States
Alabama 448 Alaska 43 Arizona 631 Arkansas 444 California 15,342 Colorado 1,548 Connecticut 345 Delaware 133 District of Columbia 1,293 Florida 1,259 Georgia 1,056 Hawaii 134 Idaho 174 Illinois 1,820 Indiana 302 Iowa 289 Kansas 117 Kentucky 158 Louisiana 108 Maine 77 Maryland 1,649 Massachusetts 2,271 Michigan 688 Minnesota 394 Mississippi 92 Missouri 465 Montana 47 Nebraska 179 Nevada 200 New Hampshire 107 New Jersey 803 New Mexico 159 New York 6,666 North Carolina 1,173 North Dakota 74 Ohio 677 Oklahoma 186 Oregon 346 Pennsylvania 894 Rhode Island 90 South Carolina 197 South Dakota 58 Tennessee 280 Texas 3,607 Utah 455 Vermont 71 Virginia 3,697 Washington 2,744 West Virginia 75 Wisconsin 327 Wyoming 62
Cities
San Francisco Bay Area, CA 10,432 New York, NY 5,592 Washington, DC 3,606 Seattle, WA 2,127 Los Angeles, CA 2,051 Boston, MA 1,360 Austin, TX 1,179 Chicago, IL 1,133 Dallas–Fort Worth, TX 1,051 Denver, CO 797 Atlanta, GA 677 Raleigh–Durham, NC 479 San Diego, CA 428 Phoenix, AZ 359 Charlotte, NC 338 Houston, TX 250 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 171 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,274 Product Manager 3,276 Engineering Manager 2,112 Project Manager 1,915 Program Manager 1,912 Data Scientist 1,578 Machine Learning Engineer 1,520 Security Engineer 1,433 Marketing Manager 1,352 Full Stack Developer 1,196 AI Engineer 1,068 DevOps Engineer 1,063 Data Engineer 908 IT Support Specialist 849 Cybersecurity Analyst 842 Backend Developer 796 Systems Administrator 769 Site Reliability Engineer 724 Graphic Designer 697 Data Analyst 653 Product Marketing Manager 606 Mobile Developer 595 Network Engineer 568 Business Analyst 548 Product Designer 522 Content Writer 520 QA Engineer 495 Growth Marketing Manager 348 Frontend Developer 334 Cloud Engineer 308 UX Designer 248 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 173 Community Manager 171 Video Editor 105 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 68 BI Developer 61 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,851 Machine learning 9,101 Product roadmapping 8,550 AWS 8,262 CI/CD 7,611 SQL 6,219 Kubernetes 6,129 LLMs 5,716 AI agents 5,327 C++ 5,138 Linux 5,064 Java 5,041 Azure 4,882 Distributed systems 4,719 Agile 4,637 Docker 4,284 Git 4,092 Google Cloud 4,090 TypeScript 3,899 Go 3,847 React 3,567 Terraform 3,338 JavaScript 3,307 Go-to-market 2,828 REST APIs 2,758 Jira 2,679 Test automation 2,642 PostgreSQL 2,480 Generative AI 2,465 C 2,439 Product strategy 2,415 Microservices 2,404 Incident response 2,377 Bash 2,233 Positioning & messaging 2,152 Excel 2,046 GitHub 1,884 Embedded systems 1,870 Node.js 1,846 Rust 1,758 Stakeholder management 1,727 PyTorch 1,719 Kafka 1,709 IAM 1,627 CRM 1,622 CompTIA certifications 1,618 Product marketing 1,605 C# 1,603 Scrum 1,603 Spark 1,591 Computer vision 1,571 Cryptography 1,514 Ansible 1,501 GitLab 1,481 Firmware 1,471 Android 1,461 Market research 1,434 Data modeling 1,432 Jenkins 1,406 Deep learning 1,372 PRDs 1,355 iOS 1,328 RAG 1,324 Data warehousing 1,312 Design systems 1,278 Confluence 1,268 PMP 1,260 NoSQL 1,254 OpenAI API 1,219 ETL 1,215 NIST 1,204 Google Workspace 1,175 Vulnerability management 1,174 Firewalls 1,170 Salesforce 1,162 HTML 1,152 Grafana 1,119 CSS 1,081 Databricks 1,077 Snowflake 1,073 Competitive analysis 1,071 TCP/IP 1,069 Tableau 1,061 Kotlin 1,033 DNS / DHCP 1,027 PowerShell 998 Power BI 982 Angular 980 Prototyping 980 CISSP 978 Figma 965 User stories 962 TensorFlow 948 MLOps 946 Scala 941 Prometheus 925 GitHub Actions 892 Brand marketing 883 SAP 882 R 859 A/B testing 856 Spring Boot 853 Active Directory 852 NLP 843 Web accessibility (WCAG) 837 Prompt engineering 824 MySQL 822 Airflow 819 Zero Trust 816 Pricing strategy 802 Oracle 795 User research 794 Redis 792 Elasticsearch 788 Demand generation 773 Reinforcement learning 761 Unix 760 RTOS 756 SSO / SAML 754 Sales enablement 750 OAuth 749 Splunk 729 GraphQL 716 Routing & switching 715 SOC 2 708 ServiceNow 707 MongoDB 694 VPN 694 Vector databases 684 Datadog 676 SQL Server 666 BigQuery 659 ITIL 652 Cisco 647 JUnit 647 CUDA 637 Helm 635 .NET 630 SIEM 625 SEO 625 VMware 623 Microsoft 365 622 CCNA / CCNP 612 HIPAA 608 Technical writing 602 Serverless 595 gRPC 591 Threat modeling 588 CloudFormation 587 Ruby 580 Microsoft Project 573 LangChain 565 Next.js 561 MATLAB 551 Budget management 541 dbt 540 FedRAMP 539 Adobe Creative Cloud 538 Product analytics 538 Content strategy 530 SAFe 529 Marketing automation 529 Jetpack Compose 518 Email marketing 518 Penetration testing 511 SharePoint 505 ISO 27001 494 scikit-learn 491 GIAC certifications 486 pandas 483 Argo CD 478 CMS 478 EDR 448 macOS 444 Windows Server 442 Looker 440 HubSpot 424 DynamoDB 421 Six Sigma 416 ELK Stack 413 Vue.js 412 Typography 410 OpenTelemetry 403 FastAPI 397 Event marketing 395 Chef / Puppet 386 Hadoop 376 FPGA 375 Okta 371 Google Analytics 370 Photoshop 370 Load testing 365 React Native 362 Video editing 360 Paid social 343 OpenShift 342 Service mesh 335 NumPy 334 SAST / DAST 334 Illustrator 331 Account-based marketing 330 Django 323 Redshift 322 Flink 315 Intune / SCCM 313 CISM 305 Kanban 302 Blockchain 297 Wireframing 295 SD-WAN 286 OWASP 285 GRC 285 Hugging Face 282 Motion graphics 279 RabbitMQ 275 Swift 270 Selenium 267 Ruby on Rails 265 Perl 262 ClickHouse 256 Juniper 255 Playwright 253 OKRs 251 Power Platform 250 Cassandra 238 Content marketing 238 WebSockets 237 Smartsheet 237 Unreal Engine 232 Google Ads 223 Wireshark 220 Pulumi 219 Flask 217 PPC 215 After Effects 207 PCI DSS 206 Copywriting 203 Canva 202 Information architecture 202 SageMaker 198 Redux 193 SOAR 192 Asana 192 Marketo 188 Premiere Pro 185 Vertex AI 181 Notion 179 Tailwind CSS 177 InDesign 177 Presto / Trino 173 NetSuite 170 Cypress 169 Hive 163 Kinesis 156 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 151 Workday 150 Postman 147 PHP 145 Influencer marketing 145 pytest 143 Zapier 141 Jest 139 OSCP 138 Zendesk 133 monday.com 131 SEM 128 Shopify 128 WordPress 122 New Relic 121 Conversion rate optimization 121 jQuery 120 Amplitude 120 Cucumber 111 Verilog / VHDL 106 Neo4j 105 SwiftUI 103 Meta Ads 103 Unity 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Google Search Console 85 Nginx 84 Sketch 83 Social media tools 83 HashiCorp Vault 82 Blender 79 Keras 78 Airtable 78 Informatica 76 D3.js 73 PCB design 73 Looker Studio 72 Affiliate marketing 70 Three.js 69 Firebase 69 Vite 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Mixpanel 65 Adobe Analytics 65 Flutter 63 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 38 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 AP Style 22 Retool 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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