States
Alabama 445 Alaska 44 Arizona 628 Arkansas 443 California 15,312 Colorado 1,529 Connecticut 339 Delaware 131 District of Columbia 1,297 Florida 1,280 Georgia 1,080 Hawaii 136 Idaho 178 Illinois 1,833 Indiana 306 Iowa 277 Kansas 122 Kentucky 158 Louisiana 112 Maine 80 Maryland 1,639 Massachusetts 2,278 Michigan 696 Minnesota 400 Mississippi 94 Missouri 468 Montana 47 Nebraska 182 Nevada 205 New Hampshire 108 New Jersey 813 New Mexico 159 New York 6,684 North Carolina 1,190 North Dakota 73 Ohio 696 Oklahoma 190 Oregon 350 Pennsylvania 894 Rhode Island 92 South Carolina 203 South Dakota 60 Tennessee 290 Texas 3,613 Utah 458 Vermont 72 Virginia 3,680 Washington 2,748 West Virginia 77 Wisconsin 331 Wyoming 60
Cities
San Francisco Bay Area, CA 10,418 New York, NY 5,613 Washington, DC 3,594 Seattle, WA 2,129 Los Angeles, CA 2,057 Boston, MA 1,350 Austin, TX 1,182 Chicago, IL 1,143 Dallas–Fort Worth, TX 1,043 Denver, CO 786 Atlanta, GA 697 Raleigh–Durham, NC 486 San Diego, CA 426 Phoenix, AZ 354 Charlotte, NC 336 Houston, TX 253 Pittsburgh, PA 228 Miami, FL 212 Philadelphia, PA 168 Salt Lake City, UT 161 Detroit, MI 145 Minneapolis, MN 126 Baltimore, MD 104 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,232 Product Manager 3,285 Engineering Manager 2,100 Project Manager 1,916 Program Manager 1,910 Data Scientist 1,567 Machine Learning Engineer 1,499 Security Engineer 1,430 Marketing Manager 1,351 Full Stack Developer 1,199 AI Engineer 1,067 DevOps Engineer 1,058 Data Engineer 898 IT Support Specialist 858 Cybersecurity Analyst 842 Backend Developer 797 Systems Administrator 772 Site Reliability Engineer 719 Graphic Designer 690 Data Analyst 645 Product Marketing Manager 610 Mobile Developer 594 Network Engineer 566 Business Analyst 550 Product Designer 526 Content Writer 511 QA Engineer 500 Growth Marketing Manager 350 Frontend Developer 332 Cloud Engineer 302 UX Designer 239 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 169 Video Editor 103 Brand Manager 94 Creative Director 85 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 52 Web Developer 50 Copywriter 48 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,823 Machine learning 9,047 Product roadmapping 8,523 AWS 8,217 CI/CD 7,577 SQL 6,194 Kubernetes 6,100 LLMs 5,712 AI agents 5,313 C++ 5,124 Linux 5,061 Java 5,016 Azure 4,857 Distributed systems 4,708 Agile 4,604 Docker 4,264 Google Cloud 4,073 Git 4,066 TypeScript 3,888 Go 3,829 React 3,566 Terraform 3,315 JavaScript 3,303 Go-to-market 2,832 REST APIs 2,757 Jira 2,682 Test automation 2,630 PostgreSQL 2,471 Generative AI 2,454 C 2,441 Product strategy 2,398 Microservices 2,387 Incident response 2,375 Bash 2,232 Positioning & messaging 2,162 Excel 2,039 GitHub 1,885 Embedded systems 1,857 Node.js 1,841 Rust 1,751 Stakeholder management 1,719 Kafka 1,707 PyTorch 1,707 CompTIA certifications 1,618 IAM 1,617 CRM 1,613 Product marketing 1,607 C# 1,602 Scrum 1,586 Spark 1,571 Computer vision 1,554 Cryptography 1,513 Ansible 1,495 GitLab 1,471 Firmware 1,469 Android 1,461 Market research 1,435 Data modeling 1,425 Jenkins 1,398 PRDs 1,365 Deep learning 1,364 iOS 1,330 RAG 1,325 Data warehousing 1,305 Design systems 1,275 Confluence 1,268 PMP 1,265 NoSQL 1,241 OpenAI API 1,223 ETL 1,220 NIST 1,181 Vulnerability management 1,177 Google Workspace 1,176 Firewalls 1,164 Salesforce 1,162 HTML 1,143 Grafana 1,116 Competitive analysis 1,082 CSS 1,076 Snowflake 1,070 TCP/IP 1,065 Tableau 1,061 Databricks 1,057 DNS / DHCP 1,038 Kotlin 1,031 PowerShell 996 Power BI 985 Angular 983 Prototyping 968 CISSP 964 Figma 962 User stories 956 MLOps 937 TensorFlow 932 Scala 929 Prometheus 926 GitHub Actions 886 SAP 883 Brand marketing 880 A/B testing 860 Spring Boot 853 Active Directory 852 R 847 Web accessibility (WCAG) 835 Prompt engineering 830 NLP 829 MySQL 825 Airflow 814 Zero Trust 808 Pricing strategy 804 Redis 791 Elasticsearch 786 User research 782 Demand generation 780 Oracle 779 Reinforcement learning 774 Unix 761 Sales enablement 759 RTOS 758 SSO / SAML 757 OAuth 746 Splunk 731 Routing & switching 717 GraphQL 711 ServiceNow 711 SOC 2 703 VPN 691 Vector databases 689 MongoDB 687 Datadog 680 ITIL 660 SQL Server 655 BigQuery 648 JUnit 645 Cisco 637 Helm 633 CUDA 628 .NET 625 VMware 624 SIEM 624 SEO 623 Microsoft 365 621 HIPAA 605 CCNA / CCNP 604 Technical writing 601 Serverless 593 Threat modeling 591 gRPC 588 Ruby 577 CloudFormation 575 Microsoft Project 575 Next.js 563 LangChain 562 MATLAB 555 Budget management 547 Adobe Creative Cloud 541 Product analytics 536 dbt 535 Marketing automation 532 Content strategy 528 FedRAMP 526 Email marketing 523 SAFe 521 Jetpack Compose 516 SharePoint 516 Penetration testing 512 ISO 27001 492 GIAC certifications 487 pandas 481 scikit-learn 481 CMS 468 Argo CD 467 macOS 447 EDR 442 Windows Server 438 Looker 431 HubSpot 423 DynamoDB 420 Six Sigma 417 Vue.js 415 ELK Stack 410 Typography 409 Event marketing 398 FastAPI 397 OpenTelemetry 397 Chef / Puppet 381 Photoshop 373 FPGA 373 Hadoop 371 Google Analytics 367 Okta 366 Load testing 363 React Native 362 Video editing 361 OpenShift 344 Paid social 340 Illustrator 335 Account-based marketing 333 NumPy 332 Service mesh 331 Django 328 SAST / DAST 328 Intune / SCCM 318 Redshift 317 Flink 310 CISM 302 Blockchain 298 Kanban 297 Wireframing 290 OWASP 289 Hugging Face 287 SD-WAN 287 GRC 284 Motion graphics 279 RabbitMQ 273 Swift 269 Selenium 267 Perl 262 Ruby on Rails 262 Juniper 258 ClickHouse 255 Playwright 253 Power Platform 253 OKRs 245 Smartsheet 240 Content marketing 239 WebSockets 234 Unreal Engine 232 Cassandra 231 Pulumi 223 Google Ads 223 Flask 220 Wireshark 220 PPC 215 After Effects 209 PCI DSS 204 Information architecture 204 Canva 203 SageMaker 201 Copywriting 200 Redux 192 Marketo 191 SOAR 190 Asana 189 Premiere Pro 187 Vertex AI 184 Tailwind CSS 176 InDesign 175 Notion 174 Presto / Trino 172 NetSuite 170 Cypress 169 Hive 162 Kinesis 157 Cloudflare 157 Jamf 156 Salesforce Marketing Cloud 152 Postman 151 Workday 148 PHP 146 Influencer marketing 145 pytest 144 Jest 140 Zapier 139 OSCP 138 Zendesk 134 monday.com 131 Shopify 129 SEM 127 WordPress 124 Conversion rate optimization 122 jQuery 121 New Relic 121 Amplitude 120 Cucumber 112 Verilog / VHDL 105 Jupyter 104 Neo4j 103 Unity 103 Meta Ads 103 SwiftUI 101 XGBoost 101 CapCut 100 SAS 96 Braze 96 NestJS 92 Fivetran 92 WebGL 90 Programmatic advertising 89 SEO tools 88 VBA 86 Nginx 84 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Blender 79 Informatica 78 Keras 76 Airtable 76 D3.js 73 Looker Studio 73 PCB design 72 Firebase 70 Vite 69 Webflow 69 Final Cut Pro 69 LinkedIn Ads 69 Three.js 68 Affiliate marketing 68 Flutter 66 Adobe Analytics 66 Mixpanel 65 Webpack 60 Qlik 57 Google Tag Manager 57 Svelte 56 Citrix 54 Iterable 54 DaVinci Resolve 53 Miro 52 Elixir 51 Storybook 51 Klaviyo 51 Objective-C 48 UIKit 48 Appium 46 Maya 46 Cinema 4D 42 Lua 41 Sass 39 Markdown 36 Express.js 32 Xcode 32 Adobe XD 32 Haskell 30 Dart 29 Alteryx 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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