Project Manager 1,947 Data Scientist 1,552 Machine Learning Engineer 1,511 Security Engineer 1,463 Marketing Manager 1,381 Full Stack Developer 1,197 AI Engineer 1,081 DevOps Engineer 1,074 Data Engineer 897 Cybersecurity Analyst 876 IT Support Specialist 865 Backend Developer 785 Systems Administrator 770 Site Reliability Engineer 733 Graphic Designer 710 Data Analyst 645 Product Marketing Manager 634 Mobile Developer 599 Network Engineer 573 Business Analyst 557 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 197 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 14,924 Machine learning 9,085 Product roadmapping 8,662 AWS 8,213 CI/CD 7,661 SQL 6,220 Kubernetes 6,150 LLMs 5,764 AI agents 5,409 C++ 5,167 Linux 5,151 Java 5,074 Azure 4,902 Distributed systems 4,794 Agile 4,662 Docker 4,286 Google Cloud 4,098 Git 4,080 TypeScript 3,898 Go 3,889 React 3,568 Terraform 3,342 JavaScript 3,312 Go-to-market 2,927 REST APIs 2,768 Jira 2,716 Test automation 2,657 C 2,463 PostgreSQL 2,460 Generative AI 2,444 Incident response 2,441 Product strategy 2,424 Microservices 2,409 Bash 2,293 Positioning & messaging 2,203 Excel 2,066 GitHub 1,911 Embedded systems 1,877 Node.js 1,852 Rust 1,772 Stakeholder management 1,733 PyTorch 1,728 Kafka 1,720 CRM 1,648 IAM 1,647 Product marketing 1,637 CompTIA certifications 1,631 C# 1,609 Scrum 1,584 Computer vision 1,572 Spark 1,563 Ansible 1,545 Cryptography 1,541 Firmware 1,516 GitLab 1,513 Android 1,469 Market research 1,451 Jenkins 1,415 Data modeling 1,407 Deep learning 1,376 PRDs 1,371 iOS 1,349 RAG 1,346 Data warehousing 1,308 PMP 1,305 Confluence 1,292 Design systems 1,275 NoSQL 1,264 OpenAI API 1,248 NIST 1,219 ETL 1,217 Vulnerability management 1,197 Firewalls 1,189 Salesforce 1,172 Google Workspace 1,158 Grafana 1,142 HTML 1,132 TCP/IP 1,089 Competitive analysis 1,089 Snowflake 1,081 Databricks 1,070 DNS / DHCP 1,064 Tableau 1,060 CSS 1,054 Kotlin 1,045 PowerShell 1,023 Power BI 989 Angular 988 User stories 983 CISSP 977 Prototyping 975 Figma 961 Scala 957 Prometheus 952 TensorFlow 918 MLOps 916 GitHub Actions 900 Brand marketing 897 SAP 891 A/B testing 872 Active Directory 866 Pricing strategy 837 Prompt engineering 828 Spring Boot 827 MySQL 827 R 822 NLP 817 Web accessibility (WCAG) 816 Zero Trust 808 Airflow 801 Oracle 798 Elasticsearch 790 Redis 786 Reinforcement learning 782 Unix 778 OAuth 777 Sales enablement 776 User research 773 Demand generation 769 RTOS 763 SSO / SAML 756 Splunk 752 Routing & switching 737 SOC 2 721 ServiceNow 720 VPN 708 GraphQL 705 MongoDB 699 Datadog 695 Vector databases 680 SQL Server 676 Cisco 665 JUnit 651 BigQuery 650 ITIL 648 CUDA 647 .NET 645 Helm 644 SIEM 638 Microsoft 365 633 VMware 629 SEO 625 Technical writing 618 CCNA / CCNP 615 Threat modeling 613 HIPAA 609 Serverless 596 gRPC 589 CloudFormation 583 Ruby 582 Microsoft Project 574 LangChain 563 Next.js 559 Adobe Creative Cloud 555 Marketing automation 549 Budget management 549 FedRAMP 547 MATLAB 546 SAFe 543 Product analytics 536 SharePoint 531 dbt 527 Content strategy 527 Penetration testing 521 Jetpack Compose 520 Email marketing 513 ISO 27001 501 GIAC certifications 490 Argo CD 486 CMS 473 pandas 469 scikit-learn 455 macOS 454 EDR 449 Windows Server 446 HubSpot 433 Six Sigma 430 OpenTelemetry 425 Vue.js 423 ELK Stack 419 Typography 417 DynamoDB 411 Looker 411 FastAPI 404 Chef / Puppet 398 Event marketing 392 Photoshop 375 Okta 374 Google Analytics 373 FPGA 372 Video editing 370 Load testing 368 Hadoop 366 React Native 361 OpenShift 340 SAST / DAST 339 Illustrator 336 Paid social 335 Account-based marketing 335 NumPy 328 Flink 325 Service mesh 325 Intune / SCCM 320 Django 318 Redshift 316 CISM 306 OWASP 302 SD-WAN 299 Kanban 297 Blockchain 297 GRC 293 Motion graphics 285 Hugging Face 282 Wireframing 279 RabbitMQ 277 Swift 273 Ruby on Rails 266 Selenium 265 Juniper 264 ClickHouse 261 OKRs 259 Perl 258 Playwright 256 Power Platform 249 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 207 Flask 206 Canva 206 Copywriting 205 SOAR 204 SageMaker 195 Marketo 194 Premiere Pro 193 Redux 191 Asana 189 Vertex AI 179 InDesign 177 Presto / Trino 174 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 163 Cloudflare 161 Hive 160 Jamf 159 Kinesis 153 Salesforce Marketing Cloud 151 Postman 150 Workday 147 Influencer marketing 146 pytest 145 Zapier 144 PHP 142 Jest 140 OSCP 139 Zendesk 132 monday.com 132 Shopify 131 SEM 129 WordPress 127 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 115 Cucumber 113 Verilog / VHDL 107 Jupyter 105 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 48 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 29 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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