Hire the Best Certified Microsoft Azure Data Scientists

If your data pipelines are slow, breaking, or producing dashboards your team doesn’t trust — I fix that. Most data engineers can build a pipeline. Fewer make sure it is fast, reliable, well-modeled, and feeding dashboards your business can actually use for decisions. I’m a Microsoft Certified Fabric Data Engineer specializing in Microsoft Fabric, Azure data pipelines, Lakehouse/Warehouse architecture, Databricks, Snowflake, and Power BI semantic models. I help teams build the full data layer: from raw source systems and APIs, to clean Bronze/Silver/Gold pipelines, to properly modeled warehouses, to Power BI dashboards that perform at scale. Recent results: * Reduced a daily pipeline runtime from 8 hours to 30 minutes * Eliminated around 95% of manual data errors by automating third-party API integrations * Saved a data team 20+ hours per week through automated monitoring and reporting * Reduced manual data preparation time by 60% with end-to-end Azure pipelines * Built Power BI dashboards for retail, sales, and supply chain clients, with 5-star client feedback What I can help with: * Microsoft Fabric pipelines, Lakehouse, Warehouse, and medallion architecture * Azure Data Factory, Databricks, Azure SQL, and Data Lake pipelines * PySpark and Spark SQL for large-scale data processing * Power BI semantic models, DAX optimization, and executive dashboards * Data modeling, star schemas, fact/dimension design, and ERDs * SQL optimization, data quality checks, and pipeline monitoring * Snowflake and dbt for modern cloud warehouse solutions How I work: * Clear communication and regular project updates * Loom walkthroughs for architecture, logic, and deliverables * Clean, documented, production-ready code your team can maintain * Strong focus on reliability, data quality, and long-term maintainability * Available for async collaboration across US, UK, and EU time zones If you need reliable pipelines, clean data models, and dashboards your team can trust, send me a message.

🏆 𝐓𝐨𝐩 𝐑𝐚𝐭𝐞𝐝 𝐓𝐚𝐥𝐞𝐧𝐭 💯 𝟏𝟎𝟎% 𝐉𝐨𝐛 𝐒𝐮𝐜𝐜𝐞𝐬𝐬 𝐒𝐜𝐨𝐫𝐞 ⭐ 𝐀𝐥𝐥 𝟓-𝐒𝐭𝐚𝐫 𝐅𝐞𝐞𝐝𝐛𝐚𝐜𝐤 ⏳ 𝟓+ 𝐘𝐞𝐚𝐫𝐬 𝐨𝐟 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 ⚡ 𝐀𝐯𝐚𝐢𝐥𝐚𝐛𝐥𝐞 𝐍𝐨𝐰 | 𝟏-𝐇𝐨𝐮𝐫 𝐑𝐞𝐬𝐩𝐨𝐧𝐬𝐞 𝐓𝐢𝐦𝐞 I’m a Data Analyst & Power BI Developer who helps businesses turn raw, disconnected data into clear dashboards, automated reports, and decision-ready insights. Over the past 5+ years, I’ve worked across eCommerce, finance, healthcare, marketing, and operations, delivering Power BI dashboards, Microsoft Fabric analytics solutions, SQL reporting systems, and Python-based data automation. 𝐌𝐲 𝐰𝐨𝐫𝐤 𝐡𝐞𝐥𝐩𝐬 𝐭𝐞𝐚𝐦𝐬: Reduce reporting time by hours Track KPIs in real time Identify revenue trends Automate manual Excel and SQL workflows 🔹 𝐏𝐨𝐰𝐞𝐫 𝐁𝐈 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 I design high-performance Power BI dashboards that executives actually use. Interactive Power BI dashboards with slicers, drill-downs, and KPIs Data modeling for scalable Business Intelligence reporting DAX measures, calculated columns, and advanced Power Query (M) Power BI Service setup, refresh schedules, and gateways Row-Level Security (RLS) for enterprise reporting Excel to Power BI migration and optimization Power BI performance tuning and dashboard optimization 🔹 𝐌𝐢𝐜𝐫𝐨𝐬𝐨𝐟𝐭 𝐅𝐚𝐛𝐫𝐢𝐜 & 𝐌𝐨𝐝𝐞𝐫𝐧 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 I build end-to-end analytics solutions using Microsoft Fabric. Microsoft Fabric Lakehouse & Data Warehouse architecture OneLake integration and Direct Lake mode Dataflow Gen2 for ETL and data transformation Real-time analytics and streaming pipelines Fabric notebooks for analytics and Python workflows Power BI + Fabric enterprise reporting solutions 🔹 𝐏𝐲𝐭𝐡𝐨𝐧 𝐟𝐨𝐫 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 & 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 I use Python for data analysis, reporting automation, and ETL workflows. Data cleaning and transformation with Pandas & NumPy Automated Excel and CSV reporting Forecasting and statistical analysis Python dashboards and visualizations Jupyter notebooks for documentation Automating repetitive data tasks 🔹 𝐒𝐐𝐋 & 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞 𝐑𝐞𝐩𝐨𝐫𝐭𝐢𝐧𝐠 I work with complex databases and large datasets. Advanced SQL queries (CTEs, joins, window functions) SQL performance tuning and optimization SQL Server, PostgreSQL, MySQL, SQLite Data migration and ETL pipelines Reporting views and indexes for Power BI 🔹 𝐀𝐳𝐮𝐫𝐞 𝐃𝐚𝐭𝐚 & 𝐂𝐥𝐨𝐮𝐝 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 I deploy scalable analytics solutions on Microsoft Azure. Azure Data Factory ETL pipelines Azure SQL Database setup Azure Synapse Analytics Power BI Service administration Cloud data integration and automation 🔹 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐲 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 E-commerce: Sales dashboards, inventory tracking, customer analytics Finance: Budget vs actuals, cash flow forecasting, KPI dashboards Marketing: Campaign performance, ROI tracking, lead analytics Operations: Supply chain visibility, efficiency metrics HR: Headcount reporting, turnover analysis 🔹 𝐑𝐞𝐜𝐞𝐧𝐭 𝐑𝐞𝐬𝐮𝐥𝐭𝐬 Built a Power BI sales dashboard saving 10+ hours/week Migrated reporting to Microsoft Fabric, reducing refresh time from 4 hours to 15 minutes Cleaned 500K+ records and delivered a real-time executive dashboard 🔹 𝐓𝐨𝐨𝐥𝐬 & 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 Power BI, Microsoft Fabric, SQL, Python, Azure, DAX, Power Query, Pandas, NumPy, Excel, Azure Data Factory, Synapse, OneLake, Power Automate If you need a Power BI Developer, Data Analyst, or Microsoft Fabric expert who delivers clean dashboards and reliable analytics, you’re in the right place. Power BI, Data Analyst, Power BI Developer, Microsoft Fabric, Fabric Data Engineer, Power BI Dashboards, Power BI Reports, DAX, Power Query, SQL, SQL Server, Azure Data Factory, Azure Synapse, Azure SQL, Python, Python for Data Analysis, Pandas, NumPy, ETL, Data Modeling, Data Transformation, Data Visualization, Business Intelligence, BI Developer, Reporting Automation, Excel to Power BI, Power BI Optimization, Power, BI Performance, KPI Dashboards, Financial Dashboards, Sales Dashboards, Real-Time, Dashboards, Data Cleaning, Data Integration, Enterprise Reporting, Analytics Solutions, Microsoft, Azure, Cloud Data Analytics

🥇 Top Rated Plus | Senior .NET & Azure Software Engineer 🏆 10+ years of experience with Microsoft Azure 🤓 1 x Microsoft Azure Certified | 3 x MongoDB Certification | 2 x PMI Certification I help tech teams ship high-quality cloud applications faster using .NET, Azure PaaS, microservices, and automated CI/CD pipelines. With 10+ years building mission-critical platforms for finance, healthcare, e-commerce and logistics, I deliver secure, scalable, and maintainable solutions that accelerate business impact. I specialize in crafting scalable, secure, and performance-optimized applications using .NET, Blazor, Azure, AWS, and modern frontend frameworks such as Angular and React. I’ve led architecture and development for Fortune 500 firms and startups alike, delivering robust solutions across logistics, finance, e-commerce, healthcare, and gaming. 🔍 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐫𝐢𝐧𝐠: ✅ Scalable Microservices using the latest .NET version ✅ Blazor & Angular/React for interactive UIs ✅ CI/CD pipelines (GitHub Actions, Jenkins, Azure DevOps) ✅ Cloud-native deployments (Azure | AWS | Docker | Kubernetes) ✅ Real-time systems with Redis, WebSocket, Kafka ✅ Strong debugging, optimization, and code quality focus 📈 𝐑𝐞𝐜𝐞𝐧𝐭 𝐖𝐢𝐧𝐬: - Designed a healthcare practitioner search system scaling across AWS with real-time Elasticsearch - Led logistics platform revamp for a US-based company using .NET 10 + React - Built scalable e-commerce and casino gaming platforms from scratch 🤝 Let’s connect if you're looking for long-term value, high-quality code, and a dedicated partner.

🚀 🥇 Expert-Vetted Talent | Principal AI/ML | GenAI, LLM, RAG, Fine-tuning, Cloud(Azure, AWS, GCP) | Healthcare & FinTech I transform complex business challenges into cutting-edge AI solutions. With 15+ years leading AI/ML initiatives and a Doctor of Philosophy in Machine Learning from Iowa State University, Master's in Computational Neuroscience from UC San Diego, I deliver production-ready GenAI systems that drive measurable ROI. ✅ What I Offer: • GenAI & LLM Solutions: Custom GPT fine-tuning, prompt engineering, multi-agent systems, RAG architectures • Production AI Systems: End-to-end ML pipelines, MLOps, model deployment at enterprise scale • Healthcare AI: Clinical trial automation, medical document generation, HIPAA-compliant solutions • AI Strategy & Architecture: Technical roadmapping, proof-of-concepts, AI transformation leadership • Full-Stack AI Development: Python, PyTorch, TensorFlow, AWS, GCP, Azure, Vector DBs, Kubernetes 🎯 Recent Achievements: • Built AI system processing 100K+ clinical trials for pharma enterprise, enabling intelligent Q&A and benchmarking • Developed GenAI platform generating 100+ page clinical trial protocols with 95% accuracy • Led 60+ engineer team delivering first commercial AI healthcare product at ResMed (NYSE: RMD) • Created $1M+ revenue AI products in first year at multiple startups • Secured $3.5M+ funding through strategic AI product development 💼 Industry Expertise: • Healthcare/Pharma: Clinical trials, EHR integration, medical AI, FDA-regulated software • FinTech: Real-time fraud detection, risk assessment, payment processing systems • Enterprise SaaS: Multi-tenant architectures, API development, scalable AI services • Retail/E-commerce: Recommendation engines, inventory optimization, customer analytics 🔧 Technical Stack: AI/ML: GPT-4/5, Claude, Llama, BERT, Transformers, Fine-tuning, RLHF, RAG, Vector Databases Languages: Python, JavaScript, TypeScript, Java, Ruby, Go, SQL Frameworks: PyTorch, TensorFlow, Hugging Face, LangChain, Scikit-learn, FastAPI Cloud/DevOps: AWS (SageMaker, Lambda, ECS), GCP (Vertex AI), Azure, Kubernetes, Docker Databases: PostgreSQL, MongoDB, Redis, Elasticsearch, Pinecone, Weaviate, ChromaDB Tools: MLflow, Weights & Biases, Git, CI/CD, Jupyter, Streamlit 📊 Quantifiable Impact: • 73% engagement increase for nonprofit youth chatbot with emotional intelligence • 94% accuracy in crisis detection for at-risk populations • 10X growth in subscriber base through AI-driven optimizations • 100+ pages of medical documents generated with regulatory compliance • $100K+/month revenue generated through ML-powered ad targeting 🎓 Credentials: • M.Sci. Computational Neuroscience - UC San Diego • IBM Certified: RAG and Agentic AI • Deep Learning Specialization - Coursera • Published researcher in AI/ML (Psychological Science, ICSE) • 4 provisional patents in AI/computer vision 🌟 What Sets Me Apart: Unlike typical developers, I combine deep technical expertise with business acumen from leading multiple successful startups. I don't just build models – I architect complete AI ecosystems that scale, comply with regulations, and deliver measurable business value. My neuroscience background provides unique insights into building truly intelligent systems that understand human behavior and needs. 📋 Services I Provide: • Custom LLM fine-tuning and deployment • RAG system architecture and implementation • Multi-agent AI system development • Healthcare AI and medical document automation • AI-powered data extraction and processing • Computer vision and image analysis solutions • Production ML pipeline development • AI strategy consulting and roadmapping • Technical due diligence for AI projects • Team mentoring and AI capability building 🤝 Working With Me: I pride myself on clear communication, translating complex AI concepts into actionable business strategies. Whether you need a production-ready AI system, strategic guidance, or technical leadership, I deliver solutions that exceed expectations. I'm available for both short-term projects and long-term engagements. Ready to transform your business with AI? Let's discuss how I can help you leverage the latest in GenAI, LLMs, and machine learning to achieve your goals. Keywords: Artificial Intelligence, Machine Learning, Deep Learning, GenAI, Generative AI, ChatGPT, GPT-4, GPT-5, Large Language Models, LLM, Fine-tuning, RAG, Retrieval Augmented Generation, RLHF, Vector Database, Embeddings, Transformers, NLP, Computer Vision, PyTorch, TensorFlow, Python, AWS, GCP, Azure, Healthcare AI, FinTech AI, MLOps, AI Architecture, Prompt Engineering, LangChain, Hugging Face

Welcome 👋 Senior DevOps & Cloud Engineer with2️⃣2️⃣+ years of experience. 📌Pricing is negotiable - custom for each project. 💎 I help companies cut cloud costs, secure their infrastructure, and build platforms that scale - without the overhead of a full-time architect. Scalable, secure, cost-efficient, and maintainable long after implementation: ✔ Cloud Architecture (Azure & AWS) ✔ Platform Engineering ✔ FinOps & Cloud Cost Optimization ✔ Identity & Access Management (IAM) ✔ Kubernetes, Terraform & Infrastructure as Code ✔ DevOps Automation & CI/CD ✔ AI Integration & Workflow Automation ✔ Full-Stack Enterprise Applications (.NET, Angular, Blazor) ✔ Healthcare, MedTech & Energy Solutions 📌Whether you need cloud architecture review, platform engineering, cost optimization, IAM implementation, DevOps automation, AI integration, or enterprise application development - I turn complex technical challenges into practical business outcomes. 📃 My Certifications ✔ Microsoft Certified: Azure Solutions Architect Expert ✔ AWS Certified Solutions Architect – Associate ✔ AWS Certified SysOps Administrator – Associate ✔ HashiCorp Certified: Terraform Associate ✔ Professional Scrum Master ✔ Professional Scrum Product Owner ✔ Neural Networks and Deep Learning ✔ Structuring Machine Learning Projects ✔ MSECB ISO 9001:2015 Certificate ✔ MSECB ISO 27001:2022 Certificate ✔ LL-C ISO 13485:2016 Certificate 🟥🟩🟦🟨 We are an official Microsoft Solutions Partner (Data & AI + Digital & App Innovation), helping organizations design, build, and scale secure cloud-native and AI-powered solutions. ☁️ Cloud Architecture & Platform Engineering ✔ Azure & AWS Architecture ✔ Cloud Platform Design & Modernization ✔ Platform Engineering ✔ Internal Developer Platforms ✔ Infrastructure as Code (Terraform, ARM, Bicep) ✔ Kubernetes (AKS, EKS) ✔ Docker & Containerization ✔ Cloud Governance ✔ Monitoring & Observability ✔ High Availability & Disaster Recovery ✔ Multi-Cloud Architecture ✔ Serverless Architecture ✔ Azure Functions ✔ AWS Lambda 💰 FinOps & Cloud Cost Optimization ✔ Cloud Cost Audits ✔ Cloud Spend Analysis ✔ Architecture Optimization ✔ Right-Sizing & Resource Optimization ✔ Cost Governance & Tagging Strategy ✔ FinOps Implementation ✔ Performance vs Cost Optimization ✔ Reserved Capacity Planning ✔ Cloud Cost Visibility & Reporting 🔐 Identity, Security & Enterprise Integration ✔ Microsoft Entra ID (Azure AD) ✔ Azure AD B2C ✔ Microsoft Identity Platform ✔ Identity & Access Management (IAM) ✔ RBAC & Access Governance ✔ OAuth2 & OpenID Connect ✔ Enterprise Authentication & Authorization ✔ Enterprise SSO & Federation ✔ Cloud Security Architecture ✔ API Management ✔ Enterprise System Integration ✔ Event-Driven Architectures ✔ Telephony & Communication Platform Integration ⚙️ DevOps Automation ✔ Azure DevOps ✔ GitHub Actions ✔ CI/CD Pipeline Design ✔ Release Automation ✔ Infrastructure Automation ✔ DevSecOps ✔ Automated Testing Integration ✔ Deployment Optimization 🤖 AI Integration & Automation ✔ OpenAI ✔ Claude ✔ AI Agents ✔ RAG Solutions ✔ n8n ✔ LLM Integrations ✔ Workflow Automation ✔ AI-Powered Enterprise Solutions 💻 Full-Stack Enterprise Development ✔ Solution Architecture ✔ Enterprise Applications ✔ Multi-Tenant SaaS Platforms ✔ Distributed Systems ✔ Microservices Architecture ✔ .NET Core / ASP.NET Core ✔ C# ✔ Angular ✔ Blazor WebAssembly ✔ TypeScript ✔ JavaScript ✔ REST APIs ✔ GraphQL 📊 Data & Platform Solutions ✔ Data Processing Platforms ✔ Data Pipelines ✔ Apache Kafka ✔ RabbitMQ ✔ Azure Event Hubs ✔ Elasticsearch ✔ Redis ✔ High-Performance Data Systems 🏥 Industry Expertise ✔ Energy & Utilities ✔ Power Engineering ✔ SCADA & DCS Systems ✔ Power Trading Platforms ✔ Healthcare & MedTech ✔ Digital Health Platforms ✔ Remote Patient Monitoring ✔ Healthcare Integrations ✔ Industrial Automation ✔ Manufacturing Systems 🛠 Core Technologies Languages: C#, SQL (T-SQL), TypeScript, JavaScript, Python Cloud & Infrastructure: Azure, AWS, Terraform, Kubernetes, Docker, Helm, Azure DevOps, GitHub Actions Frameworks: .NET Core, ASP.NET Core, Angular, Blazor, REST APIs, GraphQL, Azure API Management Messaging: RabbitMQ, Apache Kafka, Azure Event Hubs, gRPC, protobuf Databases: MSSQL, Azure SQL, PostgreSQL, Redis, Elasticsearch, DynamoDB, Cosmos DB, AWS S3, Azure Storage Monitoring: Azure Application Insights, AWS CloudWatch, Grafana, Prometheus, AppDynamics 🚀 What I Can Help You With ✔ Cloud Architecture Reviews ✔ Platform Engineering ✔ Cloud Cost Optimization ✔ FinOps Implementation ✔ Identity & Access Management ✔ Azure & AWS Architecture ✔ DevOps Automation ✔ Enterprise Platform Development ✔ Full-Stack Application Development ✔ AI & Workflow Automation ✔ Enterprise Integration Projects Need help with cloud architecture, platform engineering, IAM, or cloud cost optimization? Let's talk. Looking forward to working with you! ☀

I build Enterprise Data Platforms & Reporting Systems where every Power BI Dashboard is backed by a clean Database · reliable ETL Pipeline · strong Data Modeling & practical Data Analysis As a Data Analyst & Data Engineering specialist I help companies turn scattered data into trusted reporting systems using: Azure DevOps Snowflake Microsoft Power BI Microsoft Azure SQL Database Microsoft SQL Server Azure Data Factory Databricks Platform modern Data Warehousing architecture My core focus is simple: Azure DevOps for reliable delivery Power BI Dashboard systems for executive reporting Database architecture for real scale Snowflake for scalable Data Warehousing ETL Pipeline automation for stable data flow Data Analyst thinking behind every business metric I usually help when data is spread across: SQL Server Microsoft Azure SQL Database PostgreSQL MySQL NoSQL APIs ERP systems Excel files Google Sheets Snowflake Azure Data Factory Azure Data Platform Azure Databricks Databricks Platform dbt data build tool workflows I design the full path from raw data to business reporting: Data source to ETL Pipeline to Database to Data Warehousing to Data Modeling to Data Analysis to Power BI Dashboard to Data Visualization For Azure projects I use Azure DevOps · Azure Data Factory · Git · Terraform · CI/CD · DataOps · structured deployment workflows to make Data Engineering predictable. Azure DevOps is especially useful when your ETL Pipeline needs version control · automated releases · environment separation & stable deployment For Snowflake projects I design Snowflake Database architecture · Snowflake Data Warehousing · Snowflake cost optimization · dbt data build tool workflows · Database layers · Data Integration logic & reporting-ready Data Modeling. A Snowflake system should not just store data. It should make every Dashboard faster · cleaner & easier to trust For Power BI projects I work across the full lifecycle: requirements Database audit ETL Pipeline logic Data Modeling DAX KPI Scorecards KPI Dashboards Dashboard Design Microsoft Power BI reporting Microsoft Power BI Data Visualization Power BI Developer support Power BI Expert consulting Power Bi Report Builder performance tuning A recent Azure Data Architect project included ADF ingestion workflows + incremental & full-load pipelines + reusable templates + logging + scheduling + error handling + schema drift handling & bronze layer reliability. That is the type of practical Data Engineering foundation I build before dashboards are created I can help with: ▪ Azure DevOps workflows for CI/CD · Git · Terraform · DataOps & controlled data releases ▪ ETL Pipeline and ETL Pipelines architecture with Azure Data Factory · SQL · Python · APIs & dbt ▪ Snowflake Database architecture · Snowflake Developer tasks & Snowflake Data Warehousing ▪ Microsoft Azure SQL Database · Microsoft SQL Server · SQL Database · SQL Server · PostgreSQL ▪ MySQL & NoSQL optimization ▪ Databricks Platform & Azure Databricks workflows for scalable processing ▪ Data Modeling with star schema · DAX · semantic models · KPI logic & Database reconciliation ▪ Microsoft Power BI Dashboard development for finance · healthcare · sales · SaaS · ecommerce & operations ▪ Data Visualization · Dashboard Design · Looker Studio · Tableau Dashboard migration & Excel Dashboard migration ▪ Business Intelligence · KPI Dashboard · KPI Scorecards · Automated Reporting & Reporting Tool setup ▪ Python automation · Python Data Analysis · Data Science · Machine Learning · Statistics Data Analysis · Data Analytics & MLOps-ready reporting If your Database is slow I optimize the structure If your ETL Pipeline is unstable I redesign the workflow If your Snowflake warehouse is expensive I review the architecture If your Power BI Dashboard is beautiful but unreliable I rebuild the Data Modeling layer If your reporting still lives in Excel Dashboard files I migrate it into a scalable Power BI Dashboard & Database setup If your team needs: Database Architect Azure Data Engineer Data Engineer Data Analyst Power BI Developer Snowflake Architect Business Intelligence specialist I can help define the right technical path before development starts I'm not just a Power BI developer. I work as a Data Analyst · Data Engineer & Data Architect who understands how raw data becomes business value I also help teams with: Data Quality Data Governance Data Cleaning SQL Reporting Power BI Reporting Database Documentation KPI logic stakeholder-ready dashboards for ongoing business decisions Send me your current reporting problem & I will show you how I would structure: Azure DevOps workflow Snowflake Database ETL Pipeline Data Modeling Microsoft Azure SQL Database layer Power BI Dashboard ⭐⭐⭐⭐⭐ 🏆 Wait, you’ve actually made it to the very end! I highly value your attention to detail and professional approach. As a reward for your genuine interest, I’ll grant you a discount. Just mention "1 in 100" in your first DM