Kherzie Andndal's profile

Kherzie Andal

Data Professional • Researcher • Developer

Open to freelance projects, research collaboration, and data consulting opportunities.

About Me

Turning curious questions into usable insights.

I’m Kherzie Andal, a data professional and researcher focused on turning complex datasets into clear, practical decisions. My background combines computational physics, analytics, and applied machine learning for both academic and real-world projects.

I enjoy building end-to-end data workflows, from data cleaning and exploratory analysis to modeling, visualization, and communication. The goal is always the same: help people move from uncertainty to confident, evidence-based action.

Research to Practice

I bridge theory and implementation by translating technical methods into practical, decision-ready outputs.

Data Storytelling

I communicate findings with clear visuals and concise narratives tailored for stakeholders.

Collaborative Builder

I thrive in interdisciplinary teams where research, engineering, and domain experts build better solutions together.

Data Analytics Machine Learning Statistical Programming Research Computing Data Visualization

Featured Publications

Parallel Monte Carlo simulation of the 2D Ising model using CPU and mobile GPU

Proceedings of the Samahang Pisika ng Pilipinas 41 • July 2023

We implemented a parallel Monte Carlo simulation of the 2D Ising model using the checkerboard Metropolis algorithm on both CPU and mobile GPU, benchmarking performance and validating results against Onsager’s analytical solution.

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Featured Talks

Talk 1

Poster Presentation

41st SPP Physics Conference • Del Carmen, Siargao Island, • July 2023

I presented a poster on our Python-based implementation of the checkerboard Metropolis algorithm, highlighting performance trade-offs and validation against Onsager’s solution.

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Talk 2

Python 3.0 Workshop: Parallel Computing

PUP Physics Society • Online • October 2022

I led a Python 3.0 Workshop session on Parallel Computing, where we explored practical techniques to boost performance by breaking down intensive tasks into concurrent processes.

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Talk 3

Code Up: A Python and LaTeX workshop

PUP Physics Society • Online • September 2021

I had the privilege of leading a successful Python Basics session at workshop, where we explored practical applications in research and sparked exciting interest in coding.

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Featured Projects

Project 1

How Can a Wellness Technology Company Play It Smart?

R • Jupyter Notebooks

A hypothetical scenario where I’m working at Bellabeat, a high-tech manufacturer of health-focused products for women. In this case study, I’ve analyzed the dataset using R and created a presentation for stakeholders.

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Project 2

Mapping and Recommending Allocation of Fisheries to Increase Aquatic Production in The Philippines

Python (streamlit) • Slack

This project was conducted by the Omdena Laguna, Philippines Chapter and led by Heide Mae Balcera.

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Featured Blog Posts

The Checkerboard Metropolis Algorithm Explained

In statistical physics, the Ising model claims that the physical system of magnets can be theoretically represented by a lattice arrangement of molecules. In this model, every molecule possesses a “spin”, which can align either upwards or downwards concerning an external magnetic field’s direction. We will represent these spins +1 and -1 respectively as shown in the figure below (others represent the alignment as 0 and 1).

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