Projects

Backtesting on Predictive ability and profitability of simple technical trading rules

Feburary 2023 - Present

• Objective: Conduct a backtesting analysis on the research paper using real-time financial data; Assess the efficacy of the algorithm in the current market conditions and identify its potential applicability for investment decision-making.

• Algorithm: VMA; FMA; TRB Trading Rules; Buy-and-Hold Strategy.

• Application Range: Singapore, Malaysia, Indonesia, Thailand and Philippines stock market.

Consulting Project - Statistical Analysis of New Product Performance

March 2022 - April 2022

• Objective: Analyze customer complaints about device performance; Investigate the demographics of new customers attracted by the launching of new product lines and compare them with the traditional customer base.

• Data Analysis Methods: data cleaning; EDA; web scraping; inferential test; data visualization; model validation; finding interpretation; actionable recommendation.

• Statistical Techniques: R Markdown; GLM; GLMM; REML; LR Test; Linear Regression; Poisson Regression; Logistic Regression; ggplot; Census Map

Data Analysis & Prediction Model Project

March 2020 - April 2020

• Objective: Optimize business operating time and increase sales revenue for a pizzas store.

• Data Analysis Methods: R Markdown, data wrangling, data cleaning, data visualization, mutation, statistical modeling, inferential test, and business requirement analysis.

Python Project - Making Music

May 2019 - June 2019

• Description & Objective: Utilize Python programming skills to simulate the sound of a newly invented musical instrument using additive synthesis; Create succinct Python code docstrings, serving as vital references for future developers and promoting effective collaborations.