My Detailed Journey

Bachelor of Industrial Engineering

I graduated from Pasundan University in Bandung, West Java, Indonesia, with a degree in Industrial Engineering. During my time at university, I didn’t initially dive deeply into the field of Data Analysis, but my strong foundation in mathematics consistently set me apart. Mathematics has always been my forte; I excel at calculations and thrive on solving problems with logic and precision.

One of the areas where my mathematical skills truly shine is Operational Research. This subject, whether in its deterministic or stochastic forms, has captivated me by its focus on translating complex real-world problems into mathematical models. Through these models, I’ve developed solutions that are not only logical but also practical and efficient. From optimizing resource allocation to designing systems with maximum productivity, my passion for Operational Research has refined my analytical thinking and problem-solving capabilities.

The Vehicle Routing Problem (VRP) is one of the prominent challenges in Operational Research, a subset of the Traveling Salesman Problem (TSP). When dealing with highly complex problems with numerous variables, the computational cost and time to find the optimal solution increase exponentially. To address this, many professionals and academics employ heuristic models. In my thesis, I tackled the Multi Depot Vehicle Routing Problem (MDVRP) by using a heuristic approach. I implemented Fuzzy C-Means to group vehicles and applied the nearest neighbor and saving algorithms to route each cluster. To solve the MDVRP, I utilized Microsoft Excel, creating multiple sheets for iterative calculations. This choice allowed me to observe the differences in each iteration and understand the processes behind the Fuzzy Algorithm in detail.

While I may not have started as a Data Analysis enthusiast, my journey in Industrial Engineering has equipped me with a deep appreciation for structured problem-solving and data-driven decision-making. This foundation has prepared me to explore and excel in fields that leverage mathematics and logical reasoning, such as Data Analytics, Operational Optimization, and beyond. My journey reflects a blend of curiosity, adaptability, and an enduring love for mathematical problem-solving—qualities that I am excited to bring to my professional endeavors.

You can see the Excel here and you can find the journal here

PPIC Intern

Internship at Indofood CBP Sukses Makmur – Nutrition and Special Food Division
During my college years, I had the privilege of interning at Indofood CBP Sukses Makmur, specifically in the Nutrition and Special Food Division. This invaluable experience allowed me to immerse myself in the intricacies of the manufacturing process for baby food and other nutritious products.

While I adhered to strict non-participation rules regarding production activities, I gained unparalleled insight through detailed observations and guided learning sessions. I explored the meticulous processes behind ensuring product quality, nutritional value, and safety—key components critical to consumer health.

This internship deepened my understanding of large-scale food production, quality control protocols, and the integration of advanced technology in the food industry. The experience honed my ability to connect theoretical knowledge with real-world applications, fostering a lifelong appreciation for innovation in nutrition and health-focused food manufacturing.

Laboratory Assitant

Laboratory Assistant – Industrial Engineering Department, Pasundan University
As a Laboratory Assistant in the Industrial Engineering Department at Pasundan University, I play a pivotal role in facilitating student learning and bridging the gap between theoretical concepts and practical applications.


My expertise spans key areas such as Statistics, Product Design, Ergonomics, Layout Design, and Production Planning and Inventory Control—essential pillars of industrial engineering.
I am an integral part of two main laboratories:

  • Industrial System Planning 1
  • Industrial System Planning 2

These laboratories form the backbone of a full-year curriculum, where I guide students through hands-on practical exercises and experiments. My primary responsibility is to ensure students gain a comprehensive understanding of the practical materials covered in lectures. By simplifying complex concepts and fostering an interactive learning environment, I empower students to develop the skills necessary for real-world problem-solving.

This role has sharpened my ability to communicate effectively, mentor aspiring engineers, and contribute to the development of a solid foundation in industrial systems. It has also enhanced my leadership and teamwork capabilities, as I collaborate with faculty and peers to maintain the laboratories’ excellence and relevance.

Finance Staff

Finance Staff (Part-Time) – PT Ecos Budiman Sejati
As a part-time Finance Staff at PT Ecos Budiman Sejati, I stepped into a pivotal role to support the company during a temporary vacancy. Despite being a small organization with only eight employees, I was solely responsible for managing the entire financial operations, showcasing my ability to independently handle critical tasks in a dynamic environment.

  • Financial Reporting: Prepared accurate daily and monthly financial reports to ensure transparency and informed decision-making.
  • Payroll Management: Calculated and processed employee salaries with precision, maintaining a high level of trust and reliability.
  • Tax Compliance: Created and submitted incoming and outgoing tax reports using E-Faktur, as well as handled monthly income tax filings.
  • Insurance Administration: Managed updates and timely payments for BPJS Kesehatan and BPJS Ketenagakerjaan, ensuring compliance with Indonesian regulations and safeguarding employee benefits.

This role honed my financial acumen, organizational skills, and ability to adapt quickly in a fast-paced setting. It also deepened my understanding of end-to-end financial management in a small business context, preparing me to excel in similar or larger-scale operations.

System Developer

Manufacturing System Developer – SME in Facial Care and Cosmetics
In my role as a Manufacturing System Developer at a small-to-medium enterprise (SME) operating in the facial care and cosmetics industry, I developed and implemented an integrated Production Planning and Inventory Control (PPIC) and Finance System using Microsoft Excel. This comprehensive system spans several key areas, including:

  • Bill of Materials (BoM)
  • Forecasting
  • Material Requirements Planning (MRP)
  • Master Production Scheduling (MPS)
  • Inventory Control

By integrating these elements into a single cohesive system, I was able to streamline the production and inventory processes, ensuring better alignment with financial reporting.

During my 6-month tenure, I made significant improvements to operational efficiency, including:

  • Solving Supply Chain Issues: I resolved recurring issues related to stockouts and long lead times (previously taking 3 months), ensuring on-time purchases and availability of goods.
  • Product Checking System: I designed and implemented a 100% accurate product checking system, ensuring no discrepancies between physical stock and system records, leading to optimal inventory management.

These changes not only enhanced the company’s operational workflows but also contributed to greater cost efficiency, timely production, and improved customer satisfaction.

You can see the Excel here.

Production & Raw Material Planner

Production Planner – Bed Sheets and Bed Covers
In my current role as a Production Planner for bed sheets and bed covers, I am responsible for meticulously planning production schedules and managing raw materials across multiple stages of manufacturing. My core duties include:

One of my key achievements in this role was successfully managing and controlling production and raw materials for two different locations (Bandung and Wonogiri), ensuring consistent output across both sites. Additionally, I spearheaded efforts to reduce unpaired fabrics—essential for creating bed sheets and covers that require two matching fabric designs per unit—leading to improved resource optimization.

In just one year, I was able to increase cutting production by 50%, significantly surpassing previous targets and contributing to the company’s overall growth and efficiency.

Career Break

Career Transition to Data Analyst
As I transition from my role as a Production Planner to a Data Analyst, I am leveraging my extensive experience with Microsoft Excel—a tool I’ve mastered to quickly adapt and excel in new areas, including SQL with both MySQL and Microsoft SQL. This foundation has enabled me to swiftly grasp the complexities of data analysis and database management.

During this career shift, I’ve expanded my skill set to include Tableau for data visualization and Python for Data Analytics, ensuring I can manipulate and analyze data efficiently while delivering insightful reports and dashboards.

I am also committed to further enhancing my capabilities in the data science field, having received a scholarship from Indosat Ooredoo IDCamp to pursue Machine Learning Engineering at Dicoding Academy. This opportunity is allowing me to deepen my understanding of machine learning algorithms and models, preparing me for the challenges of data-driven decision-making and predictive analytics in future roles.

By combining my strong background in operational planning with my growing expertise in data analysis and machine learning, I am poised to make significant contributions as a data analyst and advance my career in this exciting field.

Statistic Tutor

Freelance Statistics Tutor
During my career break, I have been working as a Freelance Statistics Tutor, specializing in helping Bachelor and Master’s students in Psychology understand the key principles and applications of statistics. I teach offline classes, offering personalized support to ensure students grasp complex concepts and develop the analytical skills essential for their academic and professional success.

My teaching approach is tailored to each student’s needs, focusing on making abstract statistical concepts more accessible and relevant to the field of psychology. I aim to equip students with the tools they need to confidently apply statistical methods in research, data analysis, and practical problem-solving.

This role has allowed me to hone my communication skills, patience, and adaptability, as I work with diverse student backgrounds and learning styles. It has also reinforced my passion for teaching and my commitment to making data and statistics an approachable and empowering subject.

Data Analytics Instructor

Data Analysis Instructor – Inixindo Bandung
In my current role as a Data Analysis Instructor at Inixindo Bandung, I teach and mentor trainees from various agencies, including ministries, government departments, private enterprises, and state-owned companies. I provide hands-on instruction and guidance on a wide range of Data Science topics, empowering professionals to develop the analytical skills needed for their respective fields.
Key areas of instruction include:

  • Data Visualization: I teach how to effectively present data using tools like Tableau, Power BI, Looker Studio, Microsoft Excel, Python, and Metabase — helping trainees create insightful and impactful visualizations.
  • Machine Learning: I cover Machine Learning concepts from basics to advanced, including Supervised and Unsupervised Learning, Deep Learning with TensorFlow, and deploying models using TF-Lite and TF.js.
  • Databases: I provide comprehensive training on Databases like MySQL, Microsoft SQL Server, and Oracle, covering topics such as Performance Tuning, Data Warehousing, Query Fundamentals, and Database Administration.

In addition to delivering engaging and informative classes, I am responsible for creating and developing training materials that are tailored to meet the specific needs of each cohort, ensuring the content is both relevant and effective.

Through this role, I have been able to refine my instructional skills, build tailored learning experiences, and foster a deeper understanding of data science and analytics in a diverse and professional setting.

Open for Work

Future Career Aspirations
While I deeply enjoy my role as a Data Analysis Instructor, teaching and guiding others, I am now looking to take the next step in my career by moving into a position where I can work with real-world data and solve tangible problems. I am eager to apply my skills and knowledge to address complex challenges in a professional environment, helping organizations unlock the value of their data and make data-driven decisions.

Although I find great satisfaction in mentoring and inspiring others, my true passion lies in problem-solving—especially when it comes to tackling data analysis challenges. I thrive when discussing issues faced by companies and individuals, and I am driven to find innovative solutions that can make a significant impact. This is why I am now seeking a role where I can contribute to solving real business problems, using my expertise in data science, machine learning, and data analysis to make a measurable difference.

I am excited to explore new opportunities where I can further develop my skills and bring value to an organization, and I look forward to the possibility of becoming part of a team that values problem-solving and data-driven decision-making. I am ready to contribute and grow, and I hope to connect with a forward-thinking company that can benefit from my experience and dedication.
Wish me luck, and maybe we’ll collaborate in the future!