AZ
Projects, Experiments & Continuous Learning

Hi, I'm Amalina

Data Analyst | SQL, Python & Machine Learning

Building dashboards, validating enterprise data, and transforming complex information into actionable insights. Currently exploring how AI systems work behind the scenes and how they can augment analytical workflows.

Thesis Project

My most comprehensive and impactful data science work.

Chili Quality Classification
Chili Quality Classification

Built a Two-Stage XGBoost classification pipeline to automate agricultural quality control. Explored thorough Exploratory Data Analysis (EDA) and compared decision trees, RF, SVM, and MLP models before isolating XGBoost due to a superior ~83% accuracy and ~82% macro F1 score. Emphasized end-to-end data science workflows over simple model APIs.

PythonXGBoostScikit-learnPandasEDA
Data Science (Thesis)
View Chili Quality Classification

Featured Work

A selection of my recent analytics and machine learning projects.

Retail Inventory Optimization & Demand Analysis
Retail Inventory Optimization & Demand Analysis

A SQL-based exploration into how inventory, demand forecasting, and sales interact, with a focus on identifying inefficiencies and turning data into actionable business insights.

SQLPostgreSQLData AnalysisInventoryForecasting
SQL Data Analytics
View Retail Inventory Optimization & Demand Analysis
Telkom Indonesia – Enterprise Dashboard Visualization System
Telkom Indonesia – Enterprise Dashboard Visualization System

Developed enterprise-grade operational dashboards for the Regional Enterprise and Government Service (REGS) division during an internship at Telkom Indonesia. Replaced manual spreadsheet workflows with a Looker Studio LOP dashboard and an interactive web-based LOB dashboard integrated with Google Sheets API, Firebase, and Google Cloud — significantly improving data visibility, collaboration, and monitoring efficiency.

Looker StudioGoogle Sheets APIFirebaseNode.jsExpress.jsGoogle CloudJavaScriptHTML/CSS
Internship / Data Analytics
View Telkom Indonesia – Enterprise Dashboard Visualization System
AI Assistant for Data Issue Troubleshooting
AI Assistant for Data Issue Troubleshooting

Mapped historical issue occurrences spanning SAP BW/BPC environments directly to logical root causes. This exploratory project explores how AI logic can improve analyst efficiency and institutional knowledge reuse within complex ETL layers.

ConceptAI LogicSAP BW/BPCRoot Cause Analysis
Exploratory / Concept
View AI Assistant for Data Issue Troubleshooting

Playground

Experimental data visualizations and creative side projects.

Space Invaders Game
Space Invaders Game

A retro arcade-inspired game I built in 2022 while learning Python fundamentals. It was imperfect, experimental, and full of trial-and-error, but it became the project that introduced me to object-oriented programming, game loops, collision detection, sprite handling, and interactive systems.

PythonPygameGame Development
Playground
View Space Invaders Game

Technical Skills

The tools and technologies I use to bring data to life.

Languages & Core

PythonSQL

Data Analytics & Viz

PandasExcelPower BITableauLooker Studio

Machine Learning

Scikit-learnXGBoostRandom ForestMLP

Enterprise & Data Engineering

SAP BWSAP BPCETLData Warehouse

About Me

I enjoy solving problems with data. From building dashboards at Telkom Indonesia to validating enterprise-scale datasets at Accenture, I've spent the last few years learning how to transform complex information into actionable insights. Along the way, I've worked with SQL, Python, machine learning, and business intelligence tools while collaborating with both technical and non-technical stakeholders.

One thing that consistently stands out in my work is communication. I enjoy translating technical findings into clear recommendations, asking the right questions, and helping people understand what the data is actually saying.

I'm naturally curious, quick to learn, and not afraid to dive into unfamiliar domains. For me, data isn't just about numbers. It's about understanding problems, uncovering patterns, and helping teams make better decisions.

Amalina Zahrani Putri

Get In Touch

I am currently open for full-time roles, internships, freelance opportunities, and data-related collaborations. Feel free to reach out through any of the channels below.

//amalina_os // ready_for_opportunities

AI Portfolio Assistant

Coming Soon

A conversational assistant trained on my portfolio, projects, and professional experience to help you quickly query my background.

Sample Questions Include:

Tell me about your thesis project
What machine learning projects have you worked on?
What did you do at Accenture?
How do you approach data analysis?
assistant_status // offline