States
Alabama 443 Alaska 43 Arizona 636 Arkansas 443 California 15,290 Colorado 1,541 Connecticut 353 Delaware 130 District of Columbia 1,292 Florida 1,268 Georgia 1,070 Hawaii 133 Idaho 183 Illinois 1,827 Indiana 311 Iowa 289 Kansas 118 Kentucky 157 Louisiana 108 Maine 81 Maryland 1,646 Massachusetts 2,269 Michigan 690 Minnesota 391 Mississippi 93 Missouri 467 Montana 48 Nebraska 180 Nevada 198 New Hampshire 105 New Jersey 812 New Mexico 158 New York 6,650 North Carolina 1,195 North Dakota 75 Ohio 679 Oklahoma 191 Oregon 346 Pennsylvania 904 Rhode Island 93 South Carolina 202 South Dakota 59 Tennessee 279 Texas 3,591 Utah 456 Vermont 73 Virginia 3,681 Washington 2,731 West Virginia 76 Wisconsin 334 Wyoming 63
Cities
San Francisco Bay Area, CA 10,403 New York, NY 5,576 Washington, DC 3,604 Seattle, WA 2,118 Los Angeles, CA 2,020 Boston, MA 1,351 Austin, TX 1,179 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,037 Denver, CO 795 Atlanta, GA 689 Raleigh–Durham, NC 481 San Diego, CA 432 Phoenix, AZ 363 Charlotte, NC 352 Houston, TX 254 Pittsburgh, PA 226 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 122 Baltimore, MD 103 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,262 Product Manager 3,300 Engineering Manager 2,106 Project Manager 1,920 Program Manager 1,897 Data Scientist 1,575 Machine Learning Engineer 1,508 Security Engineer 1,422 Marketing Manager 1,370 Full Stack Developer 1,196 AI Engineer 1,064 DevOps Engineer 1,060 Data Engineer 899 Cybersecurity Analyst 844 IT Support Specialist 842 Backend Developer 798 Systems Administrator 758 Site Reliability Engineer 719 Graphic Designer 698 Data Analyst 663 Product Marketing Manager 605 Mobile Developer 592 Network Engineer 567 Business Analyst 550 Product Designer 526 Content Writer 514 QA Engineer 498 Growth Marketing Manager 349 Frontend Developer 339 Cloud Engineer 314 UX Designer 247 PPC Specialist 221 Email Marketing Specialist 204 Social Media Manager 203 Digital Marketing Specialist 184 Marketing Analyst 172 Community Manager 171 Video Editor 104 Brand Manager 96 Creative Director 85 SEO Specialist 79 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 69 BI Developer 61 Web Developer 49 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 29 Animator 24 UI Designer 21 Web Designer 16
Skills
Python 14,814 Machine learning 9,096 Product roadmapping 8,547 AWS 8,241 CI/CD 7,584 SQL 6,210 Kubernetes 6,116 LLMs 5,683 AI agents 5,315 C++ 5,110 Linux 5,048 Java 5,022 Azure 4,878 Distributed systems 4,699 Agile 4,629 Docker 4,278 Google Cloud 4,084 Git 4,065 TypeScript 3,893 Go 3,836 React 3,563 Terraform 3,331 JavaScript 3,298 Go-to-market 2,826 REST APIs 2,754 Jira 2,684 Test automation 2,629 PostgreSQL 2,475 Generative AI 2,467 C 2,427 Product strategy 2,413 Microservices 2,398 Incident response 2,379 Bash 2,228 Positioning & messaging 2,159 Excel 2,046 GitHub 1,885 Embedded systems 1,865 Node.js 1,846 Rust 1,755 Stakeholder management 1,730 PyTorch 1,720 Kafka 1,716 CRM 1,625 IAM 1,617 Product marketing 1,615 CompTIA certifications 1,608 Scrum 1,598 C# 1,591 Spark 1,590 Computer vision 1,561 Ansible 1,496 Cryptography 1,495 Firmware 1,465 GitLab 1,464 Android 1,455 Market research 1,433 Data modeling 1,428 Jenkins 1,394 Deep learning 1,371 PRDs 1,362 iOS 1,327 RAG 1,324 Data warehousing 1,317 Design systems 1,282 Confluence 1,271 PMP 1,260 NoSQL 1,255 ETL 1,211 OpenAI API 1,209 NIST 1,194 Google Workspace 1,173 Vulnerability management 1,169 Firewalls 1,167 Salesforce 1,162 HTML 1,144 Grafana 1,118 Competitive analysis 1,082 CSS 1,077 Snowflake 1,076 Databricks 1,075 TCP/IP 1,075 Tableau 1,058 Kotlin 1,025 DNS / DHCP 1,010 PowerShell 993 Power BI 984 Angular 978 Prototyping 978 CISSP 971 User stories 970 Figma 968 TensorFlow 946 MLOps 942 Scala 938 Prometheus 926 GitHub Actions 885 Brand marketing 885 SAP 883 R 859 A/B testing 858 Spring Boot 840 Active Directory 839 NLP 837 Web accessibility (WCAG) 832 Prompt engineering 823 Airflow 815 MySQL 814 Zero Trust 809 User research 804 Pricing strategy 795 Redis 793 Oracle 789 Elasticsearch 786 Demand generation 775 Unix 757 Reinforcement learning 756 Sales enablement 753 SSO / SAML 751 RTOS 748 OAuth 743 Splunk 733 GraphQL 729 Routing & switching 715 SOC 2 704 ServiceNow 702 VPN 691 Vector databases 690 MongoDB 683 Datadog 675 SQL Server 659 BigQuery 651 ITIL 651 Cisco 644 JUnit 644 CUDA 641 Helm 636 SEO 628 SIEM 626 .NET 620 VMware 620 CCNA / CCNP 613 Microsoft 365 608 Technical writing 607 HIPAA 602 Serverless 596 gRPC 593 CloudFormation 591 Threat modeling 580 Ruby 579 Microsoft Project 576 Next.js 565 LangChain 563 MATLAB 552 Budget management 548 Product analytics 538 Content strategy 537 dbt 535 Adobe Creative Cloud 535 FedRAMP 531 Marketing automation 528 SAFe 525 Email marketing 520 Jetpack Compose 518 SharePoint 497 Penetration testing 495 scikit-learn 489 ISO 27001 484 pandas 483 GIAC certifications 479 CMS 477 Argo CD 472 EDR 453 macOS 439 Looker 438 Windows Server 438 HubSpot 425 DynamoDB 422 Typography 415 Six Sigma 415 ELK Stack 414 Vue.js 411 Event marketing 402 OpenTelemetry 401 FastAPI 400 Chef / Puppet 388 Hadoop 371 Google Analytics 371 FPGA 369 Load testing 366 Photoshop 366 Okta 363 React Native 361 Video editing 359 Paid social 343 OpenShift 338 NumPy 335 Service mesh 333 Account-based marketing 331 SAST / DAST 329 Illustrator 327 Django 325 Redshift 319 Flink 319 CISM 306 Intune / SCCM 305 Kanban 301 Blockchain 299 Wireframing 294 SD-WAN 287 Hugging Face 282 GRC 281 OWASP 279 Motion graphics 277 RabbitMQ 275 Selenium 271 Swift 267 Perl 265 Ruby on Rails 263 ClickHouse 259 Juniper 255 Playwright 255 OKRs 254 Power Platform 244 Content marketing 241 Smartsheet 239 WebSockets 237 Cassandra 236 Unreal Engine 233 Google Ads 222 Wireshark 221 Flask 219 Pulumi 219 PPC 218 Information architecture 205 Copywriting 205 After Effects 204 SageMaker 202 PCI DSS 200 Canva 200 Redux 195 SOAR 193 Asana 192 Marketo 191 Premiere Pro 184 Notion 179 InDesign 178 Vertex AI 177 Tailwind CSS 176 Cypress 171 Presto / Trino 169 NetSuite 167 Hive 162 Kinesis 157 Cloudflare 155 Jamf 153 Salesforce Marketing Cloud 152 PHP 148 Postman 148 Workday 148 Influencer marketing 145 pytest 142 Jest 140 Zapier 140 OSCP 137 Zendesk 133 SEM 132 monday.com 130 Shopify 128 WordPress 122 New Relic 121 Conversion rate optimization 121 jQuery 116 Amplitude 116 Cucumber 111 Verilog / VHDL 107 Unity 105 SwiftUI 103 Neo4j 103 Meta Ads 101 XGBoost 100 CapCut 99 Jupyter 98 Braze 97 Fivetran 95 SAS 94 NestJS 92 WebGL 91 Programmatic advertising 90 VBA 89 SEO tools 89 Nginx 88 Google Search Console 85 Social media tools 84 Sketch 82 Airtable 80 Informatica 78 Keras 78 HashiCorp Vault 78 Blender 78 D3.js 75 PCB design 73 Looker Studio 71 Vite 70 Three.js 69 Firebase 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Mixpanel 67 Final Cut Pro 67 Adobe Analytics 66 Flutter 63 Webpack 60 Svelte 57 Iterable 57 Google Tag Manager 56 Qlik 55 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 52 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Appium 47 Objective-C 46 Lua 42 Cinema 4D 42 Sass 41 Adobe XD 34 Xcode 33 Markdown 33 Haskell 31 Express.js 31 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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