States
Alabama 445 Alaska 45 Arizona 640 Arkansas 444 California 15,327 Colorado 1,556 Connecticut 355 Delaware 130 District of Columbia 1,296 Florida 1,284 Georgia 1,083 Hawaii 135 Idaho 185 Illinois 1,835 Indiana 313 Iowa 289 Kansas 119 Kentucky 158 Louisiana 110 Maine 83 Maryland 1,642 Massachusetts 2,299 Michigan 703 Minnesota 395 Mississippi 93 Missouri 484 Montana 50 Nebraska 180 Nevada 201 New Hampshire 105 New Jersey 837 New Mexico 163 New York 6,653 North Carolina 1,219 North Dakota 76 Ohio 691 Oklahoma 191 Oregon 352 Pennsylvania 911 Rhode Island 95 South Carolina 204 South Dakota 60 Tennessee 282 Texas 3,616 Utah 462 Vermont 74 Virginia 3,692 Washington 2,742 West Virginia 77 Wisconsin 339 Wyoming 64
Cities
San Francisco Bay Area, CA 10,425 New York, NY 5,579 Washington, DC 3,606 Seattle, WA 2,127 Los Angeles, CA 2,028 Boston, MA 1,367 Austin, TX 1,185 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,052 Denver, CO 804 Atlanta, GA 691 Raleigh–Durham, NC 484 San Diego, CA 434 Charlotte, NC 367 Phoenix, AZ 363 Houston, TX 256 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 166 Salt Lake City, UT 164 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,315 Product Manager 3,322 Engineering Manager 2,118 Project Manager 1,933 Program Manager 1,898 Data Scientist 1,584 Machine Learning Engineer 1,510 Security Engineer 1,430 Marketing Manager 1,376 Full Stack Developer 1,200 AI Engineer 1,069 DevOps Engineer 1,054 Data Engineer 909 Cybersecurity Analyst 849 IT Support Specialist 840 Backend Developer 801 Systems Administrator 756 Site Reliability Engineer 722 Graphic Designer 705 Data Analyst 673 Product Marketing Manager 604 Mobile Developer 593 Network Engineer 575 Business Analyst 559 Product Designer 527 Content Writer 518 QA Engineer 504 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 247 PPC Specialist 221 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 171 Video Editor 103 Brand Manager 96 Creative Director 87 SEO Specialist 79 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 70 BI Developer 61 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,893 Machine learning 9,147 Product roadmapping 8,594 AWS 8,298 CI/CD 7,619 SQL 6,253 Kubernetes 6,135 LLMs 5,710 AI agents 5,357 C++ 5,129 Linux 5,061 Java 5,056 Azure 4,923 Distributed systems 4,722 Agile 4,680 Docker 4,300 Google Cloud 4,115 Git 4,099 TypeScript 3,902 Go 3,848 React 3,585 Terraform 3,332 JavaScript 3,308 Go-to-market 2,846 REST APIs 2,785 Jira 2,705 Test automation 2,654 PostgreSQL 2,485 Generative AI 2,478 C 2,439 Product strategy 2,425 Microservices 2,421 Incident response 2,389 Bash 2,236 Positioning & messaging 2,170 Excel 2,049 GitHub 1,894 Embedded systems 1,885 Node.js 1,840 Stakeholder management 1,756 Rust 1,753 Kafka 1,726 PyTorch 1,722 CRM 1,638 IAM 1,628 Product marketing 1,622 CompTIA certifications 1,609 Scrum 1,609 C# 1,603 Spark 1,603 Computer vision 1,562 Cryptography 1,514 Ansible 1,500 GitLab 1,470 Firmware 1,464 Android 1,451 Data modeling 1,445 Market research 1,439 Jenkins 1,393 PRDs 1,377 Deep learning 1,375 RAG 1,344 Data warehousing 1,333 iOS 1,324 Design systems 1,289 Confluence 1,275 PMP 1,270 NoSQL 1,255 ETL 1,225 OpenAI API 1,216 NIST 1,202 Vulnerability management 1,175 Google Workspace 1,169 Firewalls 1,169 Salesforce 1,164 HTML 1,155 Grafana 1,120 Databricks 1,096 Competitive analysis 1,087 CSS 1,086 Snowflake 1,086 TCP/IP 1,076 Tableau 1,059 Kotlin 1,029 DNS / DHCP 1,012 Power BI 997 PowerShell 991 Angular 981 CISSP 981 Prototyping 980 Figma 976 User stories 976 MLOps 958 TensorFlow 948 Scala 938 Prometheus 930 Brand marketing 896 GitHub Actions 886 SAP 882 R 863 A/B testing 863 Spring Boot 855 NLP 845 Active Directory 843 Prompt engineering 833 Web accessibility (WCAG) 830 Airflow 821 MySQL 819 Zero Trust 808 User research 808 Pricing strategy 802 Redis 794 Oracle 790 Elasticsearch 786 Demand generation 782 Sales enablement 761 RTOS 758 Reinforcement learning 757 Unix 757 SSO / SAML 750 OAuth 747 Splunk 738 GraphQL 729 Routing & switching 720 SOC 2 712 Vector databases 703 ServiceNow 700 VPN 694 MongoDB 685 Datadog 680 SQL Server 670 BigQuery 651 JUnit 649 Cisco 648 ITIL 647 CUDA 644 SIEM 636 SEO 635 Helm 634 .NET 620 VMware 620 CCNA / CCNP 618 Microsoft 365 617 HIPAA 610 Technical writing 606 gRPC 599 Serverless 592 Threat modeling 590 CloudFormation 586 Ruby 578 LangChain 569 Microsoft Project 569 Next.js 566 MATLAB 551 Budget management 550 Product analytics 541 Adobe Creative Cloud 540 dbt 538 FedRAMP 538 Content strategy 538 SAFe 535 Marketing automation 533 Email marketing 522 Jetpack Compose 518 Penetration testing 505 SharePoint 502 ISO 27001 494 scikit-learn 493 GIAC certifications 490 pandas 484 CMS 483 Argo CD 472 EDR 455 Windows Server 440 Looker 438 macOS 436 HubSpot 428 DynamoDB 424 Typography 416 Six Sigma 413 Vue.js 412 ELK Stack 411 FastAPI 403 Event marketing 403 OpenTelemetry 399 Chef / Puppet 388 Hadoop 375 Google Analytics 373 Photoshop 372 FPGA 372 Load testing 365 Video editing 363 React Native 362 Okta 362 Paid social 344 OpenShift 342 NumPy 336 Account-based marketing 336 Service mesh 335 SAST / DAST 331 Illustrator 331 Django 325 Redshift 324 Flink 319 CISM 313 Kanban 306 Blockchain 304 Intune / SCCM 303 Wireframing 291 SD-WAN 289 Hugging Face 285 GRC 285 OWASP 283 Motion graphics 283 RabbitMQ 277 Selenium 270 Swift 269 Perl 266 Ruby on Rails 263 ClickHouse 260 Juniper 257 Playwright 255 OKRs 255 Power Platform 245 Content marketing 243 Smartsheet 240 WebSockets 238 Cassandra 237 Unreal Engine 234 Google Ads 223 Wireshark 221 PPC 221 Flask 220 Pulumi 217 After Effects 209 Copywriting 207 Information architecture 206 PCI DSS 204 SageMaker 202 Canva 200 Redux 197 SOAR 194 Asana 194 Marketo 190 Premiere Pro 185 InDesign 182 Vertex AI 179 Notion 179 Tailwind CSS 176 Presto / Trino 172 Cypress 169 NetSuite 167 Hive 161 Kinesis 158 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 153 Jamf 151 PHP 148 Influencer marketing 148 Workday 146 Jest 142 pytest 141 OSCP 140 Zapier 140 SEM 135 Zendesk 133 monday.com 130 Shopify 128 WordPress 126 Conversion rate optimization 122 New Relic 119 Amplitude 115 jQuery 114 Cucumber 109 Verilog / VHDL 107 SwiftUI 104 Unity 104 Neo4j 103 Meta Ads 102 Jupyter 99 CapCut 99 XGBoost 97 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 89 Nginx 87 Google Search Console 86 Social media tools 85 Sketch 84 HashiCorp Vault 81 Airtable 81 Blender 80 Keras 78 Informatica 77 D3.js 75 PCB design 74 Looker Studio 71 Vite 70 Three.js 69 Webflow 69 Firebase 68 LinkedIn Ads 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 67 Final Cut Pro 65 Flutter 63 Webpack 61 Iterable 59 Svelte 58 Qlik 56 Google Tag Manager 56 Citrix 54 Elixir 53 Storybook 52 DaVinci Resolve 51 Miro 50 Klaviyo 50 Maya 49 UIKit 48 Appium 46 Objective-C 45 Cinema 4D 44 Sass 43 Lua 42 Adobe XD 35 Xcode 34 Markdown 34 Haskell 31 Express.js 31 TikTok Ads 30 Dart 29 Trello 29 Alteryx 28 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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