States
Alabama 448 Alaska 43 Arizona 625 Arkansas 440 California 15,329 Colorado 1,543 Connecticut 347 Delaware 130 District of Columbia 1,293 Florida 1,262 Georgia 1,059 Hawaii 134 Idaho 174 Illinois 1,821 Indiana 303 Iowa 280 Kansas 117 Kentucky 158 Louisiana 108 Maine 76 Maryland 1,648 Massachusetts 2,281 Michigan 690 Minnesota 395 Mississippi 92 Missouri 462 Montana 47 Nebraska 180 Nevada 200 New Hampshire 107 New Jersey 802 New Mexico 159 New York 6,669 North Carolina 1,167 North Dakota 74 Ohio 679 Oklahoma 187 Oregon 344 Pennsylvania 892 Rhode Island 90 South Carolina 197 South Dakota 58 Tennessee 281 Texas 3,600 Utah 456 Vermont 71 Virginia 3,697 Washington 2,739 West Virginia 75 Wisconsin 327 Wyoming 62
Cities
San Francisco Bay Area, CA 10,434 New York, NY 5,597 Washington, DC 3,606 Seattle, WA 2,121 Los Angeles, CA 2,049 Boston, MA 1,354 Austin, TX 1,179 Chicago, IL 1,132 Dallas–Fort Worth, TX 1,045 Denver, CO 793 Atlanta, GA 680 Raleigh–Durham, NC 476 San Diego, CA 426 Phoenix, AZ 355 Charlotte, NC 334 Houston, TX 252 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 171 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,264 Product Manager 3,282 Engineering Manager 2,107 Project Manager 1,912 Program Manager 1,910 Data Scientist 1,575 Machine Learning Engineer 1,512 Security Engineer 1,425 Marketing Manager 1,349 Full Stack Developer 1,192 AI Engineer 1,067 DevOps Engineer 1,061 Data Engineer 904 IT Support Specialist 851 Cybersecurity Analyst 837 Backend Developer 795 Systems Administrator 767 Site Reliability Engineer 720 Graphic Designer 697 Data Analyst 647 Product Marketing Manager 605 Mobile Developer 596 Network Engineer 569 Business Analyst 549 Product Designer 525 Content Writer 517 QA Engineer 494 Growth Marketing Manager 349 Frontend Developer 334 Cloud Engineer 307 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 199 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 170 Video Editor 105 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 60 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,833 Machine learning 9,085 Product roadmapping 8,535 AWS 8,249 CI/CD 7,586 SQL 6,200 Kubernetes 6,117 LLMs 5,712 AI agents 5,322 C++ 5,128 Linux 5,062 Java 5,022 Azure 4,875 Distributed systems 4,710 Agile 4,625 Docker 4,275 Google Cloud 4,089 Git 4,089 TypeScript 3,897 Go 3,841 React 3,564 Terraform 3,333 JavaScript 3,299 Go-to-market 2,821 REST APIs 2,750 Jira 2,674 Test automation 2,637 PostgreSQL 2,475 Generative AI 2,457 C 2,433 Product strategy 2,413 Microservices 2,392 Incident response 2,369 Bash 2,232 Positioning & messaging 2,148 Excel 2,039 GitHub 1,875 Embedded systems 1,869 Node.js 1,844 Rust 1,758 Stakeholder management 1,724 PyTorch 1,714 Kafka 1,703 IAM 1,618 CRM 1,618 CompTIA certifications 1,614 Product marketing 1,602 C# 1,597 Scrum 1,597 Spark 1,582 Computer vision 1,568 Cryptography 1,509 Ansible 1,501 GitLab 1,478 Firmware 1,474 Android 1,462 Market research 1,429 Data modeling 1,424 Jenkins 1,400 Deep learning 1,369 PRDs 1,356 iOS 1,330 RAG 1,320 Data warehousing 1,308 Design systems 1,275 Confluence 1,269 PMP 1,256 NoSQL 1,252 OpenAI API 1,220 ETL 1,211 NIST 1,195 Google Workspace 1,177 Firewalls 1,170 Vulnerability management 1,170 Salesforce 1,160 HTML 1,145 Grafana 1,119 CSS 1,078 Databricks 1,070 Competitive analysis 1,069 TCP/IP 1,068 Snowflake 1,067 Tableau 1,058 Kotlin 1,034 DNS / DHCP 1,029 PowerShell 997 Power BI 979 Prototyping 979 Angular 978 CISSP 970 Figma 964 User stories 958 MLOps 946 TensorFlow 945 Scala 939 Prometheus 924 GitHub Actions 891 Brand marketing 878 SAP 873 R 858 A/B testing 856 Active Directory 853 Spring Boot 850 NLP 844 Web accessibility (WCAG) 834 Prompt engineering 824 MySQL 818 Airflow 818 Zero Trust 811 Pricing strategy 802 Redis 792 Oracle 791 User research 791 Elasticsearch 788 Demand generation 772 Reinforcement learning 767 Unix 760 RTOS 755 SSO / SAML 753 Sales enablement 750 OAuth 746 Splunk 726 Routing & switching 717 GraphQL 713 ServiceNow 708 SOC 2 708 VPN 699 MongoDB 692 Vector databases 683 Datadog 677 SQL Server 660 ITIL 656 BigQuery 655 JUnit 646 Cisco 645 Helm 635 CUDA 629 SEO 629 .NET 627 SIEM 624 VMware 623 Microsoft 365 621 CCNA / CCNP 610 HIPAA 610 Technical writing 602 Serverless 594 gRPC 591 CloudFormation 585 Threat modeling 583 Ruby 579 Microsoft Project 569 Next.js 563 LangChain 562 MATLAB 551 dbt 539 Budget management 538 Adobe Creative Cloud 537 Product analytics 536 FedRAMP 533 Marketing automation 529 SAFe 528 Content strategy 526 Email marketing 519 Jetpack Compose 518 Penetration testing 508 SharePoint 507 ISO 27001 493 scikit-learn 490 pandas 485 GIAC certifications 483 Argo CD 475 CMS 475 EDR 444 macOS 442 Windows Server 441 Looker 438 DynamoDB 421 HubSpot 421 Six Sigma 415 ELK Stack 413 Vue.js 410 Typography 410 OpenTelemetry 402 FastAPI 395 Event marketing 394 Chef / Puppet 385 Hadoop 375 FPGA 375 Okta 370 Photoshop 370 Google Analytics 369 Load testing 364 React Native 363 Video editing 360 OpenShift 342 Paid social 341 Service mesh 336 NumPy 334 Illustrator 331 Account-based marketing 331 SAST / DAST 329 Django 326 Redshift 322 Flink 315 Intune / SCCM 314 CISM 302 Kanban 301 Blockchain 296 Wireframing 295 SD-WAN 288 GRC 285 OWASP 284 Hugging Face 283 Motion graphics 279 RabbitMQ 274 Swift 270 Selenium 267 Ruby on Rails 265 Perl 260 Juniper 256 ClickHouse 254 Playwright 254 Power Platform 250 OKRs 248 WebSockets 236 Cassandra 235 Smartsheet 235 Content marketing 235 Unreal Engine 232 Google Ads 223 Wireshark 221 Pulumi 219 Flask 217 PPC 216 After Effects 207 Information architecture 204 PCI DSS 202 Canva 201 Copywriting 200 SageMaker 199 Redux 192 SOAR 192 Asana 192 Marketo 187 Premiere Pro 186 Vertex AI 182 InDesign 178 Notion 178 Tailwind CSS 177 Presto / Trino 172 Cypress 169 NetSuite 169 Hive 163 Kinesis 156 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 150 Workday 149 Postman 147 Influencer marketing 146 PHP 145 pytest 144 Zapier 141 Jest 139 OSCP 137 Zendesk 133 monday.com 130 SEM 128 Shopify 128 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 120 Cucumber 111 Verilog / VHDL 106 Neo4j 105 SwiftUI 103 Meta Ads 103 Unity 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 89 Google Search Console 85 Sketch 84 Nginx 82 Social media tools 81 HashiCorp Vault 80 Blender 79 Keras 78 Airtable 78 Informatica 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Vite 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Mixpanel 65 Adobe Analytics 65 Flutter 64 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 49 Klaviyo 49 UIKit 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 38 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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