States
Alabama 437 Alaska 36 Arizona 657 Arkansas 430 California 15,574 Colorado 1,547 Connecticut 341 Delaware 132 District of Columbia 1,319 Florida 1,302 Georgia 1,104 Hawaii 133 Idaho 178 Illinois 1,862 Indiana 300 Iowa 271 Kansas 112 Kentucky 163 Louisiana 105 Maine 83 Maryland 1,662 Massachusetts 2,280 Michigan 691 Minnesota 407 Mississippi 91 Missouri 493 Montana 51 Nebraska 185 Nevada 197 New Hampshire 110 New Jersey 817 New Mexico 159 New York 6,759 North Carolina 1,194 North Dakota 66 Ohio 693 Oklahoma 183 Oregon 360 Pennsylvania 892 Rhode Island 87 South Carolina 198 South Dakota 56 Tennessee 283 Texas 3,722 Utah 467 Vermont 67 Virginia 3,720 Washington 2,778 West Virginia 69 Wisconsin 330 Wyoming 55
Cities
San Francisco Bay Area, CA 10,574 New York, NY 5,673 Washington, DC 3,650 Seattle, WA 2,154 Los Angeles, CA 2,084 Boston, MA 1,344 Austin, TX 1,217 Chicago, IL 1,173 Dallas–Fort Worth, TX 1,092 Denver, CO 794 Atlanta, GA 717 Raleigh–Durham, NC 482 San Diego, CA 427 Phoenix, AZ 380 Charlotte, NC 359 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 108 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,292 Product Manager 3,366 Engineering Manager 2,128 Program Manager 1,958 Project Manager 1,955 Data Scientist 1,553 Machine Learning Engineer 1,514 Security Engineer 1,464 Marketing Manager 1,387 Full Stack Developer 1,198 AI Engineer 1,084 DevOps Engineer 1,079 Data Engineer 898 Cybersecurity Analyst 874 IT Support Specialist 864 Backend Developer 785 Systems Administrator 772 Site Reliability Engineer 732 Graphic Designer 709 Data Analyst 647 Product Marketing Manager 631 Mobile Developer 599 Network Engineer 574 Business Analyst 559 Product Designer 536 Content Writer 528 QA Engineer 497 Growth Marketing Manager 344 Frontend Developer 333 Cloud Engineer 306 UX Designer 244 PPC Specialist 220 Email Marketing Specialist 206 Social Media Manager 198 Digital Marketing Specialist 183 Marketing Analyst 175 Community Manager 174 Video Editor 106 Creative Director 96 Brand Manager 92 SEO Specialist 82 Content Creator 79 Scrum Master 74 BI Developer 65 Influencer Marketing Manager 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 14,931 Machine learning 9,096 Product roadmapping 8,677 AWS 8,228 CI/CD 7,670 SQL 6,233 Kubernetes 6,156 LLMs 5,772 AI agents 5,411 C++ 5,164 Linux 5,151 Java 5,076 Azure 4,912 Distributed systems 4,789 Agile 4,675 Docker 4,294 Google Cloud 4,108 Git 4,088 TypeScript 3,894 Go 3,889 React 3,575 Terraform 3,348 JavaScript 3,319 Go-to-market 2,934 REST APIs 2,771 Jira 2,720 Test automation 2,659 C 2,466 PostgreSQL 2,459 Generative AI 2,455 Incident response 2,441 Product strategy 2,428 Microservices 2,409 Bash 2,294 Positioning & messaging 2,208 Excel 2,072 GitHub 1,916 Embedded systems 1,877 Node.js 1,856 Rust 1,768 Stakeholder management 1,744 PyTorch 1,726 Kafka 1,720 IAM 1,653 CRM 1,650 CompTIA certifications 1,634 Product marketing 1,634 C# 1,608 Scrum 1,588 Computer vision 1,574 Spark 1,567 Ansible 1,546 Cryptography 1,541 Firmware 1,515 GitLab 1,512 Android 1,469 Market research 1,460 Jenkins 1,417 Data modeling 1,409 Deep learning 1,377 PRDs 1,373 RAG 1,352 iOS 1,349 Data warehousing 1,313 PMP 1,311 Confluence 1,291 Design systems 1,273 NoSQL 1,267 OpenAI API 1,247 ETL 1,221 NIST 1,219 Vulnerability management 1,198 Firewalls 1,189 Salesforce 1,176 Google Workspace 1,159 Grafana 1,141 HTML 1,137 Competitive analysis 1,096 TCP/IP 1,090 Snowflake 1,084 Databricks 1,076 DNS / DHCP 1,066 Tableau 1,062 CSS 1,059 Kotlin 1,046 PowerShell 1,025 Angular 994 Power BI 992 User stories 984 CISSP 981 Prototyping 977 Figma 964 Scala 957 Prometheus 952 MLOps 920 TensorFlow 918 Brand marketing 901 GitHub Actions 899 SAP 892 A/B testing 872 Active Directory 867 Pricing strategy 837 Prompt engineering 834 Spring Boot 830 MySQL 828 R 824 NLP 822 Web accessibility (WCAG) 816 Zero Trust 812 Airflow 802 Oracle 799 Elasticsearch 790 Redis 786 Reinforcement learning 782 OAuth 779 Unix 777 Sales enablement 775 User research 774 Demand generation 772 RTOS 763 SSO / SAML 758 Splunk 751 Routing & switching 738 SOC 2 721 ServiceNow 718 VPN 708 GraphQL 703 MongoDB 699 Datadog 695 Vector databases 683 SQL Server 673 Cisco 665 JUnit 651 BigQuery 650 ITIL 650 CUDA 644 Helm 644 .NET 643 SIEM 638 Microsoft 365 632 VMware 631 SEO 629 Technical writing 619 CCNA / CCNP 616 Threat modeling 615 HIPAA 611 Serverless 595 gRPC 588 CloudFormation 584 Ruby 582 Microsoft Project 579 LangChain 566 Next.js 559 Budget management 557 Adobe Creative Cloud 555 Marketing automation 551 FedRAMP 546 MATLAB 545 SAFe 541 Product analytics 538 dbt 528 Content strategy 527 SharePoint 527 Penetration testing 521 Jetpack Compose 520 Email marketing 514 ISO 27001 502 GIAC certifications 491 Argo CD 486 CMS 472 pandas 470 scikit-learn 455 macOS 453 EDR 450 Windows Server 447 HubSpot 434 Six Sigma 433 Vue.js 424 OpenTelemetry 424 ELK Stack 419 Typography 417 DynamoDB 411 Looker 411 FastAPI 404 Chef / Puppet 398 Event marketing 392 Photoshop 375 Google Analytics 373 Okta 373 Video editing 371 FPGA 371 Hadoop 368 Load testing 368 React Native 361 OpenShift 340 Paid social 339 SAST / DAST 338 Illustrator 336 Account-based marketing 336 NumPy 329 Flink 326 Service mesh 324 Django 320 Intune / SCCM 320 Redshift 316 CISM 308 OWASP 303 SD-WAN 299 Kanban 296 Blockchain 296 GRC 293 Motion graphics 285 Hugging Face 282 Wireframing 279 RabbitMQ 277 Swift 273 Ruby on Rails 266 Selenium 265 Juniper 264 ClickHouse 260 Perl 258 OKRs 258 Playwright 256 Smartsheet 250 Power Platform 250 Content marketing 242 WebSockets 240 Cassandra 232 Pulumi 228 Google Ads 228 Unreal Engine 226 Wireshark 223 PPC 222 After Effects 209 Flask 208 PCI DSS 208 Information architecture 208 Canva 206 SOAR 205 Copywriting 205 SageMaker 196 Marketo 194 Premiere Pro 193 Redux 192 Asana 189 Vertex AI 180 InDesign 177 Presto / Trino 174 NetSuite 174 Notion 172 Cypress 171 Tailwind CSS 164 Cloudflare 161 Hive 160 Jamf 158 Salesforce Marketing Cloud 155 Kinesis 153 Postman 149 Workday 147 pytest 146 Influencer marketing 146 Zapier 144 PHP 142 Jest 141 OSCP 140 Zendesk 132 monday.com 132 Shopify 131 SEM 129 WordPress 127 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 116 Cucumber 113 Verilog / VHDL 107 Jupyter 105 Meta Ads 105 SwiftUI 103 Neo4j 103 Unity 101 CapCut 100 Braze 99 SAS 96 XGBoost 95 WebGL 92 NestJS 92 SEO tools 91 Programmatic advertising 87 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 VBA 82 Social media tools 80 Informatica 79 Keras 78 Blender 78 Sketch 77 PCB design 76 D3.js 72 Looker Studio 72 Vite 71 Firebase 71 Affiliate marketing 71 Final Cut Pro 70 LinkedIn Ads 70 Flutter 69 Mixpanel 68 Three.js 67 Adobe Analytics 67 Airtable 67 Webflow 66 Webpack 62 Google Tag Manager 59 Iterable 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 52 Klaviyo 51 Objective-C 50 Miro 50 Elixir 48 UIKit 48 Storybook 47 Lua 44 Cinema 4D 44 Maya 44 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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