States
Alabama 446 Alaska 43 Arizona 639 Arkansas 438 California 15,476 Colorado 1,547 Connecticut 340 Delaware 134 District of Columbia 1,321 Florida 1,280 Georgia 1,077 Hawaii 136 Idaho 182 Illinois 1,844 Indiana 305 Iowa 277 Kansas 117 Kentucky 164 Louisiana 111 Maine 83 Maryland 1,656 Massachusetts 2,275 Michigan 688 Minnesota 413 Mississippi 96 Missouri 482 Montana 49 Nebraska 184 Nevada 200 New Hampshire 112 New Jersey 805 New Mexico 163 New York 6,730 North Carolina 1,189 North Dakota 72 Ohio 692 Oklahoma 186 Oregon 357 Pennsylvania 884 Rhode Island 94 South Carolina 199 South Dakota 60 Tennessee 286 Texas 3,673 Utah 467 Vermont 72 Virginia 3,683 Washington 2,764 West Virginia 76 Wisconsin 332 Wyoming 61
Cities
San Francisco Bay Area, CA 10,495 New York, NY 5,647 Washington, DC 3,623 Seattle, WA 2,143 Los Angeles, CA 2,077 Boston, MA 1,342 Austin, TX 1,195 Chicago, IL 1,158 Dallas–Fort Worth, TX 1,067 Denver, CO 795 Atlanta, GA 699 Raleigh–Durham, NC 477 San Diego, CA 430 Phoenix, AZ 359 Charlotte, NC 346 Houston, TX 250 Pittsburgh, PA 229 Miami, FL 214 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 131 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,249 Product Manager 3,317 Engineering Manager 2,107 Program Manager 1,937 Project Manager 1,931 Data Scientist 1,558 Machine Learning Engineer 1,506 Security Engineer 1,446 Marketing Manager 1,366 Full Stack Developer 1,209 AI Engineer 1,080 DevOps Engineer 1,075 Data Engineer 893 IT Support Specialist 859 Cybersecurity Analyst 853 Backend Developer 788 Systems Administrator 769 Site Reliability Engineer 726 Graphic Designer 703 Data Analyst 650 Product Marketing Manager 633 Mobile Developer 598 Network Engineer 571 Business Analyst 546 Product Designer 535 Content Writer 517 QA Engineer 502 Growth Marketing Manager 344 Frontend Developer 339 Cloud Engineer 306 UX Designer 240 PPC Specialist 222 Email Marketing Specialist 210 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 170 Community Manager 169 Video Editor 105 Creative Director 91 Brand Manager 91 SEO Specialist 80 Content Creator 79 Scrum Master 72 Influencer Marketing Manager 66 BI Developer 64 Web Developer 50 Art Director 50 Copywriter 46 Motion Designer 37 Game Designer 34 3D Artist 28 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,893 Machine learning 9,061 Product roadmapping 8,614 AWS 8,217 CI/CD 7,634 SQL 6,231 Kubernetes 6,136 LLMs 5,745 AI agents 5,384 C++ 5,142 Linux 5,095 Java 5,064 Azure 4,863 Distributed systems 4,758 Agile 4,608 Docker 4,293 Google Cloud 4,083 Git 4,081 TypeScript 3,885 Go 3,882 React 3,588 Terraform 3,342 JavaScript 3,315 Go-to-market 2,891 REST APIs 2,765 Jira 2,687 Test automation 2,641 PostgreSQL 2,478 C 2,454 Generative AI 2,446 Incident response 2,406 Product strategy 2,405 Microservices 2,397 Bash 2,260 Positioning & messaging 2,178 Excel 2,044 GitHub 1,904 Embedded systems 1,870 Node.js 1,848 Rust 1,762 Stakeholder management 1,722 PyTorch 1,717 Kafka 1,712 CRM 1,630 IAM 1,629 Product marketing 1,626 CompTIA certifications 1,623 C# 1,618 Spark 1,583 Computer vision 1,577 Scrum 1,573 Ansible 1,532 Cryptography 1,516 GitLab 1,510 Firmware 1,491 Android 1,467 Market research 1,448 Data modeling 1,414 Jenkins 1,405 Deep learning 1,373 PRDs 1,361 RAG 1,341 iOS 1,339 Data warehousing 1,321 PMP 1,291 Design systems 1,280 Confluence 1,278 NoSQL 1,241 OpenAI API 1,232 ETL 1,222 NIST 1,202 Vulnerability management 1,182 Firewalls 1,179 Salesforce 1,163 Google Workspace 1,158 HTML 1,143 Grafana 1,133 Competitive analysis 1,094 Snowflake 1,091 TCP/IP 1,081 Databricks 1,079 CSS 1,073 Tableau 1,054 DNS / DHCP 1,049 Kotlin 1,043 PowerShell 1,012 Angular 983 Power BI 983 Prototyping 980 CISSP 970 User stories 965 Figma 963 Prometheus 951 Scala 948 MLOps 932 TensorFlow 919 SAP 896 GitHub Actions 895 Brand marketing 890 A/B testing 867 Active Directory 856 MySQL 833 Spring Boot 832 Prompt engineering 830 R 829 NLP 828 Pricing strategy 818 Web accessibility (WCAG) 817 Airflow 809 Zero Trust 805 Oracle 803 Redis 792 Elasticsearch 787 User research 778 Unix 771 Reinforcement learning 769 Demand generation 769 OAuth 764 Sales enablement 760 RTOS 754 SSO / SAML 753 Splunk 736 Routing & switching 728 SOC 2 718 ServiceNow 703 GraphQL 698 Datadog 695 VPN 693 MongoDB 691 Vector databases 684 SQL Server 680 BigQuery 654 Cisco 653 JUnit 650 Helm 646 ITIL 642 CUDA 638 .NET 635 SIEM 628 VMware 626 HIPAA 623 Microsoft 365 620 SEO 618 CCNA / CCNP 617 Technical writing 610 Threat modeling 602 Serverless 595 gRPC 586 CloudFormation 580 Microsoft Project 578 Ruby 576 Next.js 567 LangChain 559 Budget management 550 Marketing automation 546 MATLAB 545 Adobe Creative Cloud 545 Product analytics 543 FedRAMP 541 SAFe 533 dbt 527 Content strategy 523 Jetpack Compose 520 Email marketing 520 Penetration testing 513 SharePoint 512 ISO 27001 494 GIAC certifications 487 Argo CD 484 pandas 474 CMS 469 scikit-learn 466 macOS 450 EDR 445 Windows Server 441 HubSpot 432 Six Sigma 429 Vue.js 425 Looker 425 ELK Stack 419 DynamoDB 414 Typography 411 OpenTelemetry 410 FastAPI 402 Event marketing 398 Chef / Puppet 386 Photoshop 371 Google Analytics 369 Video editing 369 FPGA 369 Hadoop 368 Load testing 366 Okta 365 React Native 360 Paid social 342 OpenShift 340 Illustrator 335 Account-based marketing 335 Service mesh 334 SAST / DAST 333 NumPy 328 Django 324 Flink 320 Intune / SCCM 317 Redshift 314 CISM 298 SD-WAN 292 Blockchain 292 OWASP 291 Kanban 290 GRC 286 Wireframing 286 Hugging Face 283 Motion graphics 283 RabbitMQ 272 Swift 268 ClickHouse 265 Selenium 263 Ruby on Rails 261 Juniper 260 OKRs 257 Playwright 252 Perl 251 Power Platform 244 WebSockets 241 Content marketing 239 Smartsheet 236 Cassandra 229 Unreal Engine 227 Google Ads 227 Pulumi 225 Wireshark 225 PPC 217 Flask 216 After Effects 209 PCI DSS 205 Canva 205 Information architecture 203 Copywriting 202 SageMaker 197 SOAR 197 Marketo 194 Redux 193 Premiere Pro 191 Asana 188 Vertex AI 182 Tailwind CSS 178 NetSuite 177 Presto / Trino 174 InDesign 173 Notion 173 Cypress 167 Hive 161 Cloudflare 160 Jamf 154 Postman 154 Salesforce Marketing Cloud 154 Kinesis 152 Influencer marketing 148 pytest 146 Workday 145 Zapier 143 PHP 139 Jest 138 OSCP 137 Zendesk 132 Shopify 132 monday.com 131 SEM 129 WordPress 126 Amplitude 122 Conversion rate optimization 120 New Relic 117 jQuery 116 Cucumber 115 SwiftUI 106 Meta Ads 106 Verilog / VHDL 105 Jupyter 104 Neo4j 101 Unity 101 CapCut 100 Braze 97 SAS 96 XGBoost 96 NestJS 92 Fivetran 92 WebGL 90 Programmatic advertising 89 VBA 86 SEO tools 85 Nginx 84 HashiCorp Vault 84 Sketch 81 Google Search Console 81 Social media tools 81 Blender 79 Informatica 77 Keras 75 D3.js 74 Firebase 74 PCB design 74 Looker Studio 73 Final Cut Pro 72 Vite 70 LinkedIn Ads 70 Affiliate marketing 70 Flutter 68 Webflow 68 Airtable 67 Three.js 66 Mixpanel 66 Adobe Analytics 63 Webpack 61 Svelte 58 Iterable 57 Google Tag Manager 57 Qlik 55 DaVinci Resolve 53 Klaviyo 52 Elixir 51 Citrix 51 Miro 50 Objective-C 49 UIKit 48 Storybook 47 Maya 46 Lua 43 Appium 43 Cinema 4D 43 Sass 39 Markdown 36 Haskell 33 Xcode 32 Express.js 31 Adobe XD 31 Alteryx 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Houdini 12 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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