States
Alabama 441 Alaska 42 Arizona 646 Arkansas 434 California 15,517 Colorado 1,549 Connecticut 340 Delaware 137 District of Columbia 1,321 Florida 1,296 Georgia 1,079 Hawaii 138 Idaho 184 Illinois 1,856 Indiana 300 Iowa 276 Kansas 117 Kentucky 164 Louisiana 110 Maine 88 Maryland 1,660 Massachusetts 2,284 Michigan 690 Minnesota 410 Mississippi 95 Missouri 491 Montana 49 Nebraska 187 Nevada 200 New Hampshire 113 New Jersey 813 New Mexico 163 New York 6,748 North Carolina 1,172 North Dakota 71 Ohio 695 Oklahoma 186 Oregon 361 Pennsylvania 885 Rhode Island 92 South Carolina 201 South Dakota 61 Tennessee 283 Texas 3,700 Utah 471 Vermont 71 Virginia 3,696 Washington 2,780 West Virginia 74 Wisconsin 330 Wyoming 59
Cities
San Francisco Bay Area, CA 10,542 New York, NY 5,665 Washington, DC 3,637 Seattle, WA 2,155 Los Angeles, CA 2,086 Boston, MA 1,345 Austin, TX 1,210 Chicago, IL 1,164 Dallas–Fort Worth, TX 1,079 Denver, CO 788 Atlanta, GA 704 Raleigh–Durham, NC 472 San Diego, CA 429 Phoenix, AZ 371 Charlotte, NC 346 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 166 Detroit, MI 143 Minneapolis, MN 130 Baltimore, MD 109 Nashville, TN 61 Portland, OR 28
Role
Software Engineer 11,232 Product Manager 3,331 Engineering Manager 2,119 Project Manager 1,948 Program Manager 1,940 Data Scientist 1,550 Machine Learning Engineer 1,518 Security Engineer 1,454 Marketing Manager 1,384 Full Stack Developer 1,202 AI Engineer 1,088 DevOps Engineer 1,069 Data Engineer 890 Cybersecurity Analyst 862 IT Support Specialist 858 Backend Developer 783 Systems Administrator 775 Site Reliability Engineer 725 Graphic Designer 705 Data Analyst 647 Product Marketing Manager 633 Mobile Developer 599 Network Engineer 569 Business Analyst 558 Product Designer 537 Content Writer 525 QA Engineer 499 Growth Marketing Manager 347 Frontend Developer 336 Cloud Engineer 303 UX Designer 244 PPC Specialist 220 Email Marketing Specialist 208 Social Media Manager 198 Digital Marketing Specialist 182 Marketing Analyst 173 Community Manager 173 Video Editor 104 Creative Director 94 Brand Manager 91 SEO Specialist 79 Content Creator 79 Scrum Master 74 Influencer Marketing Manager 65 BI Developer 64 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,875 Machine learning 9,079 Product roadmapping 8,641 AWS 8,224 CI/CD 7,643 SQL 6,202 Kubernetes 6,132 LLMs 5,770 AI agents 5,404 C++ 5,132 Linux 5,107 Java 5,043 Azure 4,884 Distributed systems 4,770 Agile 4,638 Docker 4,291 Google Cloud 4,093 Git 4,091 TypeScript 3,881 Go 3,877 React 3,574 Terraform 3,325 JavaScript 3,302 Go-to-market 2,925 REST APIs 2,763 Jira 2,706 Test automation 2,641 PostgreSQL 2,459 Generative AI 2,457 C 2,452 Incident response 2,426 Product strategy 2,409 Microservices 2,396 Bash 2,287 Positioning & messaging 2,198 Excel 2,053 GitHub 1,912 Embedded systems 1,870 Node.js 1,852 Rust 1,755 Stakeholder management 1,727 PyTorch 1,726 Kafka 1,705 CRM 1,641 IAM 1,634 Product marketing 1,631 CompTIA certifications 1,623 C# 1,599 Scrum 1,578 Computer vision 1,564 Spark 1,561 Ansible 1,535 Cryptography 1,531 GitLab 1,505 Firmware 1,495 Android 1,467 Market research 1,450 Jenkins 1,409 Data modeling 1,407 Deep learning 1,378 PRDs 1,365 RAG 1,350 iOS 1,343 Data warehousing 1,319 PMP 1,303 Confluence 1,284 Design systems 1,277 NoSQL 1,254 OpenAI API 1,242 ETL 1,218 NIST 1,207 Vulnerability management 1,189 Firewalls 1,182 Salesforce 1,169 Google Workspace 1,159 Grafana 1,131 HTML 1,125 Competitive analysis 1,093 Snowflake 1,084 TCP/IP 1,082 Databricks 1,078 DNS / DHCP 1,060 Tableau 1,050 Kotlin 1,046 CSS 1,046 PowerShell 1,027 Angular 990 Power BI 990 Prototyping 980 CISSP 979 User stories 977 Figma 968 Scala 952 Prometheus 944 MLOps 928 TensorFlow 924 GitHub Actions 894 Brand marketing 894 SAP 889 A/B testing 870 Active Directory 861 Prompt engineering 830 Pricing strategy 829 Spring Boot 827 MySQL 827 NLP 825 R 824 Web accessibility (WCAG) 814 Zero Trust 809 Airflow 803 Oracle 798 Redis 788 Elasticsearch 787 Reinforcement learning 777 OAuth 776 Unix 775 Demand generation 773 Sales enablement 772 User research 771 SSO / SAML 757 RTOS 757 Splunk 749 Routing & switching 734 SOC 2 724 ServiceNow 715 GraphQL 706 VPN 698 MongoDB 697 Datadog 690 Vector databases 685 SQL Server 673 Cisco 655 JUnit 650 BigQuery 648 ITIL 647 .NET 639 CUDA 636 Helm 636 SIEM 633 VMware 623 Microsoft 365 623 Technical writing 622 SEO 620 HIPAA 617 CCNA / CCNP 615 Threat modeling 608 Serverless 596 gRPC 593 Ruby 583 Microsoft Project 578 CloudFormation 573 LangChain 567 Next.js 560 Budget management 556 Adobe Creative Cloud 553 Marketing automation 548 MATLAB 542 FedRAMP 541 Product analytics 538 SAFe 537 dbt 528 Jetpack Compose 522 Content strategy 520 Penetration testing 519 SharePoint 519 Email marketing 513 ISO 27001 499 GIAC certifications 491 Argo CD 481 pandas 471 CMS 469 scikit-learn 463 macOS 454 Windows Server 447 EDR 447 HubSpot 433 Six Sigma 428 Vue.js 422 ELK Stack 420 OpenTelemetry 420 Looker 417 Typography 416 FastAPI 407 DynamoDB 404 Chef / Puppet 395 Event marketing 394 Photoshop 373 Google Analytics 370 Okta 369 Video editing 367 Hadoop 366 FPGA 366 React Native 360 Load testing 359 OpenShift 337 Paid social 337 Illustrator 336 SAST / DAST 333 Account-based marketing 332 NumPy 327 Service mesh 325 Flink 323 Django 322 Intune / SCCM 321 Redshift 314 CISM 308 OWASP 294 Kanban 294 Blockchain 292 SD-WAN 291 GRC 290 Hugging Face 283 Wireframing 283 Motion graphics 282 RabbitMQ 276 Swift 272 Ruby on Rails 266 Selenium 265 Juniper 259 ClickHouse 258 Perl 257 OKRs 255 Playwright 254 Smartsheet 245 Power Platform 245 WebSockets 242 Content marketing 240 Cassandra 229 Google Ads 227 Pulumi 224 Wireshark 220 Unreal Engine 220 PPC 218 Flask 211 PCI DSS 208 Information architecture 208 After Effects 206 Copywriting 206 SOAR 204 Canva 203 SageMaker 196 Marketo 195 Redux 191 Premiere Pro 190 Asana 188 Vertex AI 180 Presto / Trino 175 InDesign 175 NetSuite 175 Notion 174 Cypress 169 Tailwind CSS 166 Hive 161 Cloudflare 159 Jamf 159 Salesforce Marketing Cloud 156 Kinesis 151 Postman 151 Influencer marketing 147 Workday 147 pytest 146 Zapier 145 PHP 140 OSCP 138 Jest 138 Shopify 132 Zendesk 131 monday.com 130 SEM 128 WordPress 125 Amplitude 120 New Relic 118 Conversion rate optimization 118 jQuery 116 Cucumber 114 Verilog / VHDL 106 SwiftUI 105 Meta Ads 105 Neo4j 104 Jupyter 104 CapCut 101 Braze 99 Unity 98 XGBoost 96 SAS 93 WebGL 92 NestJS 90 Fivetran 87 Programmatic advertising 87 Nginx 85 HashiCorp Vault 85 SEO tools 85 VBA 83 Google Search Console 81 Social media tools 80 Informatica 78 Sketch 78 Keras 77 Blender 76 PCB design 76 D3.js 74 Firebase 73 Vite 71 Looker Studio 71 Final Cut Pro 70 LinkedIn Ads 70 Affiliate marketing 70 Mixpanel 68 Airtable 68 Three.js 67 Flutter 67 Webflow 67 Adobe Analytics 65 Webpack 63 Google Tag Manager 59 Svelte 57 Iterable 57 Qlik 55 DaVinci Resolve 54 Citrix 51 Klaviyo 51 Objective-C 50 Miro 49 Elixir 48 Storybook 48 UIKit 48 Maya 44 Appium 43 Lua 42 Cinema 4D 42 Sass 40 Markdown 37 Haskell 33 Express.js 31 Xcode 31 Adobe XD 30 Trello 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 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 4
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