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Maternal Health Prediction

Maternal Health Prediction

Machine learning application for predicting maternal health risk using key health indicators.

Inventory Optimization Analysis

Inventory Optimization

Inventory analysis used to identify excess material patterns and improve material planning decisions.

Customer Segmentation Analysis

Customer Segmentation

RFM-based customer segmentation to identify valuable customer groups and support targeted business strategies.

Virtual Assistant Project

Virtual Assistant

Remote administrative and business support covering research, customer coordination, and data management.

Impact Analysis

AI Product Impact Analysis

The analysis measured operational efficiency, lead engagement, and conversion performance to improved business outcomes

Production Output Optimization

Production Output Optimization

Increased production output using descriptive analysis.

Maternal Health Prediction

Project Overview

A machine learning project developed to predict maternal health risk by analyzing key health indicators including age, blood sugar, blood pressure, body temperature, and heart rate to classify maternal health risk levels.

Key Result

80% Model Accuracy
Interactive Prediction Dashboard

Tools

Python Pandas Scikit-learn Streamlit Microsoft Excel
View Live Dashboard ↗

Inventory Optimization

Project Overview

An inventory optimization project focused on reducing excess packaging material by analyzing stock movement, purchasing patterns, and demand trends. The analysis helped improve inventory planning and reduce unnecessary inventory costs.

Key Result

↓70% Excess Packaging Material
IDR 25M Monthly Cost Saving

Tools

Microsoft Excel Descriptive Statistics Pivot Table Boxplot Inventory Analysis Procurement Analysis
View Report ↗

Customer Segmentation

Project Overview

This project analyzes customer purchasing behavior using the RFM (Recency, Frequency, Monetary) model to classify customers into three segments: At Risk, Potential, and Loyal. The insights help businesses better understand customer behavior and support more targeted marketing strategies.

Key Result

3 Segments Customer Classification
Interactive Power BI Dashboard

Tools

Power BI DAX Python Excel RFM Analysis Data Visualization
View Report ↗ View Dashboard ↗

Virtual Assistant

Project Overview

Provided remote administrative and operational support for a Singapore-based property company. Responsibilities included property research, customer coordination, document management, invoice preparation, and data organization to support daily business operations while maintaining client confidentiality.

Key Result

Remote Business Operations
Property Research & Data Management

Tools

Google Workspace Microsoft Excel Notion Zapier Zoho Property Portals

AI Product Impact Analysis

Project Overview

Evaluated the business impact of an AI-powered property platform by comparing key business metrics before and after implementation. The analysis measured operational efficiency, lead engagement, and conversion performance to assess how the AI solution improved business outcomes.

Key Result

4.2 Minutes Lead Response Speed
1.0% → 4.1% Site Visit Conversion

Tools

Python Pandas Regex Fuzzy Matching Excel Data Analysis
View Google Colab ↗ View Report ↗

Production Output Optimization

Project Overview

Conducted descriptive analysis to compare production output with customer demand and identify production performance gaps. The insights supported production planning improvements and increased production output while maintaining alignment with customer requirements.

Key Result

↑ 30% Production Output
Demand vs Capacity Production Planning

Tools

Microsoft Excel Descriptive Statistics Pivot Table Production Analysis Capacity Planning