States
Alabama 446 Alaska 43 Arizona 640 Arkansas 437 California 15,499 Colorado 1,558 Connecticut 342 Delaware 135 District of Columbia 1,318 Florida 1,291 Georgia 1,075 Hawaii 135 Idaho 184 Illinois 1,856 Indiana 306 Iowa 275 Kansas 117 Kentucky 165 Louisiana 111 Maine 88 Maryland 1,659 Massachusetts 2,290 Michigan 691 Minnesota 415 Mississippi 96 Missouri 495 Montana 50 Nebraska 183 Nevada 201 New Hampshire 112 New Jersey 810 New Mexico 165 New York 6,751 North Carolina 1,187 North Dakota 72 Ohio 697 Oklahoma 185 Oregon 360 Pennsylvania 886 Rhode Island 94 South Carolina 202 South Dakota 62 Tennessee 286 Texas 3,691 Utah 472 Vermont 72 Virginia 3,690 Washington 2,777 West Virginia 76 Wisconsin 330 Wyoming 61
Cities
San Francisco Bay Area, CA 10,518 New York, NY 5,662 Washington, DC 3,617 Seattle, WA 2,158 Los Angeles, CA 2,080 Boston, MA 1,352 Austin, TX 1,202 Chicago, IL 1,165 Dallas–Fort Worth, TX 1,071 Denver, CO 801 Atlanta, GA 699 Raleigh–Durham, NC 477 San Diego, CA 428 Phoenix, AZ 361 Charlotte, NC 345 Houston, TX 253 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 131 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,280 Product Manager 3,326 Engineering Manager 2,119 Program Manager 1,947 Project Manager 1,946 Data Scientist 1,555 Machine Learning Engineer 1,511 Security Engineer 1,449 Marketing Manager 1,370 Full Stack Developer 1,207 AI Engineer 1,077 DevOps Engineer 1,072 Data Engineer 892 IT Support Specialist 857 Cybersecurity Analyst 855 Backend Developer 786 Systems Administrator 770 Site Reliability Engineer 724 Graphic Designer 702 Data Analyst 651 Product Marketing Manager 631 Mobile Developer 598 Network Engineer 569 Business Analyst 549 Product Designer 542 Content Writer 521 QA Engineer 503 Growth Marketing Manager 342 Frontend Developer 339 Cloud Engineer 308 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 209 Social Media Manager 199 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 169 Video Editor 106 Creative Director 92 Brand Manager 91 SEO Specialist 80 Content Creator 79 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 63 Art Director 51 Web Developer 48 Copywriter 46 Motion Designer 37 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,895 Machine learning 9,072 Product roadmapping 8,619 AWS 8,228 CI/CD 7,645 SQL 6,221 Kubernetes 6,138 LLMs 5,755 AI agents 5,398 C++ 5,151 Linux 5,102 Java 5,071 Azure 4,878 Distributed systems 4,772 Agile 4,636 Docker 4,302 Google Cloud 4,095 Git 4,094 Go 3,888 TypeScript 3,884 React 3,579 Terraform 3,349 JavaScript 3,310 Go-to-market 2,909 REST APIs 2,766 Jira 2,703 Test automation 2,651 PostgreSQL 2,469 C 2,464 Generative AI 2,449 Incident response 2,418 Product strategy 2,408 Microservices 2,404 Bash 2,280 Positioning & messaging 2,187 Excel 2,044 GitHub 1,911 Embedded systems 1,876 Node.js 1,849 Rust 1,762 Stakeholder management 1,732 PyTorch 1,717 Kafka 1,711 CRM 1,642 IAM 1,634 Product marketing 1,629 CompTIA certifications 1,627 C# 1,608 Scrum 1,577 Computer vision 1,568 Spark 1,566 Ansible 1,535 Cryptography 1,526 GitLab 1,512 Firmware 1,493 Android 1,464 Market research 1,452 Jenkins 1,416 Data modeling 1,410 Deep learning 1,371 PRDs 1,362 RAG 1,346 iOS 1,337 Data warehousing 1,320 PMP 1,302 Confluence 1,284 Design systems 1,282 NoSQL 1,245 OpenAI API 1,238 ETL 1,216 NIST 1,200 Vulnerability management 1,184 Firewalls 1,178 Salesforce 1,168 Google Workspace 1,158 HTML 1,138 Grafana 1,136 Snowflake 1,096 Competitive analysis 1,095 Databricks 1,088 TCP/IP 1,082 CSS 1,064 Tableau 1,053 DNS / DHCP 1,049 Kotlin 1,043 PowerShell 1,025 Angular 985 Power BI 985 Prototyping 980 CISSP 975 Figma 970 User stories 966 Scala 952 Prometheus 951 MLOps 931 TensorFlow 920 GitHub Actions 899 SAP 896 Brand marketing 894 A/B testing 868 Active Directory 857 Prompt engineering 835 R 832 Spring Boot 832 MySQL 832 Pricing strategy 824 Web accessibility (WCAG) 821 NLP 819 Airflow 808 Zero Trust 802 Oracle 801 Redis 791 Elasticsearch 784 User research 777 OAuth 772 Unix 772 Demand generation 772 Reinforcement learning 771 Sales enablement 767 SSO / SAML 758 RTOS 755 Splunk 744 Routing & switching 730 SOC 2 720 GraphQL 704 ServiceNow 703 MongoDB 695 VPN 694 Datadog 693 Vector databases 685 SQL Server 678 JUnit 655 Cisco 654 BigQuery 650 Helm 646 CUDA 642 ITIL 639 .NET 636 SIEM 630 VMware 628 HIPAA 625 Microsoft 365 619 SEO 619 Technical writing 618 CCNA / CCNP 617 Threat modeling 602 Serverless 591 gRPC 586 Microsoft Project 583 Ruby 582 CloudFormation 579 Next.js 567 LangChain 563 Budget management 552 Adobe Creative Cloud 549 Marketing automation 545 MATLAB 544 Product analytics 542 FedRAMP 539 SAFe 539 dbt 530 Jetpack Compose 523 Content strategy 519 Penetration testing 517 Email marketing 515 SharePoint 512 ISO 27001 496 GIAC certifications 488 Argo CD 483 pandas 474 CMS 470 scikit-learn 465 macOS 450 Windows Server 447 EDR 445 HubSpot 432 Six Sigma 430 Looker 424 Vue.js 423 ELK Stack 420 OpenTelemetry 413 Typography 413 DynamoDB 412 FastAPI 408 Event marketing 396 Chef / Puppet 389 Photoshop 374 Google Analytics 369 Video editing 369 FPGA 369 Hadoop 367 Okta 367 Load testing 364 React Native 359 Paid social 341 OpenShift 338 Illustrator 337 Account-based marketing 336 SAST / DAST 334 Service mesh 332 NumPy 328 Django 322 Flink 320 Intune / SCCM 315 Redshift 314 CISM 301 OWASP 293 Blockchain 293 Kanban 290 SD-WAN 289 GRC 287 Wireframing 285 Motion graphics 285 Hugging Face 283 RabbitMQ 275 Swift 268 Ruby on Rails 266 Selenium 266 Juniper 260 OKRs 257 ClickHouse 255 Playwright 254 Perl 251 Power Platform 242 WebSockets 241 Smartsheet 240 Content marketing 238 Cassandra 229 Google Ads 227 Wireshark 226 Pulumi 224 Unreal Engine 224 PPC 217 Flask 210 After Effects 209 PCI DSS 206 Information architecture 205 Copywriting 204 Canva 203 SageMaker 199 SOAR 199 Marketo 193 Premiere Pro 192 Redux 189 Asana 188 Vertex AI 183 NetSuite 178 Presto / Trino 175 InDesign 175 Notion 172 Tailwind CSS 171 Cypress 168 Hive 161 Cloudflare 159 Postman 155 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 pytest 147 Influencer marketing 147 Workday 147 Zapier 144 PHP 140 OSCP 139 Jest 138 Shopify 132 Zendesk 131 monday.com 130 SEM 129 WordPress 125 Amplitude 120 Conversion rate optimization 120 New Relic 117 Cucumber 117 jQuery 116 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 101 Unity 99 Braze 97 SAS 96 XGBoost 96 WebGL 92 NestJS 91 Fivetran 91 Programmatic advertising 89 VBA 86 SEO tools 86 HashiCorp Vault 85 Nginx 84 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 77 Blender 77 PCB design 75 D3.js 74 Firebase 74 Keras 74 Looker Studio 73 Final Cut Pro 72 Vite 71 LinkedIn Ads 70 Affiliate marketing 70 Webflow 68 Airtable 68 Three.js 67 Flutter 67 Mixpanel 66 Adobe Analytics 63 Webpack 61 Svelte 57 Iterable 57 Google Tag Manager 57 Qlik 54 DaVinci Resolve 54 Klaviyo 51 Citrix 50 Miro 50 Objective-C 48 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 43 Sass 40 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 31 Adobe XD 31 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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