States
Alabama 441 Alaska 43 Arizona 630 Arkansas 379 California 15,159 Colorado 1,543 Connecticut 359 Delaware 129 District of Columbia 1,301 Florida 1,284 Georgia 1,069 Hawaii 132 Idaho 189 Illinois 1,828 Indiana 316 Iowa 286 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,641 Massachusetts 2,270 Michigan 706 Minnesota 400 Mississippi 93 Missouri 471 Montana 52 Nebraska 174 Nevada 196 New Hampshire 105 New Jersey 812 New Mexico 162 New York 6,587 North Carolina 1,202 North Dakota 77 Ohio 678 Oklahoma 190 Oregon 352 Pennsylvania 899 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 274 Texas 3,592 Utah 461 Vermont 76 Virginia 3,650 Washington 2,723 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,272 New York, NY 5,528 Washington, DC 3,573 Seattle, WA 2,106 Los Angeles, CA 2,012 Boston, MA 1,351 Austin, TX 1,173 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,038 Denver, CO 795 Atlanta, GA 681 Raleigh–Durham, NC 485 San Diego, CA 432 Charlotte, NC 360 Phoenix, AZ 358 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,171 Product Manager 3,265 Engineering Manager 2,098 Project Manager 1,929 Program Manager 1,883 Data Scientist 1,549 Machine Learning Engineer 1,504 Security Engineer 1,439 Marketing Manager 1,340 Full Stack Developer 1,192 AI Engineer 1,065 DevOps Engineer 1,043 Data Engineer 898 Cybersecurity Analyst 838 IT Support Specialist 831 Backend Developer 800 Systems Administrator 755 Site Reliability Engineer 725 Graphic Designer 699 Data Analyst 660 Product Marketing Manager 602 Mobile Developer 591 Business Analyst 568 Network Engineer 562 Product Designer 516 Content Writer 511 QA Engineer 502 Growth Marketing Manager 350 Frontend Developer 337 Cloud Engineer 304 UX Designer 242 PPC Specialist 216 Email Marketing Specialist 201 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 79 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,707 Machine learning 9,076 Product roadmapping 8,529 AWS 8,245 CI/CD 7,479 SQL 6,108 Kubernetes 6,039 LLMs 5,650 AI agents 5,250 C++ 5,074 Linux 5,023 Java 4,932 Azure 4,882 Distributed systems 4,699 Agile 4,617 Docker 4,220 Google Cloud 4,075 Git 3,979 TypeScript 3,859 Go 3,823 React 3,540 Terraform 3,301 JavaScript 3,218 Go-to-market 2,808 REST APIs 2,679 Jira 2,659 Test automation 2,593 PostgreSQL 2,456 C 2,425 Generative AI 2,412 Product strategy 2,384 Microservices 2,373 Incident response 2,368 Bash 2,195 Positioning & messaging 2,141 Excel 2,030 Embedded systems 1,878 GitHub 1,843 Node.js 1,822 Stakeholder management 1,766 Rust 1,719 PyTorch 1,704 Kafka 1,693 CRM 1,643 Product marketing 1,600 IAM 1,589 Scrum 1,589 CompTIA certifications 1,581 Spark 1,561 C# 1,555 Computer vision 1,554 Cryptography 1,498 Ansible 1,477 GitLab 1,465 Firmware 1,461 Data modeling 1,443 Market research 1,423 Android 1,414 Deep learning 1,361 Jenkins 1,342 PRDs 1,336 RAG 1,325 Data warehousing 1,320 iOS 1,304 PMP 1,268 Design systems 1,258 Confluence 1,244 NoSQL 1,238 ETL 1,217 OpenAI API 1,207 NIST 1,183 Vulnerability management 1,179 Salesforce 1,175 Google Workspace 1,162 Firewalls 1,148 HTML 1,131 Databricks 1,085 Grafana 1,084 Competitive analysis 1,079 Snowflake 1,074 TCP/IP 1,066 CSS 1,060 Tableau 1,030 Kotlin 1,012 DNS / DHCP 1,001 PowerShell 989 Power BI 977 CISSP 977 Angular 975 Prototyping 963 Figma 958 MLOps 945 TensorFlow 934 Scala 922 User stories 918 Prometheus 906 GitHub Actions 875 SAP 874 Brand marketing 874 R 852 Web accessibility (WCAG) 841 Prompt engineering 840 Active Directory 839 NLP 837 A/B testing 835 Spring Boot 815 Airflow 803 Zero Trust 803 User research 796 Redis 795 MySQL 786 Pricing strategy 782 Demand generation 779 Elasticsearch 777 Oracle 768 Sales enablement 768 RTOS 760 Reinforcement learning 759 Unix 757 SSO / SAML 731 OAuth 729 GraphQL 715 SOC 2 715 Routing & switching 711 Splunk 700 Vector databases 695 ServiceNow 690 VPN 690 MongoDB 684 Datadog 675 SQL Server 656 ITIL 649 SIEM 642 Cisco 639 CUDA 632 SEO 630 .NET 629 BigQuery 624 Helm 623 VMware 617 Microsoft 365 617 JUnit 615 HIPAA 609 CCNA / CCNP 608 Serverless 595 Technical writing 590 gRPC 586 Threat modeling 586 Microsoft Project 580 CloudFormation 579 Ruby 565 Next.js 559 LangChain 559 FedRAMP 548 MATLAB 543 dbt 541 SAFe 534 Budget management 534 Adobe Creative Cloud 532 Content strategy 530 Marketing automation 529 Product analytics 526 Email marketing 522 Jetpack Compose 513 Penetration testing 503 SharePoint 499 GIAC certifications 496 ISO 27001 485 scikit-learn 481 CMS 475 pandas 469 Argo CD 465 EDR 456 Windows Server 441 macOS 438 Looker 431 HubSpot 426 DynamoDB 422 Vue.js 413 Event marketing 409 Six Sigma 406 ELK Stack 405 Typography 405 FastAPI 391 Chef / Puppet 388 OpenTelemetry 385 FPGA 374 Google Analytics 370 Photoshop 370 Video editing 353 React Native 352 Okta 351 Load testing 350 Hadoop 348 SAST / DAST 341 Django 336 Paid social 335 OpenShift 332 NumPy 331 Illustrator 329 Account-based marketing 329 Service mesh 324 Redshift 316 Flink 306 Blockchain 302 Intune / SCCM 297 CISM 297 Kanban 296 SD-WAN 287 Hugging Face 285 OWASP 284 RabbitMQ 274 GRC 274 Wireframing 274 Motion graphics 274 Perl 266 Swift 259 Juniper 257 ClickHouse 252 Ruby on Rails 251 OKRs 251 Selenium 249 Playwright 249 Smartsheet 245 Content marketing 240 Power Platform 240 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 220 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 PCI DSS 200 SOAR 199 Canva 198 Asana 195 Marketo 193 Redux 190 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 168 Cypress 163 Kinesis 156 Cloudflare 156 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 145 OSCP 145 Zapier 142 Postman 141 pytest 138 Zendesk 135 SEM 133 Jest 128 Shopify 126 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 114 jQuery 111 Verilog / VHDL 111 Cucumber 103 monday.com 103 Neo4j 101 Jupyter 100 SwiftUI 99 Fivetran 98 CapCut 98 Unity 98 Meta Ads 98 XGBoost 95 Braze 94 WebGL 90 SEO tools 90 NestJS 89 SAS 89 Programmatic advertising 89 Nginx 87 Google Search Console 87 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 68 Three.js 66 Affiliate marketing 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 47 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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