Curriculum Vitae
Makruf Alkarkhi
Saya adalah fresh graduate Informatika dari Institut Teknologi Sumatera dengan minat pada data science, machine learning, dan analisis data bisnis. Skripsi saya berfokus pada penggunaan XGBoost dengan hyperparameter tuning untuk prediksi cuaca, sementara pengalaman magang di Bank Syariah Indonesia melibatkan pembangunan model Decision Tree untuk analisis pembayaran pinjaman mikro serta migrasi data nasabah. Saya terus mengembangkan keterampilan melalui Kaggle dan Udemy dengan proyek seperti peramalan GDP menggunakan SARIMAX dan XGBoost, serta melengkapi diri dengan sertifikasi SQL dan AI Product Management. Visi karir saya adalah menjadi data scientist yang mampu membangun model prediktif akurat sekaligus menghadirkan solusi berbasis data yang memberikan dampak nyata bagi pengambilan keputusan dan transformasi digital di berbagai industri.
Januari 2025
INSTITUT TEKNOLOGI SUMATERA
S1 • Teknik Informatika • IPK 3.44
Juli 2025 - September 2025
World Bank Analysis – Indonesia GDP Forecasting
Self-Project (Kaggle Dataset: Global Economic Indicators) • Project Base
Conducted a comprehensive independent project analyzing the World Bank Global Economic Indicators dataset (2010–2025) with a focus on Indonesia’s GDP per capita. Performed exploratory data analysis (EDA) across global, regional, and country levels to identify trends and patterns. Developed and compared forecasting models using SARIMAX (time series approach) and XGBoost (machine learning approach), where XGBoost achieved a strong performance with R² ≈ 0.99 and low MAPE. Structured the project professionally by separating workflows into notebooks (EDA & experiments), scripts (model training), and results (visualizations) to ensure reproducibility. Published the project on GitHub, complete with README documentation, requirements.txt, and version control best practices, highlighting both technical capability and industry-ready workflow.
Media
September 2024 - Januari 2025
Machine Learning Researcher (Thesis Project)
Radin Inten II Airport (Kerja sama akademik) • Project Base
Conducted a thesis project applying the XGBoost algorithm to predict weather conditions at Radin Inten II Airport. Performed comparative evaluation of hyperparameter tuning methods (Grid Search, Random Search, Tree Parzen Estimator) and achieved improved accuracy of 89.43%. Delivered insights using key metrics (accuracy, precision, recall, F1-score) to support data-driven decision making.
Media
Juni 2022 - Juli 2022
Data Analyst Intern
PT Bank Syariah Indonesia Tbk • Magang
Conducted a data mining project using the Decision Tree method in RapidMiner to predict microfinance customers’ loan repayment performance. Supported customer data migration from BNIS to BSI systems, ensuring data accuracy and integrity. Also performed data cleaning and visualization to generate insights for business reporting.
Media
Agustus 2025
[Technical] AI Product Manager Explorer Certificate
Udemy • UC-3c3fa2e7-93f1-4875-86c1-ce15f4422f1
Earned a technical certification in AI Product Management with focus on Machine Learning fundamentals, Generative AI, GPT applications, and AI product lifecycle. Gained hands-on knowledge in bridging technical AI solutions with product strategy.
Media
Agustus 2025
Master in Product Management (IT)
Udemy • UC-c0d6a0c0-1358-40fd-a9d1-1baf3ebcf3b
Completed a comprehensive program on IT Product Management, covering product lifecycle, strategy, market research, and stakeholder management. Learned practical frameworks to align technical development with business goals and improve product decision-making.
Media
Agustus 2025
The Comprehensive MySQL Course
Udemy • UC-b514647c-80c8-47e1-8190-d447ad8986ac
Completed a comprehensive 9.5-hour MySQL course covering relational database design, SQL queries, data manipulation, and optimization. Gained hands-on experience with MySQL for data analysis and database management.
Media
Agustus 2025
Piagam Penghargaan – P.J. Sekretariat Bidang Apresiasi Seni
MAN 10 Jakarta • B-1297/Ma.09.10/PP.00.6/10/2018
Diberikan atas kontribusi sebagai P.J. Sekretariat Bidang Apresiasi Seni dalam organisasi OSIS MAN 10 Jakarta masa bakti 2017/2018. Penghargaan ini mencerminkan kepemimpinan, kreativitas, serta dedikasi dalam mengembangkan kegiatan apresiasi seni dan mendukung penguatan budaya organisasi di lingkungan sekolah.
Media
Agustus 2025
Peserta Olimpiade Matematika Indonesia (OPTIKA) 18
Universitas Islam Negeri (UIN) Syarif Hidayatullah Jakarta • 011/SK/Dept. Pengabdian Masyarakat/HMJ-PMTK/IX/2018
Berpartisipasi sebagai peserta dalam Olimpiade Matematika Indonesia (OPTIKA) ke-18 tingkat Madrasah dan Sekolah Islam se-Indonesia, yang diselenggarakan oleh UIN Syarif Hidayatullah Jakarta. Kegiatan ini memperluas wawasan dalam pemecahan masalah matematika dan melatih kemampuan berpikir kritis serta logis di bidang akademik.
Media
Februari 2025
Juara I E-Sport MLBB – ITERA Olympic 2022
Institut Teknologi Sumatera (ITERA) • B/12.420/SR/E-SPORTS/IO2022/ITERA/XI/2022
Diberikan sebagai Juara I pada cabang E-Sport Mobile Legends dalam event olahraga terbesar Institut Teknologi Sumatera ITERA Olympic 2022, yang diselenggarakan oleh Kementerian Olahraga Kabinet Revolusi Asa, Keluarga Mahasiswa ITERA.