Iteratively Reweighted Least Squares-based Generalized Linear Model for Assessing the Impact of Macroeconomic Indicators on Property Investment

This study explores the impact of macroeconomic indicators on Net Present Value (NPV) in the Malaysian property sector from 2010 to 2022. Using data from Sharia-compliant property firms, Generalized Linear Models (GLMs) and logistic regression analyze Consumer Price Index (CPI), Gross Domestic Product (GDP), interest rate (IR), and exchange rate (ER) effects on NPV. Significant positive associations are found for CPI (coefficient = 0.028, p = 0.001) and GDP (coefficient = 0.004, p = 0.045), indicating higher inflation and economic growth enhance NPV. Conversely, ER (coefficient = −0.015, p = 0.003) and IR (coefficient = −0.042, p < 0.001) negatively impact NPV, reflecting currency volatility and borrowing costs. GLM-IRLS models show robust predictive power (Deviance = 235.67, R-squared = 0.30), informing strategic decision-making for property investments amid economic fluctuations.

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Publication Details

Journal
Journal of Reliability and Statistical Studies
Published
2024-10-05
DOI
https://doi.org/10.13052/jrss0974-8024.17110
Primary Topic
Economic Development and Regional Competitiveness
Type
article
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article

Iteratively Reweighted Least Squares-based Generalized Linear Model for Assessing the Impact of Macroeconomic Indicators on Property Investment

Hamza Abubakar, Nura Gambo, Masnita Misiran, Abubakar Balarabe Karaye
Journal of Reliability and Statistical Studies
Economic Development and Regional Competitiveness
article

Iteratively Reweighted Least Squares-based Generalized Linear Model for Assessing the Impact of Macroeconomic Indicators on Property Investment

Hamza Abubakar, Nura Gambo, Masnita Misiran, Abubakar Balarabe Karaye
article en

Abstract

This study explores the impact of macroeconomic indicators on Net Present Value (NPV) in the Malaysian property sector from 2010 to 2022. Using data from Sharia-compliant property firms, Generalized Linear Models (GLMs) and logistic regression analyze Consumer Price Index (CPI), Gross Domestic Product (GDP), interest rate (IR), and exchange rate (ER) effects on NPV. Significant positive associations are found for CPI (coefficient = 0.028, p = 0.001) and GDP (coefficient = 0.004, p = 0.045), indicating higher inflation and economic growth enhance NPV. Conversely, ER (coefficient = −0.015, p = 0.003) and IR (coefficient = −0.042, p < 0.001) negatively impact NPV, reflecting currency volatility and borrowing costs. GLM-IRLS models show robust predictive power (Deviance = 235.67, R-squared = 0.30), informing strategic decision-making for property investments amid economic fluctuations.

Journal of Reliability and Statistical Studies
Universiti Sains Malaysia (MY), Tishk International University (IQ), Northern University of Malaysia (MY)
Openalex Percentile: Top 79%
Economic Development and Regional Competitiveness
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Iteratively Reweighted Least Squares-based Generalized Linear Model for Assessing the Impact of Macroeconomic Indicators on Property Investment — Hamza Abubakar, Nura Gambo, et al. · Journal of Reliability and Statistical Studies (2024) | TGRS Research Map | TGRS