States
Alabama 431 Alaska 35 Arizona 626 Arkansas 422 California 15,705 Colorado 1,516 Connecticut 325 Delaware 130 District of Columbia 1,321 Florida 1,302 Georgia 1,080 Hawaii 134 Idaho 175 Illinois 1,850 Indiana 296 Iowa 266 Kansas 108 Kentucky 159 Louisiana 101 Maine 77 Maryland 1,650 Massachusetts 2,284 Michigan 671 Minnesota 396 Mississippi 88 Missouri 469 Montana 48 Nebraska 182 Nevada 190 New Hampshire 109 New Jersey 780 New Mexico 153 New York 6,800 North Carolina 1,169 North Dakota 63 Ohio 683 Oklahoma 172 Oregon 347 Pennsylvania 873 Rhode Island 80 South Carolina 192 South Dakota 52 Tennessee 284 Texas 3,714 Utah 458 Vermont 61 Virginia 3,698 Washington 2,779 West Virginia 65 Wisconsin 316 Wyoming 50
Cities
San Francisco Bay Area, CA 10,681 New York, NY 5,712 Washington, DC 3,647 Seattle, WA 2,171 Los Angeles, CA 2,089 Boston, MA 1,356 Austin, TX 1,233 Chicago, IL 1,157 Dallas–Fort Worth, TX 1,074 Denver, CO 787 Atlanta, GA 707 Raleigh–Durham, NC 481 San Diego, CA 422 Phoenix, AZ 350 Charlotte, NC 346 Houston, TX 259 Pittsburgh, PA 230 Miami, FL 223 Salt Lake City, UT 173 Philadelphia, PA 163 Detroit, MI 143 Minneapolis, MN 127 Baltimore, MD 105 Nashville, TN 58 Portland, OR 28
Role
Software Engineer 11,279 Product Manager 3,359 Engineering Manager 2,136 Program Manager 1,954 Project Manager 1,934 Data Scientist 1,531 Machine Learning Engineer 1,521 Security Engineer 1,468 Marketing Manager 1,400 Full Stack Developer 1,214 AI Engineer 1,111 DevOps Engineer 1,083 Data Engineer 895 Cybersecurity Analyst 858 IT Support Specialist 855 Backend Developer 800 Systems Administrator 762 Site Reliability Engineer 752 Graphic Designer 721 Data Analyst 638 Product Marketing Manager 637 Mobile Developer 586 Network Engineer 573 Business Analyst 549 Product Designer 543 Content Writer 522 QA Engineer 494 Growth Marketing Manager 352 Frontend Developer 334 Cloud Engineer 301 UX Designer 240 PPC Specialist 217 Email Marketing Specialist 204 Social Media Manager 199 Marketing Analyst 176 Community Manager 176 Digital Marketing Specialist 172 Video Editor 104 Creative Director 95 Brand Manager 92 SEO Specialist 79 Content Creator 79 Scrum Master 71 BI Developer 64 Influencer Marketing Manager 62 Web Developer 51 Art Director 51 Copywriter 45 Motion Designer 33 Game Designer 32 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,926 Machine learning 9,089 Product roadmapping 8,722 AWS 8,211 CI/CD 7,665 SQL 6,180 Kubernetes 6,179 LLMs 5,803 AI agents 5,477 C++ 5,159 Linux 5,154 Java 5,055 Azure 4,924 Distributed systems 4,834 Agile 4,570 Docker 4,296 Google Cloud 4,088 Git 4,061 Go 3,959 TypeScript 3,928 React 3,580 Terraform 3,355 JavaScript 3,293 Go-to-market 2,973 REST APIs 2,748 Jira 2,687 Test automation 2,684 PostgreSQL 2,470 Incident response 2,452 C 2,446 Product strategy 2,431 Generative AI 2,424 Microservices 2,399 Bash 2,286 Positioning & messaging 2,213 Excel 2,074 GitHub 1,901 Embedded systems 1,871 Node.js 1,847 Rust 1,813 PyTorch 1,730 Kafka 1,726 Stakeholder management 1,721 CRM 1,658 IAM 1,657 Product marketing 1,647 C# 1,600 CompTIA certifications 1,595 Computer vision 1,580 Spark 1,579 Scrum 1,567 Cryptography 1,558 Ansible 1,555 Firmware 1,531 GitLab 1,483 Market research 1,465 Android 1,462 Data modeling 1,442 Jenkins 1,395 Deep learning 1,362 PRDs 1,357 iOS 1,348 RAG 1,348 Data warehousing 1,327 PMP 1,317 Confluence 1,283 Design systems 1,272 NoSQL 1,257 OpenAI API 1,246 ETL 1,222 Firewalls 1,214 NIST 1,211 Salesforce 1,196 Vulnerability management 1,189 Google Workspace 1,155 Grafana 1,139 HTML 1,109 TCP/IP 1,109 Competitive analysis 1,101 DNS / DHCP 1,089 Snowflake 1,088 Databricks 1,083 Tableau 1,061 CSS 1,039 Kotlin 1,036 PowerShell 1,031 Power BI 1,008 Angular 989 CISSP 982 Prototyping 973 Scala 970 Figma 968 Prometheus 958 User stories 956 MLOps 928 TensorFlow 908 Brand marketing 906 GitHub Actions 903 SAP 886 Active Directory 861 A/B testing 858 Pricing strategy 853 MySQL 820 Prompt engineering 816 Zero Trust 812 Web accessibility (WCAG) 808 Spring Boot 805 Airflow 805 Reinforcement learning 805 R 798 Redis 784 NLP 784 Oracle 780 Demand generation 779 OAuth 778 Elasticsearch 778 Sales enablement 774 User research 770 Unix 765 RTOS 750 Splunk 749 SSO / SAML 749 Routing & switching 741 SOC 2 722 VPN 716 ServiceNow 715 Datadog 707 GraphQL 699 MongoDB 691 Cisco 677 SQL Server 674 .NET 657 Vector databases 655 CUDA 651 ITIL 647 JUnit 647 BigQuery 645 Microsoft 365 645 Helm 638 SIEM 635 VMware 634 Threat modeling 630 CCNA / CCNP 628 SEO 624 Technical writing 623 Serverless 622 HIPAA 609 gRPC 596 CloudFormation 583 Budget management 577 Ruby 574 Microsoft Project 574 Next.js 558 LangChain 558 Adobe Creative Cloud 558 FedRAMP 552 Marketing automation 551 MATLAB 540 dbt 535 Content strategy 531 Penetration testing 527 SAFe 525 SharePoint 524 Product analytics 522 Jetpack Compose 517 Email marketing 505 ISO 27001 503 GIAC certifications 499 Argo CD 484 pandas 466 CMS 462 macOS 460 EDR 452 Windows Server 449 scikit-learn 448 HubSpot 442 OpenTelemetry 436 Six Sigma 434 Vue.js 416 ELK Stack 415 Typography 411 FastAPI 410 DynamoDB 406 Chef / Puppet 401 Looker 397 Event marketing 397 Google Analytics 378 Okta 376 FPGA 373 Photoshop 369 Video editing 365 React Native 364 Load testing 364 Hadoop 362 SAST / DAST 341 Account-based marketing 338 Flink 334 Paid social 332 OpenShift 331 Illustrator 328 NumPy 326 Service mesh 320 Intune / SCCM 318 Redshift 316 CISM 316 SD-WAN 308 Django 307 OWASP 301 GRC 299 Blockchain 293 Kanban 288 RabbitMQ 281 Motion graphics 279 Hugging Face 278 Wireframing 275 ClickHouse 270 Swift 268 Juniper 268 Selenium 262 OKRs 262 Perl 261 Ruby on Rails 260 Playwright 251 Smartsheet 247 Power Platform 246 Content marketing 245 WebSockets 237 Wireshark 232 Unreal Engine 230 Pulumi 229 Cassandra 227 Google Ads 226 PPC 218 PCI DSS 208 Canva 208 Information architecture 206 After Effects 206 SOAR 205 Copywriting 205 Flask 200 Premiere Pro 199 Redux 196 Asana 194 Marketo 194 SageMaker 193 Vertex AI 180 Presto / Trino 179 NetSuite 177 InDesign 174 Notion 174 Cypress 169 Hive 160 Tailwind CSS 158 Cloudflare 157 Jamf 153 Postman 152 Kinesis 150 Salesforce Marketing Cloud 148 Influencer marketing 146 Zapier 146 OSCP 144 Workday 144 pytest 143 Jest 138 PHP 137 monday.com 137 Shopify 133 SEM 130 Zendesk 129 WordPress 124 New Relic 119 Amplitude 118 jQuery 117 Cucumber 115 Conversion rate optimization 115 Meta Ads 108 Verilog / VHDL 108 SwiftUI 101 Jupyter 101 CapCut 101 Unity 100 Neo4j 99 Braze 97 NestJS 94 SAS 92 WebGL 91 SEO tools 89 Programmatic advertising 87 Fivetran 86 XGBoost 85 Nginx 84 Google Search Console 84 Blender 83 HashiCorp Vault 82 Keras 79 Social media tools 78 PCB design 78 VBA 77 Sketch 77 Final Cut Pro 75 Informatica 74 Vite 73 LinkedIn Ads 71 Affiliate marketing 71 Firebase 70 Looker Studio 70 Mixpanel 69 Airtable 69 Webflow 68 Flutter 67 D3.js 66 Three.js 64 Adobe Analytics 61 Webpack 60 Iterable 57 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Qlik 54 Citrix 54 Klaviyo 51 Storybook 50 Miro 49 Objective-C 48 Elixir 47 Maya 46 Lua 45 UIKit 44 Cinema 4D 42 Sass 41 Appium 40 Haskell 33 Markdown 32 Xcode 31 Adobe XD 31 Dart 30 Alteryx 30 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 17 Houdini 15 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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