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I help businesses, researchers, and startups turn raw data into clear insights, dashboards, reports, and predictive models using Python, Excel, statistics, and machine learning. With a strong background in data analysis, statistics, applied mathematics, and machine learning, I deliver work that is accurate, well-structured, and easy to understand, not just numbers, but meaningful conclusions. I can help you with: • Data cleaning, preprocessing, and wrangling • Excel-based analysis, reports, dashboards, formulas, and automation • Python data analysis using Pandas, NumPy, Matplotlib, and Seaborn • Statistical analysis, regression, hypothesis testing, and forecasting • Data visualization and dashboard development • Machine learning models and predictive analytics • Time series analysis and financial/business modeling • Web scraping, market data extraction, and structured datasets • Research and academic-level data analysis • Mathematics, statistics, econometrics, and machine learning tutoring Why clients choose me: • 100% Job Success and Top Rated profile • Proven experience across business, finance, marketing, research, and academic projects • Strong foundation in mathematics, statistics, and machine learning • Clear communication and structured explanations • Reliable delivery and respect for deadlines • Ability to explain complex results in simple, useful language I focus on understanding your problem first, then applying the right analytical method to deliver results you can trust and use confidently. Send me a message with your dataset or project description, and I’ll suggest the best approach before we start.

I help businesses transform geospatial data into actionable insights through GIS, spatial analysis, interactive mapping, and Python automation. My work includes: • Parcel and land analysis • Spatial relationship modeling • Drive-time / accessibility analysis • Interactive maps and dashboards • GIS workflow automation • Large-scale geospatial data processing Recently, I developed a GIS automation tool for large-scale parcel and road relationship analysis in Australia. The system supports identifying frontage roads, parcel orientation, corner lots, and multi-road adjacency through rule-based spatial analysis workflows. The solution was designed for practical use in real workflows, and packaged as a standalone application with batch processing and configurable parameters for non-technical users. Core expertise: * Spatial analysis and GIS data processing * Map-based analysis and parcel-level studies * Road-network and accessibility analysis * Python-based geospatial automation * Data preparation for mapping and reporting workflows Tools & technologies: Python, GeoPandas, QGIS, ArcGIS Pro, PostGIS, Pandas, Shapely, Jupyter Notebook I also have experience building more advanced spatial rule-based systems that bridge traditional GIS analysis with emerging geospatial intelligence workflows (GeoAI concepts), especially in structured spatial relationship modeling.

💻 Hi there! I am a Full-Stack Data Engineer, Data Scientist, and AI Integration Specialist with 3+ years of hands-on experience building end-to-end data solutions, intelligent automation systems, scalable web applications, and real-time machine learning products. My journey began in data extraction and web scraping, where I developed advanced scraping systems for e-commerce platforms, business intelligence, market research, and large-scale data collection. Over time, I expanded into full-stack data engineering, cloud deployment, AI integration, and production-grade application development, helping businesses transform raw data into live, intelligent products. I have worked as a Statistics Data Labeler at MathGPT.ai, Data Analyst, Business Analyst, and AI Research Intern at the Key Laboratory of Artificial Intelligence, OPTICS & Electronics (iOPEN), Xi’an, China. My background combines academic research, software engineering, machine learning, and business-focused problem-solving. Today, I specialize in building complete data ecosystems from research and data acquisition to automated pipelines, cloud infrastructure, databases, web applications, AI agents, and real-time analytics platforms. 🚀 What I Offer 🌐 Data Extraction & Web Scraping Advanced web scraping and data extraction E-commerce scraping (variants, pricing, reviews, shipping, specifications) JavaScript-heavy website scraping API integration and reverse-engineering Large-scale crawling and data collection systems Lead generation and market intelligence Automated data acquisition pipelines ⚙️ Data Engineering & Automation End-to-end ETL/ELT pipeline development Automated data workflows and scheduling PostgreSQL database design and optimization Real-time data processing systems Data warehousing and migration Cloud-based data infrastructure Workflow automation and monitoring 💻 Full-Stack Development & Deployment Data-driven web applications Dashboard and analytics platforms Backend API development Frontend integration with live databases Vercel, Netlify, Cloudflare deployment Azure and Contabo server deployment Production-ready application architecture Scalable cloud infrastructure 🤖 AI Integration & Machine Learning OpenAI GPT integration DeepSeek API integration AI chatbots and AI assistants Custom AI-powered web applications Machine learning model deployment Real-time prediction systems Predictive analytics and forecasting Fine-tuned AI solutions for business workflows 📊 Data Science & Analytics Exploratory Data Analysis (EDA) Statistical analysis and hypothesis testing Time series forecasting Predictive modeling and classification Business intelligence reporting KPI development and performance analysis Outlier detection and anomaly analysis Data visualization and decision-support systems 🛠 Tools & Technologies Python | PostgreSQL | SQL | Pandas | NumPy | Scikit-Learn | TensorFlow | PyTorch | XGBoost | LightGBM | R Programming | MATLAB Selenium | Scrapy | BeautifulSoup | Playwright | Requests | APIs | JSON/XML Parsing | Data Pipelines | ETL/ELT | Automation Systems OpenAI GPT | DeepSeek | AI Agents | Chatbots | LLM Integrations | Machine Learning Deployment PostgreSQL | Supabase | Render | Azure | Vercel | Netlify | Cloudflare | Contabo | Linux Servers Power BI | Tableau | Excel | Google Sheets | Data Visualization | Statistical Analysis | Business Analytics 📚 Portfolio Highlights • End-to-End Data Platforms – Built complete data ecosystems from collection to deployment for multiple businesses • Smart E-Commerce Scrapers – Automated extraction of variants, pricing, shipping, reviews, and product specifications • Real-Time Data Applications – Live systems that continuously collect, process, analyze, and display data • AI-Powered Business Solutions – Integrated GPT and DeepSeek-powered assistants into production websites • PyGWML Package – Open-source Python package for Geographically Weighted Machine Learning • EEG Microstate Classification – Brain state classification research in collaboration with academic institutions • Climatic Trend Forecasting – Advanced time-series forecasting and urban climate analysis 🌟 Why Work With Me? ✅ Full End-to-End Solution Provider – From research and data collection to deployment and AI integration ✅ Strong Background in Data Science, Data Engineering, and Software Development ✅ Experience Building Production-Ready Systems Used by Real Businesses ✅ Expertise in Automation, Cloud Infrastructure, and Real-Time Applications ✅ DataCamp Certified in Data Science & Web Scraping ✅ Excellent Communication and Client Collaboration ✅ Committed to Clean Code, Scalability, and Long-Term Maintainability 💡 Let's Build Something Powerful Whether you need advanced web scraping, automated data pipelines, AI-powered applications, cloud deployment, machine learning solutions, or complete end-to-end data platforms, I can help turn your idea into a reliable, scalable product. 📩 Lets Connect!

I excel in data analysis and modeling with a strong foundation in quantitative research. I am skilled at data cleaning, outlier detection, and creating multiple linear regression models using Excel, SPSS, and Stata. My language proficiency in English allows me to navigate academic and professional environments effectively. I also specialize in optimizing project timelines and resource allocation to ensure timely delivery of results. If you are looking for a detail-oriented analyst who can transform complex data into actionable insights and enhance project efficiency, let's discuss your needs. I am eager to contribute to your success.

Hello! Thank you for visiting my profile! I invite you to explore my complete profile and see how my expertise can help grow your business. I have experience in data analysis, predictive modeling, and business intelligence, using tools like SQL, Tableau, and Excel to deliver data-driven solutions that drive growth and optimize operations, this experience and background have developed my research and problem-solving skills, and attention to detail. In addition to my data analytics skills, I love to explore new journeys and expand my horizons into diverse fields: AI Training & Data Annotation: Worked with major tech companies to train AI chatbots and develop natural language processing (NLP) models. I helped ensure AI systems properly understand, respond to, and mimic human speech, especially for Mandarin and Cantonese dialects. Passion and Strength in Translation, Transcription & Proofreading: Specializing in Mandarin, Cantonese (Simplified & Traditional Chinese), and English. I’ve completed transcription and proofreading projects across various domains, including marketing, interviews, and educational content, ensuring accuracy, cultural relevance, and language precision. Work Style: Detail-Oriented & Efficient I'm committed to delivering high-quality results and continually stay updated on the latest tools and techniques in the industry. My proficiency extends beyond tools; I bring a hunger for learning and adapting to new challenges. I'm ready to take on new projects immediately and would love to discuss how my skills can contribute to your specific needs.

Hi, I am a seasoned Regulatory & Quality Expert & Supply Chain Manager with 15+ yrs of experience in the medical device industry. I specialize in: 1) Quality / Regulatory consulting, NMPA, CE & FDA Regulations, Medical Device QMS, registration & submission; 2) Supplier qualification & management, product sourcing; 3) E-commerce operation/supply chain manager; 4) Project manager for NPD, cross-function project management; As a certified ISO 13485 Lead Auditor, Data Analyst, ASQ & RAPS member, and PMP holder, I bring expertise and reliability to every project. Let's work together to achieve your goals efficiently!