States
Alabama 444 Alaska 42 Arizona 636 Arkansas 436 California 15,511 Colorado 1,561 Connecticut 341 Delaware 134 District of Columbia 1,317 Florida 1,294 Georgia 1,075 Hawaii 135 Idaho 183 Illinois 1,854 Indiana 304 Iowa 275 Kansas 116 Kentucky 164 Louisiana 110 Maine 87 Maryland 1,656 Massachusetts 2,290 Michigan 686 Minnesota 412 Mississippi 95 Missouri 492 Montana 50 Nebraska 182 Nevada 199 New Hampshire 110 New Jersey 809 New Mexico 164 New York 6,756 North Carolina 1,179 North Dakota 71 Ohio 695 Oklahoma 184 Oregon 361 Pennsylvania 885 Rhode Island 93 South Carolina 201 South Dakota 61 Tennessee 285 Texas 3,689 Utah 470 Vermont 71 Virginia 3,689 Washington 2,776 West Virginia 75 Wisconsin 328 Wyoming 60
Cities
San Francisco Bay Area, CA 10,530 New York, NY 5,665 Washington, DC 3,617 Seattle, WA 2,156 Los Angeles, CA 2,081 Boston, MA 1,351 Austin, TX 1,203 Chicago, IL 1,164 Dallas–Fort Worth, TX 1,070 Denver, CO 800 Atlanta, GA 700 Raleigh–Durham, NC 475 San Diego, CA 429 Phoenix, AZ 360 Charlotte, NC 343 Houston, TX 253 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 130 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,267 Product Manager 3,329 Engineering Manager 2,121 Program Manager 1,949 Project Manager 1,944 Data Scientist 1,555 Machine Learning Engineer 1,514 Security Engineer 1,448 Marketing Manager 1,372 Full Stack Developer 1,205 AI Engineer 1,078 DevOps Engineer 1,072 Data Engineer 892 Cybersecurity Analyst 859 IT Support Specialist 858 Backend Developer 786 Systems Administrator 772 Site Reliability Engineer 725 Graphic Designer 701 Data Analyst 646 Product Marketing Manager 631 Mobile Developer 598 Network Engineer 571 Business Analyst 547 Product Designer 540 Content Writer 522 QA Engineer 502 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 184 Marketing Analyst 171 Community Manager 169 Video Editor 105 Creative Director 92 Brand Manager 91 SEO Specialist 80 Content Creator 80 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 14,887 Machine learning 9,070 Product roadmapping 8,622 AWS 8,225 CI/CD 7,640 SQL 6,217 Kubernetes 6,138 LLMs 5,755 AI agents 5,404 C++ 5,148 Linux 5,105 Java 5,060 Azure 4,873 Distributed systems 4,775 Agile 4,623 Docker 4,297 Google Cloud 4,093 Git 4,088 Go 3,885 TypeScript 3,882 React 3,578 Terraform 3,342 JavaScript 3,306 Go-to-market 2,913 REST APIs 2,761 Jira 2,701 Test automation 2,647 PostgreSQL 2,467 C 2,461 Generative AI 2,447 Incident response 2,422 Product strategy 2,408 Microservices 2,404 Bash 2,285 Positioning & messaging 2,192 Excel 2,041 GitHub 1,909 Embedded systems 1,876 Node.js 1,849 Rust 1,760 Stakeholder management 1,728 PyTorch 1,720 Kafka 1,709 CRM 1,641 IAM 1,632 Product marketing 1,631 CompTIA certifications 1,630 C# 1,600 Scrum 1,577 Computer vision 1,567 Spark 1,565 Ansible 1,537 Cryptography 1,527 GitLab 1,510 Firmware 1,497 Android 1,464 Market research 1,451 Jenkins 1,410 Data modeling 1,408 Deep learning 1,375 PRDs 1,364 RAG 1,348 iOS 1,337 Data warehousing 1,322 PMP 1,302 Confluence 1,284 Design systems 1,281 NoSQL 1,241 OpenAI API 1,241 ETL 1,216 NIST 1,200 Vulnerability management 1,186 Firewalls 1,181 Salesforce 1,170 Google Workspace 1,159 Grafana 1,137 HTML 1,133 Snowflake 1,095 Competitive analysis 1,095 Databricks 1,083 TCP/IP 1,083 CSS 1,059 Tableau 1,052 DNS / DHCP 1,051 Kotlin 1,043 PowerShell 1,024 Angular 984 Power BI 984 Prototyping 979 CISSP 975 Figma 969 User stories 966 Prometheus 951 Scala 950 MLOps 933 TensorFlow 919 GitHub Actions 896 SAP 893 Brand marketing 890 A/B testing 868 Active Directory 859 Prompt engineering 835 MySQL 831 Spring Boot 830 R 828 Pricing strategy 824 NLP 820 Web accessibility (WCAG) 817 Airflow 808 Zero Trust 801 Oracle 799 Redis 789 Elasticsearch 783 User research 774 Demand generation 774 Reinforcement learning 773 OAuth 771 Unix 771 Sales enablement 770 SSO / SAML 758 RTOS 754 Splunk 745 Routing & switching 730 SOC 2 721 ServiceNow 705 GraphQL 702 MongoDB 695 Datadog 694 VPN 694 Vector databases 687 SQL Server 678 Cisco 657 JUnit 655 BigQuery 650 Helm 645 ITIL 643 CUDA 640 .NET 635 VMware 629 SIEM 629 HIPAA 624 Microsoft 365 621 CCNA / CCNP 618 SEO 618 Technical writing 616 Threat modeling 602 Serverless 592 gRPC 588 Ruby 582 Microsoft Project 581 CloudFormation 579 Next.js 565 LangChain 563 Budget management 552 Adobe Creative Cloud 549 Marketing automation 544 Product analytics 542 MATLAB 541 FedRAMP 538 SAFe 538 dbt 531 Jetpack Compose 523 Content strategy 520 Penetration testing 517 Email marketing 515 SharePoint 512 ISO 27001 496 GIAC certifications 487 Argo CD 483 pandas 474 CMS 469 scikit-learn 464 macOS 451 Windows Server 449 EDR 446 HubSpot 433 Six Sigma 430 Vue.js 424 Looker 423 ELK Stack 421 OpenTelemetry 414 Typography 413 DynamoDB 411 FastAPI 407 Event marketing 396 Chef / Puppet 389 Photoshop 373 FPGA 370 Google Analytics 369 Video editing 369 Okta 367 Hadoop 366 Load testing 361 React Native 360 Paid social 341 Illustrator 337 OpenShift 336 Account-based marketing 335 SAST / DAST 333 Service mesh 332 NumPy 328 Django 322 Flink 320 Intune / SCCM 316 Redshift 315 CISM 301 OWASP 293 Blockchain 293 SD-WAN 289 Kanban 289 GRC 288 Wireframing 285 Motion graphics 284 Hugging Face 283 RabbitMQ 274 Swift 268 Ruby on Rails 266 Selenium 265 Juniper 259 OKRs 257 ClickHouse 255 Playwright 253 Perl 251 Power Platform 242 WebSockets 241 Smartsheet 241 Content marketing 240 Cassandra 229 Google Ads 227 Wireshark 226 Pulumi 224 Unreal Engine 222 PPC 218 Flask 210 After Effects 208 PCI DSS 206 Information architecture 205 Copywriting 205 Canva 203 SOAR 200 SageMaker 199 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 159 Postman 155 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 Workday 148 pytest 147 Influencer marketing 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 118 Cucumber 117 jQuery 116 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 102 Unity 99 Braze 97 XGBoost 96 SAS 95 WebGL 92 Fivetran 92 NestJS 91 Programmatic advertising 88 VBA 86 SEO tools 86 HashiCorp Vault 85 Nginx 84 Google Search Console 81 Social media tools 81 Sketch 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 66 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 48 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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