States
Alabama 441 Alaska 43 Arizona 632 Arkansas 380 California 15,157 Colorado 1,547 Connecticut 358 Delaware 132 District of Columbia 1,302 Florida 1,289 Georgia 1,066 Hawaii 132 Idaho 189 Illinois 1,839 Indiana 316 Iowa 291 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,641 Massachusetts 2,273 Michigan 707 Minnesota 401 Mississippi 93 Missouri 474 Montana 52 Nebraska 174 Nevada 195 New Hampshire 105 New Jersey 813 New Mexico 161 New York 6,588 North Carolina 1,204 North Dakota 80 Ohio 680 Oklahoma 192 Oregon 350 Pennsylvania 903 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 276 Texas 3,594 Utah 461 Vermont 76 Virginia 3,654 Washington 2,721 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,275 New York, NY 5,530 Washington, DC 3,577 Seattle, WA 2,106 Los Angeles, CA 2,015 Boston, MA 1,353 Austin, TX 1,173 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,044 Denver, CO 796 Atlanta, GA 681 Raleigh–Durham, NC 484 San Diego, CA 431 Charlotte, NC 362 Phoenix, AZ 360 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 209 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 127 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,182 Product Manager 3,266 Engineering Manager 2,103 Project Manager 1,924 Program Manager 1,886 Data Scientist 1,554 Machine Learning Engineer 1,506 Security Engineer 1,436 Marketing Manager 1,343 Full Stack Developer 1,194 AI Engineer 1,069 DevOps Engineer 1,045 Data Engineer 900 Cybersecurity Analyst 841 IT Support Specialist 832 Backend Developer 799 Systems Administrator 754 Site Reliability Engineer 724 Graphic Designer 698 Data Analyst 666 Product Marketing Manager 600 Mobile Developer 592 Business Analyst 566 Network Engineer 561 Product Designer 517 Content Writer 509 QA Engineer 503 Growth Marketing Manager 352 Frontend Developer 336 Cloud Engineer 305 UX Designer 244 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 170 Video Editor 97 Brand Manager 91 Creative Director 85 SEO Specialist 79 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 39 Game Designer 35 3D Artist 30 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,715 Machine learning 9,097 Product roadmapping 8,528 AWS 8,244 CI/CD 7,480 SQL 6,121 Kubernetes 6,038 LLMs 5,650 AI agents 5,254 C++ 5,077 Linux 5,022 Java 4,942 Azure 4,884 Distributed systems 4,699 Agile 4,622 Docker 4,222 Google Cloud 4,073 Git 3,979 TypeScript 3,861 Go 3,819 React 3,542 Terraform 3,302 JavaScript 3,215 Go-to-market 2,813 REST APIs 2,680 Jira 2,660 Test automation 2,594 PostgreSQL 2,458 C 2,431 Generative AI 2,418 Product strategy 2,390 Microservices 2,374 Incident response 2,364 Bash 2,191 Positioning & messaging 2,139 Excel 2,034 Embedded systems 1,881 GitHub 1,846 Node.js 1,821 Stakeholder management 1,767 Rust 1,717 PyTorch 1,704 Kafka 1,695 CRM 1,640 Product marketing 1,596 IAM 1,588 Scrum 1,583 CompTIA certifications 1,581 Spark 1,562 C# 1,557 Computer vision 1,553 Cryptography 1,494 Ansible 1,476 GitLab 1,470 Firmware 1,461 Data modeling 1,444 Market research 1,428 Android 1,415 Deep learning 1,362 Jenkins 1,343 PRDs 1,338 RAG 1,327 Data warehousing 1,320 iOS 1,304 PMP 1,266 Design systems 1,262 Confluence 1,247 NoSQL 1,241 ETL 1,218 OpenAI API 1,206 NIST 1,185 Vulnerability management 1,177 Salesforce 1,175 Google Workspace 1,162 Firewalls 1,145 HTML 1,131 Databricks 1,087 Grafana 1,082 Snowflake 1,079 Competitive analysis 1,078 CSS 1,062 TCP/IP 1,062 Tableau 1,033 Kotlin 1,013 DNS / DHCP 1,000 PowerShell 988 Power BI 980 Angular 977 CISSP 977 Prototyping 967 Figma 956 MLOps 946 TensorFlow 935 Scala 923 User stories 922 Prometheus 903 SAP 876 Brand marketing 876 GitHub Actions 874 R 855 Web accessibility (WCAG) 843 Prompt engineering 840 A/B testing 838 NLP 838 Active Directory 837 Spring Boot 816 Airflow 803 Zero Trust 802 User research 799 Redis 794 MySQL 786 Pricing strategy 782 Demand generation 778 Elasticsearch 775 Oracle 770 Sales enablement 766 RTOS 760 Reinforcement learning 758 Unix 755 SSO / SAML 732 OAuth 728 GraphQL 717 SOC 2 712 Routing & switching 708 Splunk 699 Vector databases 692 ServiceNow 689 VPN 687 MongoDB 684 Datadog 673 SQL Server 657 ITIL 650 SIEM 642 Cisco 639 CUDA 631 .NET 630 SEO 629 BigQuery 623 Helm 623 VMware 618 Microsoft 365 617 JUnit 612 HIPAA 608 CCNA / CCNP 606 Serverless 596 Technical writing 591 gRPC 588 Threat modeling 585 Microsoft Project 582 CloudFormation 579 Ruby 565 LangChain 561 Next.js 560 FedRAMP 547 MATLAB 545 dbt 542 SAFe 536 Budget management 535 Adobe Creative Cloud 531 Marketing automation 531 Content strategy 529 Product analytics 527 Email marketing 522 Jetpack Compose 513 Penetration testing 499 SharePoint 499 GIAC certifications 497 ISO 27001 485 scikit-learn 482 CMS 474 pandas 471 Argo CD 464 EDR 457 Windows Server 442 macOS 437 Looker 432 HubSpot 425 DynamoDB 421 Vue.js 413 Six Sigma 410 Event marketing 409 ELK Stack 405 Typography 404 FastAPI 392 Chef / Puppet 388 OpenTelemetry 386 FPGA 373 Photoshop 371 Google Analytics 369 React Native 353 Okta 350 Load testing 350 Video editing 350 Hadoop 349 SAST / DAST 340 Django 335 Paid social 335 OpenShift 333 NumPy 331 Illustrator 330 Account-based marketing 330 Service mesh 324 Redshift 316 Flink 306 Blockchain 302 CISM 298 Intune / SCCM 296 Kanban 295 Hugging Face 287 SD-WAN 287 OWASP 283 Wireframing 275 GRC 274 RabbitMQ 272 Motion graphics 272 Perl 263 Swift 260 Juniper 257 ClickHouse 252 Ruby on Rails 251 Playwright 251 OKRs 251 Selenium 248 Smartsheet 245 Power Platform 239 Content marketing 237 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 220 Google Ads 219 Pulumi 216 Copywriting 206 After Effects 205 Information architecture 202 SageMaker 200 PCI DSS 198 SOAR 198 Canva 198 Asana 195 Marketo 193 Redux 190 InDesign 182 Notion 181 Premiere Pro 179 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 168 Cypress 164 Kinesis 156 Cloudflare 156 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 145 OSCP 144 Zapier 142 Postman 141 pytest 138 Zendesk 135 SEM 133 Jest 129 Shopify 126 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 114 jQuery 110 Verilog / VHDL 110 monday.com 103 Cucumber 102 Jupyter 100 SwiftUI 99 Neo4j 99 Fivetran 98 CapCut 98 Meta Ads 98 Unity 97 XGBoost 96 SAS 93 Braze 93 WebGL 90 NestJS 89 Programmatic advertising 89 SEO tools 89 Nginx 87 Google Search Console 87 VBA 86 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 67 Three.js 66 Affiliate marketing 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 56 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 47 Miro 47 Maya 46 Objective-C 45 UIKit 44 Cinema 4D 43 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Trello 32 Express.js 31 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 SPSS 23 AP Style 23 Retool 23 Framer 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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