States
Alabama 444 Alaska 42 Arizona 640 Arkansas 436 California 15,515 Colorado 1,561 Connecticut 343 Delaware 134 District of Columbia 1,316 Florida 1,292 Georgia 1,075 Hawaii 135 Idaho 183 Illinois 1,855 Indiana 303 Iowa 275 Kansas 116 Kentucky 164 Louisiana 110 Maine 87 Maryland 1,656 Massachusetts 2,289 Michigan 686 Minnesota 411 Mississippi 95 Missouri 490 Montana 50 Nebraska 181 Nevada 199 New Hampshire 110 New Jersey 808 New Mexico 163 New York 6,754 North Carolina 1,178 North Dakota 71 Ohio 699 Oklahoma 184 Oregon 360 Pennsylvania 885 Rhode Island 93 South Carolina 201 South Dakota 61 Tennessee 285 Texas 3,688 Utah 469 Vermont 71 Virginia 3,690 Washington 2,775 West Virginia 75 Wisconsin 328 Wyoming 59
Cities
San Francisco Bay Area, CA 10,538 New York, NY 5,663 Washington, DC 3,617 Seattle, WA 2,155 Los Angeles, CA 2,079 Boston, MA 1,350 Austin, TX 1,205 Chicago, IL 1,167 Dallas–Fort Worth, TX 1,069 Denver, CO 801 Atlanta, GA 700 Raleigh–Durham, NC 475 San Diego, CA 429 Phoenix, AZ 363 Charlotte, NC 342 Houston, TX 253 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 129 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,259 Product Manager 3,326 Engineering Manager 2,121 Program Manager 1,947 Project Manager 1,943 Data Scientist 1,554 Machine Learning Engineer 1,515 Security Engineer 1,449 Marketing Manager 1,373 Full Stack Developer 1,203 AI Engineer 1,078 DevOps Engineer 1,071 Data Engineer 893 Cybersecurity Analyst 859 IT Support Specialist 857 Backend Developer 785 Systems Administrator 772 Site Reliability Engineer 724 Graphic Designer 701 Data Analyst 645 Product Marketing Manager 630 Mobile Developer 599 Network Engineer 571 Business Analyst 545 Product Designer 540 Content Writer 522 QA Engineer 503 Growth Marketing Manager 344 Frontend Developer 339 Cloud Engineer 307 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 171 Community Manager 171 Video Editor 105 Creative Director 92 Brand Manager 91 Content Creator 80 SEO Specialist 79 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 63 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 37 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,885 Machine learning 9,071 Product roadmapping 8,618 AWS 8,226 CI/CD 7,638 SQL 6,218 Kubernetes 6,140 LLMs 5,756 AI agents 5,402 C++ 5,147 Linux 5,104 Java 5,061 Azure 4,875 Distributed systems 4,773 Agile 4,625 Docker 4,298 Google Cloud 4,091 Git 4,088 Go 3,884 TypeScript 3,880 React 3,575 Terraform 3,342 JavaScript 3,307 Go-to-market 2,910 REST APIs 2,761 Jira 2,702 Test automation 2,648 PostgreSQL 2,465 C 2,458 Generative AI 2,443 Incident response 2,424 Product strategy 2,408 Microservices 2,403 Bash 2,286 Positioning & messaging 2,189 Excel 2,040 GitHub 1,909 Embedded systems 1,873 Node.js 1,847 Rust 1,758 Stakeholder management 1,726 PyTorch 1,722 Kafka 1,708 CRM 1,642 IAM 1,634 CompTIA certifications 1,631 Product marketing 1,630 C# 1,595 Scrum 1,576 Computer vision 1,568 Spark 1,566 Ansible 1,537 Cryptography 1,527 GitLab 1,510 Firmware 1,496 Android 1,465 Market research 1,450 Jenkins 1,410 Data modeling 1,404 Deep learning 1,373 PRDs 1,366 RAG 1,349 iOS 1,338 Data warehousing 1,323 PMP 1,303 Confluence 1,285 Design systems 1,281 NoSQL 1,243 OpenAI API 1,239 ETL 1,214 NIST 1,202 Vulnerability management 1,189 Firewalls 1,183 Salesforce 1,171 Google Workspace 1,159 Grafana 1,137 HTML 1,130 Snowflake 1,096 Competitive analysis 1,095 Databricks 1,083 TCP/IP 1,083 CSS 1,057 Tableau 1,052 DNS / DHCP 1,051 Kotlin 1,045 PowerShell 1,025 Angular 984 Power BI 983 Prototyping 979 CISSP 977 Figma 969 User stories 967 Scala 950 Prometheus 950 MLOps 931 TensorFlow 919 GitHub Actions 895 SAP 892 Brand marketing 890 A/B testing 866 Active Directory 860 Prompt engineering 834 MySQL 832 Spring Boot 831 R 829 Pricing strategy 823 NLP 821 Web accessibility (WCAG) 813 Airflow 807 Zero Trust 803 Oracle 799 Redis 789 Elasticsearch 784 Demand generation 774 User research 773 Reinforcement learning 772 Unix 772 OAuth 771 Sales enablement 771 SSO / SAML 758 RTOS 754 Splunk 746 Routing & switching 731 SOC 2 723 ServiceNow 705 GraphQL 701 VPN 695 MongoDB 694 Datadog 694 Vector databases 686 SQL Server 678 Cisco 659 JUnit 655 BigQuery 650 Helm 645 ITIL 644 CUDA 641 .NET 634 SIEM 631 VMware 629 HIPAA 623 Microsoft 365 621 CCNA / CCNP 619 SEO 617 Technical writing 616 Threat modeling 605 Serverless 591 gRPC 588 Ruby 585 Microsoft Project 581 CloudFormation 579 Next.js 564 LangChain 563 Budget management 553 Adobe Creative Cloud 549 Marketing automation 544 Product analytics 542 MATLAB 540 FedRAMP 538 SAFe 538 dbt 531 Jetpack Compose 523 Content strategy 520 Penetration testing 518 Email marketing 513 SharePoint 512 ISO 27001 498 GIAC certifications 488 Argo CD 483 pandas 474 CMS 469 scikit-learn 466 macOS 452 Windows Server 449 EDR 447 HubSpot 433 Six Sigma 430 Vue.js 424 Looker 424 ELK Stack 421 OpenTelemetry 414 Typography 413 DynamoDB 410 FastAPI 407 Event marketing 396 Chef / Puppet 389 Photoshop 373 Video editing 369 FPGA 369 Google Analytics 368 Okta 368 Hadoop 367 React Native 361 Load testing 361 Paid social 340 Illustrator 337 OpenShift 335 SAST / DAST 335 Account-based marketing 335 Service mesh 332 NumPy 328 Django 322 Flink 319 Redshift 316 Intune / SCCM 316 CISM 303 OWASP 295 Blockchain 293 SD-WAN 290 Kanban 289 GRC 288 Wireframing 285 Motion graphics 284 Hugging Face 283 RabbitMQ 274 Swift 270 Ruby on Rails 267 Selenium 265 Juniper 260 OKRs 258 ClickHouse 255 Playwright 254 Perl 252 Smartsheet 242 Power Platform 242 WebSockets 241 Content marketing 240 Cassandra 230 Google Ads 227 Wireshark 226 Pulumi 224 Unreal Engine 221 PPC 217 Flask 210 After Effects 208 PCI DSS 206 Information architecture 205 Copywriting 205 Canva 203 SOAR 201 SageMaker 198 Marketo 194 Premiere Pro 191 Redux 189 Asana 187 Vertex AI 182 NetSuite 178 Presto / Trino 175 InDesign 175 Notion 172 Tailwind CSS 171 Cypress 168 Hive 161 Cloudflare 160 Postman 156 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 Workday 148 pytest 147 Influencer marketing 147 Zapier 144 PHP 139 OSCP 139 Jest 138 Zendesk 131 Shopify 131 monday.com 130 SEM 129 WordPress 124 Amplitude 120 Conversion rate optimization 119 New Relic 118 Cucumber 117 jQuery 115 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 102 Unity 98 XGBoost 97 Braze 97 SAS 95 WebGL 92 Fivetran 92 NestJS 91 Programmatic advertising 88 VBA 86 HashiCorp Vault 85 SEO tools 85 Nginx 84 Social media tools 81 Sketch 80 Google Search Console 80 Informatica 77 Blender 77 PCB design 76 D3.js 74 Firebase 74 Keras 74 Looker Studio 73 Vite 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 68 Airtable 68 Three.js 67 Flutter 67 Mixpanel 67 Adobe Analytics 63 Webpack 62 Google Tag Manager 58 Svelte 57 Iterable 57 DaVinci Resolve 54 Qlik 52 Klaviyo 51 Citrix 50 Miro 50 Objective-C 49 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 43 Sass 39 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 31 Adobe XD 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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