States
Alabama 434 Alaska 32 Arizona 643 Arkansas 426 California 15,686 Colorado 1,539 Connecticut 333 Delaware 126 District of Columbia 1,326 Florida 1,298 Georgia 1,087 Hawaii 131 Idaho 172 Illinois 1,862 Indiana 292 Iowa 265 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,653 Massachusetts 2,281 Michigan 677 Minnesota 398 Mississippi 84 Missouri 465 Montana 48 Nebraska 178 Nevada 186 New Hampshire 104 New Jersey 776 New Mexico 152 New York 6,775 North Carolina 1,164 North Dakota 61 Ohio 673 Oklahoma 172 Oregon 356 Pennsylvania 865 Rhode Island 81 South Carolina 190 South Dakota 50 Tennessee 277 Texas 3,722 Utah 455 Vermont 61 Virginia 3,700 Washington 2,784 West Virginia 63 Wisconsin 316 Wyoming 48
Cities
San Francisco Bay Area, CA 10,671 New York, NY 5,680 Washington, DC 3,637 Seattle, WA 2,167 Los Angeles, CA 2,093 Boston, MA 1,347 Austin, TX 1,225 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,089 Denver, CO 790 Atlanta, GA 713 Raleigh–Durham, NC 480 San Diego, CA 425 Phoenix, AZ 368 Charlotte, NC 338 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 220 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 131 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,303 Product Manager 3,353 Engineering Manager 2,122 Program Manager 1,961 Project Manager 1,938 Data Scientist 1,549 Machine Learning Engineer 1,516 Security Engineer 1,463 Marketing Manager 1,386 Full Stack Developer 1,204 AI Engineer 1,086 DevOps Engineer 1,067 Data Engineer 899 Cybersecurity Analyst 867 IT Support Specialist 867 Backend Developer 789 Systems Administrator 771 Site Reliability Engineer 735 Graphic Designer 717 Data Analyst 646 Product Marketing Manager 626 Mobile Developer 599 Network Engineer 574 Business Analyst 546 Product Designer 542 Content Writer 523 QA Engineer 487 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 306 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 173 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 77 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,946 Machine learning 9,111 Product roadmapping 8,680 AWS 8,221 CI/CD 7,684 SQL 6,202 Kubernetes 6,165 LLMs 5,788 AI agents 5,437 C++ 5,173 Linux 5,169 Java 5,056 Azure 4,918 Distributed systems 4,795 Agile 4,617 Docker 4,297 Google Cloud 4,100 Git 4,083 Go 3,927 TypeScript 3,911 React 3,577 Terraform 3,356 JavaScript 3,312 Go-to-market 2,944 REST APIs 2,761 Jira 2,722 Test automation 2,671 C 2,463 PostgreSQL 2,463 Incident response 2,442 Generative AI 2,437 Product strategy 2,417 Microservices 2,403 Bash 2,292 Positioning & messaging 2,197 Excel 2,075 GitHub 1,899 Embedded systems 1,884 Node.js 1,860 Rust 1,799 PyTorch 1,743 Stakeholder management 1,731 Kafka 1,729 IAM 1,658 CRM 1,656 Product marketing 1,631 C# 1,611 CompTIA certifications 1,608 Computer vision 1,588 Scrum 1,575 Spark 1,565 Ansible 1,562 Cryptography 1,554 Firmware 1,527 GitLab 1,504 Android 1,465 Market research 1,457 Data modeling 1,421 Jenkins 1,416 Deep learning 1,369 PRDs 1,356 iOS 1,345 RAG 1,343 Data warehousing 1,319 PMP 1,300 Confluence 1,298 Design systems 1,281 NoSQL 1,254 OpenAI API 1,249 NIST 1,223 ETL 1,211 Firewalls 1,203 Vulnerability management 1,202 Salesforce 1,190 Google Workspace 1,156 Grafana 1,141 HTML 1,127 TCP/IP 1,090 Competitive analysis 1,090 Databricks 1,085 Snowflake 1,080 DNS / DHCP 1,070 Tableau 1,065 CSS 1,051 Kotlin 1,043 PowerShell 1,024 Power BI 997 Angular 988 CISSP 980 Prototyping 979 User stories 971 Figma 969 Scala 967 Prometheus 950 MLOps 922 TensorFlow 921 Brand marketing 901 GitHub Actions 893 SAP 883 Active Directory 870 A/B testing 865 Pricing strategy 838 Prompt engineering 827 MySQL 820 Web accessibility (WCAG) 818 Spring Boot 817 Zero Trust 816 R 806 Airflow 803 NLP 797 Reinforcement learning 794 Oracle 787 Elasticsearch 786 Redis 782 Unix 780 User research 777 OAuth 776 Sales enablement 770 Demand generation 767 RTOS 765 SSO / SAML 757 Splunk 748 Routing & switching 736 SOC 2 724 ServiceNow 723 VPN 708 GraphQL 703 Datadog 696 MongoDB 690 SQL Server 679 Cisco 676 Vector databases 672 CUDA 654 JUnit 653 ITIL 652 BigQuery 648 .NET 644 Helm 639 Microsoft 365 639 SIEM 636 Threat modeling 629 SEO 626 VMware 623 CCNA / CCNP 621 Technical writing 620 HIPAA 613 Serverless 604 gRPC 595 CloudFormation 580 Ruby 579 Microsoft Project 572 Next.js 565 Budget management 561 LangChain 558 Adobe Creative Cloud 552 FedRAMP 550 Marketing automation 550 MATLAB 546 SAFe 539 Product analytics 535 dbt 534 SharePoint 530 Penetration testing 527 Content strategy 523 Jetpack Compose 521 Email marketing 507 ISO 27001 504 GIAC certifications 494 Argo CD 486 pandas 472 CMS 463 scikit-learn 458 macOS 455 EDR 450 Windows Server 444 HubSpot 437 Six Sigma 429 OpenTelemetry 426 Vue.js 417 ELK Stack 416 Typography 414 DynamoDB 411 Looker 407 Chef / Puppet 407 FastAPI 405 Event marketing 390 Okta 381 Google Analytics 378 FPGA 371 Photoshop 369 Load testing 366 Video editing 365 React Native 364 Hadoop 363 Paid social 338 SAST / DAST 337 Account-based marketing 334 OpenShift 332 Illustrator 332 NumPy 331 Flink 330 Service mesh 326 Redshift 321 Intune / SCCM 319 Django 317 CISM 311 SD-WAN 301 OWASP 299 Blockchain 299 Kanban 295 GRC 293 RabbitMQ 282 Wireframing 282 Hugging Face 281 Motion graphics 281 Swift 273 Juniper 269 ClickHouse 268 Perl 266 Selenium 264 Ruby on Rails 261 OKRs 261 Playwright 250 Power Platform 248 Smartsheet 247 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Cassandra 228 Wireshark 228 Google Ads 227 PPC 222 Information architecture 211 After Effects 207 PCI DSS 206 Copywriting 206 SOAR 205 Canva 204 Flask 203 Marketo 196 SageMaker 195 Redux 194 Premiere Pro 192 Asana 192 Vertex AI 181 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 163 Hive 161 Cloudflare 160 Jamf 159 Salesforce Marketing Cloud 154 Kinesis 153 Postman 150 Influencer marketing 146 Zapier 146 pytest 145 Workday 143 OSCP 140 PHP 137 Jest 136 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 119 jQuery 116 New Relic 115 Conversion rate optimization 115 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 Jupyter 103 Unity 103 SwiftUI 102 CapCut 101 Braze 101 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 92 SAS 91 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 84 HashiCorp Vault 84 VBA 81 Keras 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Looker Studio 73 Vite 72 Firebase 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Dart 30 Alteryx 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 24 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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