States
Alabama 442 Alaska 44 Arizona 635 Arkansas 443 California 15,284 Colorado 1,543 Connecticut 354 Delaware 129 District of Columbia 1,292 Florida 1,270 Georgia 1,073 Hawaii 134 Idaho 183 Illinois 1,823 Indiana 309 Iowa 286 Kansas 118 Kentucky 157 Louisiana 108 Maine 81 Maryland 1,641 Massachusetts 2,265 Michigan 689 Minnesota 391 Mississippi 94 Missouri 465 Montana 49 Nebraska 178 Nevada 200 New Hampshire 103 New Jersey 812 New Mexico 161 New York 6,641 North Carolina 1,194 North Dakota 75 Ohio 678 Oklahoma 190 Oregon 348 Pennsylvania 900 Rhode Island 93 South Carolina 202 South Dakota 59 Tennessee 279 Texas 3,584 Utah 460 Vermont 73 Virginia 3,678 Washington 2,731 West Virginia 76 Wisconsin 334 Wyoming 63
Cities
San Francisco Bay Area, CA 10,400 New York, NY 5,565 Washington, DC 3,597 Seattle, WA 2,117 Los Angeles, CA 2,018 Boston, MA 1,354 Austin, TX 1,179 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,034 Denver, CO 797 Atlanta, GA 686 Raleigh–Durham, NC 480 San Diego, CA 431 Phoenix, AZ 361 Charlotte, NC 354 Houston, TX 255 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 147 Minneapolis, MN 121 Baltimore, MD 101 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,245 Product Manager 3,299 Engineering Manager 2,106 Project Manager 1,915 Program Manager 1,886 Data Scientist 1,576 Machine Learning Engineer 1,505 Security Engineer 1,423 Marketing Manager 1,365 Full Stack Developer 1,197 AI Engineer 1,059 DevOps Engineer 1,050 Data Engineer 900 Cybersecurity Analyst 842 IT Support Specialist 841 Backend Developer 798 Systems Administrator 754 Site Reliability Engineer 720 Graphic Designer 697 Data Analyst 664 Product Marketing Manager 603 Mobile Developer 592 Network Engineer 573 Business Analyst 554 Product Designer 527 Content Writer 518 QA Engineer 497 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 314 UX Designer 246 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 174 Community Manager 171 Video Editor 103 Brand Manager 96 Creative Director 85 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 38 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,812 Machine learning 9,098 Product roadmapping 8,546 AWS 8,239 CI/CD 7,569 SQL 6,207 Kubernetes 6,106 LLMs 5,685 AI agents 5,318 C++ 5,098 Linux 5,041 Java 5,005 Azure 4,882 Distributed systems 4,698 Agile 4,625 Docker 4,277 Google Cloud 4,089 Git 4,065 TypeScript 3,893 Go 3,834 React 3,575 Terraform 3,324 JavaScript 3,296 Go-to-market 2,828 REST APIs 2,767 Jira 2,681 Test automation 2,632 PostgreSQL 2,476 Generative AI 2,460 C 2,419 Product strategy 2,415 Microservices 2,401 Incident response 2,378 Bash 2,226 Positioning & messaging 2,156 Excel 2,041 GitHub 1,882 Embedded systems 1,862 Node.js 1,836 Rust 1,750 Stakeholder management 1,727 PyTorch 1,718 Kafka 1,717 CRM 1,632 IAM 1,617 Product marketing 1,617 CompTIA certifications 1,604 Scrum 1,597 Spark 1,590 C# 1,581 Computer vision 1,561 Cryptography 1,505 Ansible 1,495 Firmware 1,462 GitLab 1,456 Android 1,449 Data modeling 1,433 Market research 1,425 Jenkins 1,384 Deep learning 1,371 PRDs 1,369 RAG 1,329 iOS 1,324 Data warehousing 1,321 Design systems 1,287 Confluence 1,268 PMP 1,259 NoSQL 1,247 ETL 1,214 OpenAI API 1,214 NIST 1,196 Google Workspace 1,169 Vulnerability management 1,168 Firewalls 1,166 Salesforce 1,166 HTML 1,147 Grafana 1,115 CSS 1,081 Snowflake 1,081 Databricks 1,081 Competitive analysis 1,081 TCP/IP 1,077 Tableau 1,056 Kotlin 1,022 DNS / DHCP 1,009 PowerShell 986 Power BI 985 Angular 977 Prototyping 977 Figma 976 CISSP 970 User stories 968 TensorFlow 944 MLOps 943 Scala 933 Prometheus 926 Brand marketing 886 GitHub Actions 876 SAP 875 A/B testing 859 R 856 Spring Boot 845 NLP 841 Active Directory 839 Web accessibility (WCAG) 830 Prompt engineering 824 Airflow 815 MySQL 814 Zero Trust 806 User research 803 Pricing strategy 797 Redis 795 Elasticsearch 785 Oracle 784 Demand generation 779 Unix 757 Reinforcement learning 755 Sales enablement 752 RTOS 750 SSO / SAML 749 OAuth 745 Splunk 729 GraphQL 725 Routing & switching 717 SOC 2 707 ServiceNow 696 VPN 694 Vector databases 693 MongoDB 685 Datadog 674 SQL Server 665 BigQuery 649 ITIL 648 JUnit 647 Cisco 646 CUDA 642 Helm 634 SEO 633 SIEM 628 CCNA / CCNP 619 VMware 617 .NET 615 Microsoft 365 612 HIPAA 606 Technical writing 605 gRPC 597 Serverless 591 CloudFormation 586 Threat modeling 584 Ruby 576 Microsoft Project 569 Next.js 565 LangChain 562 MATLAB 548 Budget management 542 Product analytics 540 dbt 538 Adobe Creative Cloud 538 Content strategy 536 FedRAMP 535 Marketing automation 531 SAFe 529 Email marketing 521 Jetpack Compose 518 SharePoint 502 Penetration testing 501 scikit-learn 490 ISO 27001 489 GIAC certifications 483 CMS 481 pandas 480 Argo CD 471 EDR 454 Looker 438 Windows Server 437 macOS 435 HubSpot 429 DynamoDB 422 Typography 414 Vue.js 410 Six Sigma 410 ELK Stack 409 Event marketing 404 FastAPI 402 OpenTelemetry 398 Chef / Puppet 386 Google Analytics 373 Hadoop 372 Photoshop 370 FPGA 369 Load testing 364 React Native 362 Video editing 362 Okta 360 Paid social 344 OpenShift 338 Service mesh 334 NumPy 333 Account-based marketing 333 SAST / DAST 331 Illustrator 329 Django 325 Redshift 320 Flink 317 CISM 308 Kanban 305 Intune / SCCM 304 Blockchain 302 Wireframing 291 SD-WAN 289 Hugging Face 282 OWASP 282 GRC 282 Motion graphics 282 RabbitMQ 276 Swift 268 Selenium 267 Perl 265 Ruby on Rails 262 ClickHouse 260 Juniper 257 Playwright 253 OKRs 253 Power Platform 244 Content marketing 242 Smartsheet 239 WebSockets 238 Cassandra 237 Unreal Engine 233 Google Ads 223 Wireshark 220 PPC 220 Flask 218 Pulumi 217 After Effects 208 Information architecture 206 Copywriting 206 SageMaker 203 PCI DSS 202 Canva 200 Redux 197 Asana 194 SOAR 193 Marketo 192 Premiere Pro 185 InDesign 180 Notion 179 Vertex AI 177 Tailwind CSS 176 Cypress 169 Presto / Trino 168 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Jamf 152 Postman 150 Influencer marketing 148 PHP 147 Workday 146 Jest 142 pytest 141 Zapier 140 OSCP 138 SEM 134 Zendesk 133 monday.com 130 Shopify 128 WordPress 124 Conversion rate optimization 122 New Relic 119 Amplitude 116 jQuery 114 Cucumber 108 Verilog / VHDL 107 SwiftUI 104 Neo4j 104 Unity 103 Meta Ads 102 CapCut 99 Jupyter 98 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 80 Airtable 80 Blender 79 Keras 78 Informatica 77 D3.js 75 PCB design 73 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 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Appium 46 Objective-C 45 Cinema 4D 43 Lua 42 Sass 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 15 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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