States
Alabama 442 Alaska 43 Arizona 629 Arkansas 378 California 15,154 Colorado 1,537 Connecticut 358 Delaware 128 District of Columbia 1,300 Florida 1,283 Georgia 1,069 Hawaii 132 Idaho 189 Illinois 1,828 Indiana 315 Iowa 286 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,642 Massachusetts 2,267 Michigan 706 Minnesota 400 Mississippi 93 Missouri 470 Montana 52 Nebraska 174 Nevada 196 New Hampshire 105 New Jersey 811 New Mexico 159 New York 6,585 North Carolina 1,201 North Dakota 77 Ohio 677 Oklahoma 190 Oregon 351 Pennsylvania 898 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 273 Texas 3,592 Utah 461 Vermont 76 Virginia 3,647 Washington 2,720 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,276 New York, NY 5,526 Washington, DC 3,571 Seattle, WA 2,103 Los Angeles, CA 2,005 Boston, MA 1,348 Austin, TX 1,173 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,038 Denver, CO 792 Atlanta, GA 681 Raleigh–Durham, NC 484 San Diego, CA 430 Charlotte, NC 360 Phoenix, AZ 357 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,167 Product Manager 3,264 Engineering Manager 2,098 Project Manager 1,928 Program Manager 1,880 Data Scientist 1,548 Machine Learning Engineer 1,505 Security Engineer 1,435 Marketing Manager 1,340 Full Stack Developer 1,192 AI Engineer 1,063 DevOps Engineer 1,042 Data Engineer 899 Cybersecurity Analyst 838 IT Support Specialist 830 Backend Developer 801 Systems Administrator 753 Site Reliability Engineer 723 Graphic Designer 699 Data Analyst 660 Product Marketing Manager 604 Mobile Developer 591 Business Analyst 567 Network Engineer 562 Product Designer 516 Content Writer 511 QA Engineer 500 Growth Marketing Manager 350 Frontend Developer 336 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 78 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 14,694 Machine learning 9,073 Product roadmapping 8,523 AWS 8,234 CI/CD 7,468 SQL 6,104 Kubernetes 6,031 LLMs 5,649 AI agents 5,248 C++ 5,070 Linux 5,018 Java 4,921 Azure 4,873 Distributed systems 4,699 Agile 4,614 Docker 4,213 Google Cloud 4,070 Git 3,970 TypeScript 3,860 Go 3,819 React 3,539 Terraform 3,300 JavaScript 3,214 Go-to-market 2,808 REST APIs 2,673 Jira 2,657 Test automation 2,590 PostgreSQL 2,455 C 2,424 Generative AI 2,410 Product strategy 2,384 Microservices 2,368 Incident response 2,364 Bash 2,192 Positioning & messaging 2,142 Excel 2,030 Embedded systems 1,877 GitHub 1,842 Node.js 1,822 Stakeholder management 1,764 Rust 1,723 PyTorch 1,702 Kafka 1,689 CRM 1,644 Product marketing 1,601 IAM 1,589 Scrum 1,588 CompTIA certifications 1,579 Spark 1,559 C# 1,554 Computer vision 1,554 Cryptography 1,497 Ansible 1,475 GitLab 1,464 Firmware 1,460 Data modeling 1,442 Market research 1,423 Android 1,415 Deep learning 1,360 PRDs 1,335 Jenkins 1,334 RAG 1,324 Data warehousing 1,318 iOS 1,305 PMP 1,267 Design systems 1,258 Confluence 1,244 NoSQL 1,233 ETL 1,215 OpenAI API 1,206 NIST 1,182 Vulnerability management 1,178 Salesforce 1,173 Google Workspace 1,163 Firewalls 1,148 HTML 1,129 Grafana 1,085 Databricks 1,082 Competitive analysis 1,080 Snowflake 1,074 TCP/IP 1,066 CSS 1,059 Tableau 1,028 Kotlin 1,011 DNS / DHCP 1,001 PowerShell 987 CISSP 977 Power BI 976 Angular 974 Prototyping 964 Figma 958 MLOps 943 TensorFlow 931 Scala 922 User stories 918 Prometheus 906 GitHub Actions 875 Brand marketing 874 SAP 873 R 852 Web accessibility (WCAG) 840 Prompt engineering 840 Active Directory 838 NLP 837 A/B testing 834 Spring Boot 811 Zero Trust 803 Airflow 801 User research 796 Redis 792 MySQL 784 Pricing strategy 783 Demand generation 779 Elasticsearch 775 Sales enablement 768 Oracle 766 RTOS 758 Reinforcement learning 757 Unix 755 SSO / SAML 730 OAuth 729 GraphQL 716 SOC 2 713 Routing & switching 710 Splunk 698 Vector databases 694 VPN 690 ServiceNow 689 MongoDB 678 Datadog 674 SQL Server 654 ITIL 649 SIEM 642 Cisco 638 CUDA 632 SEO 629 .NET 628 BigQuery 623 Helm 623 Microsoft 365 616 VMware 615 JUnit 614 CCNA / CCNP 608 HIPAA 606 Serverless 595 Technical writing 590 gRPC 586 Threat modeling 586 CloudFormation 579 Microsoft Project 578 Ruby 567 Next.js 559 LangChain 559 FedRAMP 545 MATLAB 543 dbt 540 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 504 SharePoint 498 GIAC certifications 496 ISO 27001 484 scikit-learn 480 CMS 474 pandas 468 Argo CD 465 EDR 456 Windows Server 440 macOS 438 Looker 431 HubSpot 425 DynamoDB 421 Vue.js 412 Event marketing 409 Six Sigma 406 ELK Stack 405 Typography 405 FastAPI 390 Chef / Puppet 388 OpenTelemetry 386 FPGA 372 Google Analytics 370 Photoshop 370 Video editing 353 React Native 352 Okta 350 Load testing 349 Hadoop 347 SAST / DAST 341 Django 336 Paid social 335 OpenShift 331 NumPy 330 Illustrator 329 Account-based marketing 329 Service mesh 324 Redshift 316 Flink 305 Blockchain 302 Intune / SCCM 297 CISM 297 Kanban 296 SD-WAN 287 Hugging Face 285 OWASP 284 RabbitMQ 274 Wireframing 274 Motion graphics 274 GRC 273 Perl 266 Swift 258 Juniper 257 Ruby on Rails 253 ClickHouse 252 OKRs 251 Selenium 249 Playwright 248 Smartsheet 244 Content marketing 240 Power Platform 240 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 219 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 PCI DSS 200 SOAR 199 SageMaker 198 Canva 198 Asana 194 Marketo 192 Redux 190 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 168 Cypress 163 Cloudflare 157 Kinesis 155 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 Hive 145 OSCP 145 PHP 144 Zapier 142 Postman 140 pytest 138 Zendesk 135 SEM 133 Jest 128 Shopify 126 WordPress 124 Conversion rate optimization 117 New Relic 115 Amplitude 114 Verilog / VHDL 111 jQuery 108 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 NestJS 89 SAS 89 Programmatic advertising 89 SEO tools 89 Nginx 86 Google Search Console 86 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 53 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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