States
Alabama 445 Alaska 44 Arizona 639 Arkansas 443 California 15,323 Colorado 1,552 Connecticut 354 Delaware 129 District of Columbia 1,293 Florida 1,272 Georgia 1,074 Hawaii 135 Idaho 183 Illinois 1,835 Indiana 310 Iowa 287 Kansas 118 Kentucky 157 Louisiana 109 Maine 81 Maryland 1,639 Massachusetts 2,265 Michigan 690 Minnesota 393 Mississippi 92 Missouri 483 Montana 49 Nebraska 180 Nevada 200 New Hampshire 103 New Jersey 812 New Mexico 162 New York 6,648 North Carolina 1,197 North Dakota 75 Ohio 679 Oklahoma 190 Oregon 350 Pennsylvania 899 Rhode Island 93 South Carolina 202 South Dakota 59 Tennessee 280 Texas 3,607 Utah 460 Vermont 73 Virginia 3,683 Washington 2,741 West Virginia 76 Wisconsin 336 Wyoming 63
Cities
San Francisco Bay Area, CA 10,424 New York, NY 5,571 Washington, DC 3,602 Seattle, WA 2,127 Los Angeles, CA 2,028 Boston, MA 1,353 Austin, TX 1,182 Chicago, IL 1,145 Dallas–Fort Worth, TX 1,049 Denver, CO 802 Atlanta, GA 687 Raleigh–Durham, NC 480 San Diego, CA 432 Phoenix, AZ 363 Charlotte, NC 357 Houston, TX 256 Pittsburgh, PA 225 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 147 Minneapolis, MN 121 Baltimore, MD 101 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,290 Product Manager 3,311 Engineering Manager 2,114 Project Manager 1,923 Program Manager 1,892 Data Scientist 1,577 Machine Learning Engineer 1,509 Security Engineer 1,427 Marketing Manager 1,366 Full Stack Developer 1,198 AI Engineer 1,063 DevOps Engineer 1,049 Data Engineer 907 Cybersecurity Analyst 843 IT Support Specialist 840 Backend Developer 801 Systems Administrator 756 Site Reliability Engineer 721 Graphic Designer 701 Data Analyst 667 Product Marketing Manager 604 Mobile Developer 593 Network Engineer 573 Business Analyst 556 Product Designer 527 Content Writer 517 QA Engineer 501 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 247 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 173 Community Manager 171 Video Editor 103 Brand Manager 96 Creative Director 87 SEO Specialist 79 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 70 BI Developer 60 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,856 Machine learning 9,128 Product roadmapping 8,569 AWS 8,272 CI/CD 7,600 SQL 6,226 Kubernetes 6,120 LLMs 5,700 AI agents 5,341 C++ 5,120 Linux 5,052 Java 5,043 Azure 4,900 Distributed systems 4,712 Agile 4,657 Docker 4,289 Google Cloud 4,105 Git 4,082 TypeScript 3,899 Go 3,842 React 3,584 Terraform 3,328 JavaScript 3,302 Go-to-market 2,836 REST APIs 2,777 Jira 2,691 Test automation 2,646 PostgreSQL 2,482 Generative AI 2,470 C 2,432 Product strategy 2,419 Microservices 2,412 Incident response 2,382 Bash 2,229 Positioning & messaging 2,160 Excel 2,044 GitHub 1,891 Embedded systems 1,872 Node.js 1,839 Rust 1,750 Stakeholder management 1,734 Kafka 1,721 PyTorch 1,721 CRM 1,634 IAM 1,623 Product marketing 1,620 CompTIA certifications 1,608 Scrum 1,601 C# 1,598 Spark 1,597 Computer vision 1,563 Cryptography 1,509 Ansible 1,496 Firmware 1,463 GitLab 1,461 Android 1,451 Data modeling 1,437 Market research 1,429 Jenkins 1,389 PRDs 1,375 Deep learning 1,373 RAG 1,337 iOS 1,324 Data warehousing 1,324 Design systems 1,289 Confluence 1,270 PMP 1,263 NoSQL 1,256 ETL 1,219 OpenAI API 1,215 NIST 1,198 Vulnerability management 1,171 Google Workspace 1,169 Firewalls 1,166 Salesforce 1,166 HTML 1,150 Grafana 1,118 Databricks 1,087 CSS 1,083 Snowflake 1,083 Competitive analysis 1,079 TCP/IP 1,076 Tableau 1,056 Kotlin 1,028 DNS / DHCP 1,012 PowerShell 987 Power BI 986 Prototyping 981 Angular 979 Figma 976 CISSP 974 User stories 972 MLOps 950 TensorFlow 947 Scala 936 Prometheus 928 Brand marketing 889 GitHub Actions 883 SAP 880 A/B testing 864 R 857 Spring Boot 852 NLP 843 Active Directory 842 Web accessibility (WCAG) 831 Prompt engineering 831 Airflow 820 MySQL 816 Zero Trust 806 User research 805 Pricing strategy 801 Redis 795 Oracle 786 Elasticsearch 785 Demand generation 779 Unix 757 Reinforcement learning 756 RTOS 754 Sales enablement 754 SSO / SAML 750 OAuth 747 Splunk 732 GraphQL 728 Routing & switching 718 SOC 2 710 Vector databases 699 ServiceNow 697 VPN 694 MongoDB 685 Datadog 679 SQL Server 667 BigQuery 650 ITIL 649 JUnit 649 Cisco 647 CUDA 644 Helm 634 SEO 633 SIEM 629 VMware 619 .NET 618 CCNA / CCNP 618 Microsoft 365 614 HIPAA 608 Technical writing 605 gRPC 599 Serverless 591 CloudFormation 587 Threat modeling 585 Ruby 578 Microsoft Project 569 Next.js 567 LangChain 567 MATLAB 550 Budget management 546 Product analytics 540 FedRAMP 539 Adobe Creative Cloud 539 dbt 538 Content strategy 538 Marketing automation 533 SAFe 531 Email marketing 522 Jetpack Compose 518 Penetration testing 503 SharePoint 503 scikit-learn 492 ISO 27001 490 GIAC certifications 486 pandas 482 CMS 482 Argo CD 472 EDR 454 Windows Server 439 Looker 438 macOS 434 HubSpot 429 DynamoDB 425 Typography 416 Vue.js 411 Six Sigma 411 ELK Stack 410 Event marketing 404 FastAPI 402 OpenTelemetry 398 Chef / Puppet 387 Hadoop 373 Google Analytics 373 Photoshop 372 FPGA 371 Load testing 364 React Native 362 Okta 362 Video editing 362 Paid social 344 OpenShift 340 Service mesh 335 Account-based marketing 335 NumPy 334 SAST / DAST 331 Illustrator 331 Django 325 Redshift 322 Flink 319 CISM 309 Kanban 305 Intune / SCCM 302 Blockchain 302 Wireframing 291 SD-WAN 289 Hugging Face 284 GRC 283 Motion graphics 283 OWASP 282 RabbitMQ 276 Swift 269 Selenium 269 Perl 265 Ruby on Rails 263 ClickHouse 260 Juniper 257 Playwright 254 OKRs 253 Power Platform 244 Content marketing 242 Smartsheet 239 WebSockets 238 Cassandra 237 Unreal Engine 234 Google Ads 223 Wireshark 220 PPC 220 Flask 219 Pulumi 217 After Effects 209 Copywriting 207 Information architecture 206 SageMaker 203 PCI DSS 203 Canva 200 Redux 197 Asana 194 SOAR 193 Marketo 190 Premiere Pro 185 InDesign 182 Notion 179 Vertex AI 177 Tailwind CSS 176 Presto / Trino 169 Cypress 169 NetSuite 167 Hive 161 Kinesis 159 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 152 Jamf 151 PHP 148 Influencer marketing 148 Workday 145 Jest 142 pytest 141 Zapier 140 OSCP 139 SEM 134 Zendesk 133 monday.com 130 Shopify 128 WordPress 125 Conversion rate optimization 122 New Relic 119 Amplitude 115 jQuery 114 Cucumber 109 Verilog / VHDL 107 SwiftUI 104 Neo4j 104 Unity 104 Meta Ads 102 Jupyter 99 CapCut 99 XGBoost 97 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Nginx 88 Google Search Console 86 Social media tools 85 Sketch 84 HashiCorp Vault 81 Blender 80 Airtable 80 Keras 78 Informatica 77 D3.js 75 PCB design 74 Looker Studio 72 Vite 70 Three.js 69 Webflow 69 LinkedIn Ads 69 Firebase 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 66 Final Cut Pro 65 Flutter 63 Webpack 61 Iterable 59 Svelte 58 Google Tag Manager 56 Qlik 55 Elixir 53 Citrix 53 Storybook 51 DaVinci Resolve 51 Miro 50 Klaviyo 50 Maya 49 UIKit 48 Appium 46 Objective-C 45 Cinema 4D 44 Sass 43 Lua 42 Adobe XD 35 Xcode 34 Markdown 34 Haskell 31 Express.js 31 TikTok Ads 30 Dart 29 Trello 29 TestRail 27 Mailchimp 27 Alteryx 26 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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