Work
Home Credit Indonesia (Internship)
Data Scientist
Project - Based Virtual Internship: Home Credit Indonesia x Rakamin Academy
Apr 2025 - Mei 2025
ID/X Partners (Internship)
Data Scientist
Project - Based Virtual Internship: ID/X Partners x Rakamin Academy
Mar 2025 - Apr 2025
PT Kimia Farma (Internship)
Big Data Analytics
Project - Based Virtual Internship: Kimia Farma x Rakamin Academy
Feb 2025 - Mar 2025
PT Bank Muamalat Indonesia Tbk (Internship)
Business Intelligence Analyst
Project - Based Virtual Internship: Bank Muamalat x Rakamin Academy
Jan 2025 - Feb 2025
Dooit Music & Audio Store
Co-Founder & Sales Operations Lead
Sep 2023 - Dec 2024
Seven Stereo Music & Audio Store
Head Sales Offline Store
Jul 2022 - Sep 2023
Content Creator & Product Specialist
Sep 2021 - Jul 2022
Education
Information Systems, GPA: 3,67 Cumlaude
Universitas Komputer Indonesia
Sept 2019 – Sept 2023
Data Science Bootcamp
Rakamin Academy
Sept 2024 – Feb 2025
Organizations
Information Systems Student Association (HIMA SI)
Staff Division Public Relations
Jan 2020 - Dec 2022
Indonesian Information Systems Student Association (IIMSI), National
Distribution Bureau of Creative Economy
Sep 2021 - Jun 2022
Information Systems Student Association (HIMA SI)
Vice Division Public Relations
Jan 2021 - Dec 2021
Indonesian Information Systems Student Association (IIMSI), West Java
Regional Coordinator for the Minister of Foreign Affairs
Sep 2020 - Mar 2021
Sertification
Big Data Analytics
PT. Kimia Farma x Rakamin Academy
Mar 2025
Fundamental Course Data Analyst
Revou Academy
Mar 2025
Fundamental Course Software engineering
Revou Academy
Feb 2025
Data Science Bootcamp
Rakamin Academy
Feb 2025
Business Intelligence Analyst
PT. Bank Muamalat x Rakamin Academy
Feb 2025
Digital Marketing
Badan Nasional Sertifikasi Profesi BNSP
Jun 2023 - Jun 2026
Services
What I Offer
Data Analysis & Visualization
Transform complex data into actionable insights with advanced analytics.
Create interactive dashboards that empower data-driven decisions.
Machine Learning
Proficient in machine learning techniques, both supervised and unsupervised, with the ability to quickly adapt
models to business needs.
Skilled in leveraging data to generate deep insights and strategic decisions.
Data Management & ETL
Provide comprehensive data management solutions, utilizing SQL & Python for efficient data handling, alongside data wrangling
and ETL processes to ensure high-quality datasets for analysis.
Digital Marketing Strategy
Develop and execute digital marketing campaigns that leverage data insights
to enhance brand visibility and customer engagement.
Content Creation & Management
Create engaging content across various platforms, including video production,
graphic design, and copywriting, to enhance brand storytelling.
Customer Relationship Management (CRM)
Implement and manage CRM systems to enhance customer interactions
and retention strategies.
Why Choose Me?
Diverse Skill Set
With a background in data science, digital marketing, and content creation, I bring a holistic
approach to problem-solving and strategy development through actionable insights.
Continuous Learning
I am dedicated to continuous professional development in data science,
information systems,and digital marketing, keeping abreast of the latest
trends and technologies.
Data Science Projects
Credit Risk Classification with Business Impact
Smarter Loans, Stronger Revenue – Predicting Risk for Better Lending Decisions
Developed a credit risk model during virtual internship at Home Credit Indonesia to reduce loan defaults and optimize revenue.
Compared Logistic Regression, Random Forest, and LightGBM; final LightGBM model achieved 81% recall and reduced undetected defaults to just 5.9K clients.
Conducted SHAP-based feature analysis to design 3 strategic actions:
1) Smart Loan Approval, 2) AI-Powered Risk Alerts, and 3) Persona-Based Product Offers.
These drove a 5.1% revenue increase and 40.44% cut in bad debt – proving direct business value and scalability of the solution.
EDA
Python
LightGBM
SHAP
Credit Scoring
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Classification (supervised) with Business Simulation
Predict Better, Spend Smarter – Optimize Campaigns with Behavioral Targeting
Built an ad-click classification model using behavioral data (site time, internet usage, income, age group) from fictional AdXcel dataset.
Logistic Regression outperformed other models with 99% precision and ROC-AUC, ensuring stable performance across datasets.
Simulation showed CTR boost by 97.26% and 49.31% drop in CPA, saving Rp 3.7M in ad spend.
Net Profit Margin grew from 33.3% to 66.2%, raising profit by 90.67% (Rp 3M to Rp 5.72M).
Strengthened skills in model evaluation, SHAP explainability, and communicating business impact in marketing use cases.
EDA
Power BI
Python
Logistic Regression
SHAP
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Clustering (unsupervised) with Business Simulation
Target less, convert more - Maximize Impact with Persona-Based Targeting
Developed customer segmentation using K-Means on GoldenMart retail data, identifying four personas—The Steady Spender, The Discount Hunter, The Trend Explorer, and The Conservative Buyer.
Aligned campaigns to personas, increasing conversion by 12.85% and tripling ROI (from 2.01x to 6.36x), while cutting marketing costs by 67.19%.
Simulated impact scenarios and visualized insights via dashboards to guide strategic decisions.
Strengthened end-to-end skills in clustering, business storytelling, and impact-driven analytics under Rakamin mentorship.
EDA
Tableau
Python
XGBoost
SHAP
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Prediction (supervised) with Impact Simulation
Who Gets the Loan? Predicting Borrower Risk with Data
Built a credit risk model with XGBoost (88.3% recall) to detect high-risk borrowers, optimized via GridSearchCV.
Reduced undetected risky loans by 91.1%, boosting revenue by 12.26% and Net Interest Income by 28.34%.
Used SHAP to generate insights for strategic actions: fast-track for loyal borrowers, real-time risk alerts, and seasonal loan optimization.
Delivered end-to-end ML solution with strong cross-functional collaboration and measurable impact.
EDA
ML
Python
SHAP
Power BI
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Prediction (supervised) with Deploy
Optimizing Marketing Campaigns by Predicting Superhost Potential to Increase Guest Satisfaction and Revenue on Airbnb
Led as Project Manager in developing a Superhost Prediction Model by experimenting with 10 machine learning models,
selecting Gradient Boosting for optimal performance in Airbnb marketing. Achieved 194% Superhost growth, 54.42% NPM, and 60% ROI.
Deployed as a real-time web app, enabling seamless data-driven decision-making.
EDA
ML
Python
Streamlit
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Recommendation (Unsupervised) with Deploy
Consumer Purchase Patterns to Determine Product Promotion through Bundling Packages
Implemented the Apriori Algorithm to analyze 2,733 transactions from PT. Tuju Nata Persada in the last six months, identifying 26 strong association rules to optimize product bundling. Key insights,
such as an 83.33% likelihood of purchasing NUX MG300 alongside PAC112J & CORT CM15R, enable more precise promotional strategies. Developed and deployed a Python-Flask web app,
allowing seamless access to real-time consumer purchase pattern analysis for strategic decision-making.
Excel
ML
Python
Flask
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Analysis, Dashboard & Actionable Insight
Unlocking Business Growth: A Data-Driven Analysis of Kimia Farma Performance (2020-2023)
Conducted a comprehensive performance analysis using a Top-Down approach, uncovering key insights across macro, meso, and micro levels. Managed 600k data entries in BigQuery,
developed analytical queries, and designed an interactive dashboard for strategic decision-making. Findings revealed strong sales growth post-pandemic,
dominance of Psycholeptics drugs, and high customer loyalty driven by premium services—providing data-backed recommendations to optimize business strategies.
SQL
Looker Studio
EDA
Python
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Analysis, Dashboard & Actionable Insight
Revenue-Actionable Insights from Sales Performance Analysis
Conducted an in-depth sales performance analysis using a SWOT approach to identify Strengths, Weaknesses, Opportunities, and Threats in revenue strategies.
Developed an interactive dashboard in Looker Studio, transforming raw data into actionable insights for strategic decision-making. Designed a visual BI tool to enhance sales data interpretation,
improving business planning and execution.
Successfully applied data analytics techniques under expert mentorship, delivering data-driven solutions to drive revenue growth.
SQL
Looker Studio
EDA
Python
View Project
Prediction (Supervised)
Telecommunication Customer Churn Prediction
Enhanced churn prediction accuracy by engineering tenure-based features, optimizing model performance. Trained XGBoost, Random Forest, and Decision Tree,
with Random Forest achieving a 0.860 ROC AUC on test data.
Provided strategic business recommendations, including flexible contract structures, targeted pricing strategies, and loyalty programs,
driving customer retention and revenue growth.
EDA
ML
Python
View
Analysis, Dashboard & Actionable Insight
YouTube Analytics Dashboard, Optimizing Viewer Engagement & Growth
Designed an interactive YouTube analytics dashboard to track viewer engagement, subscription trends, and content performance.
Leveraged data visualization techniques to analyze views, watch time, likes, and shares,
delivering actionable insights for optimizing content strategy and audience growth.
EDA
Looker Studio
SQL
View Project
Digital Marketing Project
Create & Development Marketplace
(SEO, ROIS, ROAS & GMV Based on Data)
Strong Identity Marketplace
Developed a high-performing marketplace with a data-driven approach, optimizing SEO, ROAS, and GMV to establish a strong brand identity.
Leveraged consumer insights & sales trend analysis to boost conversion rates & customer retention,
achieving 100-200% GMV growth in 3 months while maintaining top ratings across platforms.
View One of Them
Boosting Digital Brand Presence
For Dooit Music Store
Implemented a strategic digital marketing approach to enhance Dooit Music Store’s online presence, driving engagement and increasing brand visibility.
Leveraged targeted content strategies, SEO optimization, and data-driven ads to grow social media from 0 to 17.3K followers, with viral Reels reaching up to 3M views.
Optimized marketplace listings and campaigns,
resulting in higher conversion rates and stronger customer loyalty.
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Boosting Digital Brand Presence
For Seven Stereo Music Store
Implemented a data-driven digital marketing strategy for Seven Stereo Music Store, increasing brand visibility and customer engagement.
Optimized Google Reviews from 1,200 to 2,800 within 15 months, maintaining a 4.9/5 rating. Designed targeted promotional campaigns and product bundling strategies,
driving a 25% increase in monthly sales. Enhanced online presence through strategic content creation and customer engagement initiatives,
strengthening brand credibility and customer loyalty.
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Campaign Based on Data Insights
Manage Various Campaign
Designed and executed high-impact marketing campaigns by integrating online promotions with offline events for a seamless brand experience.
Optimized ad performance and audience engagement through data analytics, A/B testing, and targeted strategies.
Boosted brand awareness via SEO, ads, influencer collaborations, and offline activations, maximizing ROAS and conversion rates.
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Conceptor, Photographer, Videographer & Editor
(Individual or Team Collaboration)
Creating Diverse Content
YouTube and Social Media
Produced high-quality visual content for YouTube and social media, combining concept development, photography, videography, and editing.
Led both individual and team collaborations to craft engaging, data-driven content strategies.
Optimized reach and engagement through trend analysis, storytelling, and platform-specific techniques, enhancing brand presence and audience growth.
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Content Talent & Copywriting
Talent Various Product
Reviews
Served as content talent and copywriter for various product reviews, delivering engaging and persuasive narratives tailored for digital audiences.
Combined compelling storytelling with data-driven insights to enhance brand credibility and audience trust.
Optimized content for SEO and platform algorithms, increasing reach, engagement, and conversion rates across social media and e-commerce platforms.
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