States
Alabama 432 Alaska 36 Arizona 624 Arkansas 424 California 15,698 Colorado 1,522 Connecticut 329 Delaware 130 District of Columbia 1,320 Florida 1,309 Georgia 1,084 Hawaii 134 Idaho 174 Illinois 1,850 Indiana 295 Iowa 271 Kansas 110 Kentucky 162 Louisiana 103 Maine 78 Maryland 1,649 Massachusetts 2,281 Michigan 675 Minnesota 395 Mississippi 89 Missouri 478 Montana 48 Nebraska 183 Nevada 191 New Hampshire 111 New Jersey 784 New Mexico 156 New York 6,803 North Carolina 1,170 North Dakota 64 Ohio 680 Oklahoma 173 Oregon 348 Pennsylvania 877 Rhode Island 83 South Carolina 193 South Dakota 53 Tennessee 285 Texas 3,717 Utah 457 Vermont 62 Virginia 3,701 Washington 2,779 West Virginia 66 Wisconsin 316 Wyoming 50
Cities
San Francisco Bay Area, CA 10,668 New York, NY 5,709 Washington, DC 3,644 Seattle, WA 2,171 Los Angeles, CA 2,093 Boston, MA 1,353 Austin, TX 1,233 Chicago, IL 1,155 Dallas–Fort Worth, TX 1,071 Denver, CO 790 Atlanta, GA 707 Raleigh–Durham, NC 479 San Diego, CA 421 Phoenix, AZ 349 Charlotte, NC 345 Houston, TX 258 Pittsburgh, PA 229 Miami, FL 224 Salt Lake City, UT 171 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 125 Baltimore, MD 104 Nashville, TN 57 Portland, OR 28
Role
Software Engineer 11,297 Product Manager 3,353 Engineering Manager 2,130 Program Manager 1,961 Project Manager 1,941 Data Scientist 1,530 Machine Learning Engineer 1,517 Security Engineer 1,466 Marketing Manager 1,398 Full Stack Developer 1,212 AI Engineer 1,110 DevOps Engineer 1,083 Data Engineer 894 IT Support Specialist 856 Cybersecurity Analyst 855 Backend Developer 799 Systems Administrator 762 Site Reliability Engineer 755 Graphic Designer 720 Data Analyst 640 Product Marketing Manager 638 Mobile Developer 586 Network Engineer 572 Business Analyst 547 Product Designer 545 Content Writer 525 QA Engineer 494 Growth Marketing Manager 348 Frontend Developer 336 Cloud Engineer 299 UX Designer 241 PPC Specialist 218 Email Marketing Specialist 203 Social Media Manager 201 Marketing Analyst 176 Community Manager 175 Digital Marketing Specialist 172 Video Editor 105 Creative Director 94 Brand Manager 90 SEO Specialist 80 Content Creator 79 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Art Director 51 Web Developer 50 Copywriter 45 Motion Designer 32 Game Designer 32 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,913 Machine learning 9,095 Product roadmapping 8,723 AWS 8,208 CI/CD 7,673 SQL 6,176 Kubernetes 6,176 LLMs 5,802 AI agents 5,482 C++ 5,164 Linux 5,161 Java 5,054 Azure 4,920 Distributed systems 4,846 Agile 4,579 Docker 4,283 Google Cloud 4,085 Git 4,059 Go 3,958 TypeScript 3,924 React 3,580 Terraform 3,352 JavaScript 3,291 Go-to-market 2,975 REST APIs 2,758 Jira 2,696 Test automation 2,681 PostgreSQL 2,470 C 2,450 Incident response 2,447 Product strategy 2,430 Generative AI 2,419 Microservices 2,395 Bash 2,287 Positioning & messaging 2,210 Excel 2,074 GitHub 1,901 Embedded systems 1,872 Node.js 1,848 Rust 1,812 PyTorch 1,729 Kafka 1,726 Stakeholder management 1,720 IAM 1,656 CRM 1,656 Product marketing 1,647 C# 1,602 CompTIA certifications 1,593 Scrum 1,579 Spark 1,575 Computer vision 1,573 Cryptography 1,557 Ansible 1,556 Firmware 1,530 GitLab 1,484 Market research 1,464 Android 1,463 Data modeling 1,439 Jenkins 1,394 PRDs 1,359 Deep learning 1,356 iOS 1,351 RAG 1,345 PMP 1,328 Data warehousing 1,326 Confluence 1,290 Design systems 1,269 NoSQL 1,254 OpenAI API 1,247 ETL 1,225 Firewalls 1,211 NIST 1,211 Salesforce 1,195 Vulnerability management 1,186 Google Workspace 1,154 Grafana 1,142 HTML 1,113 TCP/IP 1,107 Competitive analysis 1,102 Snowflake 1,087 DNS / DHCP 1,085 Databricks 1,083 Tableau 1,058 CSS 1,044 Kotlin 1,035 PowerShell 1,029 Power BI 1,009 Angular 988 CISSP 982 Prototyping 976 Scala 970 Figma 968 Prometheus 960 User stories 952 MLOps 925 TensorFlow 905 GitHub Actions 903 Brand marketing 901 SAP 888 Active Directory 861 A/B testing 859 Pricing strategy 852 MySQL 819 Prompt engineering 814 Spring Boot 810 Web accessibility (WCAG) 809 Zero Trust 809 Airflow 803 Reinforcement learning 802 R 795 Redis 783 OAuth 782 NLP 782 Oracle 781 Elasticsearch 776 Demand generation 776 Sales enablement 772 User research 771 Unix 765 SSO / SAML 754 RTOS 752 Splunk 746 Routing & switching 738 SOC 2 722 ServiceNow 718 VPN 714 Datadog 703 GraphQL 699 MongoDB 689 SQL Server 675 Cisco 675 Vector databases 656 .NET 655 CUDA 655 JUnit 648 Microsoft 365 647 ITIL 647 BigQuery 645 Helm 638 SIEM 636 VMware 633 Threat modeling 628 Technical writing 627 CCNA / CCNP 625 Serverless 624 SEO 624 HIPAA 609 gRPC 600 CloudFormation 582 Budget management 579 Ruby 576 Microsoft Project 576 Next.js 564 LangChain 559 Adobe Creative Cloud 558 FedRAMP 552 Marketing automation 549 MATLAB 540 dbt 535 Content strategy 529 SAFe 527 SharePoint 527 Penetration testing 523 Product analytics 523 Jetpack Compose 517 ISO 27001 503 Email marketing 502 GIAC certifications 498 Argo CD 484 pandas 466 CMS 465 macOS 461 EDR 454 Windows Server 450 scikit-learn 446 HubSpot 442 OpenTelemetry 439 Six Sigma 435 Vue.js 416 ELK Stack 416 Typography 411 FastAPI 410 DynamoDB 402 Chef / Puppet 400 Event marketing 398 Looker 397 Google Analytics 379 Okta 378 FPGA 374 Photoshop 368 Video editing 367 React Native 365 Load testing 364 Hadoop 363 SAST / DAST 341 Account-based marketing 338 Flink 334 OpenShift 334 Paid social 330 NumPy 327 Illustrator 326 Intune / SCCM 319 CISM 318 Service mesh 317 Redshift 314 Django 312 SD-WAN 308 OWASP 302 GRC 300 Blockchain 293 Kanban 290 RabbitMQ 281 Motion graphics 279 Hugging Face 277 Wireframing 276 ClickHouse 270 Swift 268 Juniper 266 Perl 265 Ruby on Rails 262 Selenium 262 OKRs 261 Playwright 252 Smartsheet 249 Power Platform 246 Content marketing 245 WebSockets 236 Wireshark 232 Pulumi 230 Unreal Engine 230 Google Ads 225 Cassandra 224 PPC 218 PCI DSS 209 Canva 208 Information architecture 208 SOAR 205 Copywriting 205 After Effects 204 Flask 201 Premiere Pro 199 Redux 196 Asana 195 Marketo 195 SageMaker 193 Presto / Trino 180 Vertex AI 180 NetSuite 176 InDesign 174 Notion 174 Cypress 171 Hive 162 Tailwind CSS 158 Cloudflare 157 Jamf 154 Postman 152 Kinesis 150 Salesforce Marketing Cloud 148 Influencer marketing 147 Zapier 146 Workday 145 OSCP 143 pytest 143 Jest 139 PHP 137 monday.com 137 Shopify 132 Zendesk 131 SEM 129 WordPress 124 jQuery 118 New Relic 118 Amplitude 115 Cucumber 115 Conversion rate optimization 115 Verilog / VHDL 108 Meta Ads 107 SwiftUI 101 Jupyter 101 CapCut 101 Unity 101 Neo4j 99 Braze 95 NestJS 93 SAS 91 WebGL 90 SEO tools 90 Programmatic advertising 87 Fivetran 86 Google Search Console 85 XGBoost 84 Nginx 83 Blender 82 HashiCorp Vault 81 Keras 79 PCB design 78 Sketch 77 Social media tools 77 VBA 76 Informatica 76 Final Cut Pro 75 Vite 73 LinkedIn Ads 71 Firebase 70 Looker Studio 70 Mixpanel 69 Affiliate marketing 69 Airtable 69 Webflow 68 Flutter 67 D3.js 65 Three.js 64 Webpack 61 Adobe Analytics 61 Iterable 57 DaVinci Resolve 56 Qlik 55 Google Tag Manager 55 Svelte 54 Citrix 54 Storybook 51 Klaviyo 51 Elixir 49 Miro 49 Objective-C 48 Maya 46 Lua 45 UIKit 44 Sass 41 Cinema 4D 41 Appium 40 Haskell 33 Markdown 33 Adobe XD 32 Xcode 31 Dart 30 Alteryx 29 Trello 29 Express.js 28 TestRail 28 TikTok Ads 28 Laravel 27 Mailchimp 26 AP Style 23 Retool 23 SPSS 21 Framer 21 Substance 3D 17 Amazon Ads 16 Houdini 15 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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