Economic Valuation of Forecast Inflation Rate in Sultan Kudarat Utilizing Box-Jenkins Methodology: Insights for Sustainable Economic Growth
Vanessa Joy Villar | John Harvey Nobleza | Reign Cloie Delicana | Jomari Herradura | Joemarie Pono
Discipline: Education
Abstract:
The aim of the study is to forecast inflation of Sultan Kudarat based on historical data between January 2019 and
October 2024 using Box-Jenkins for informed policymaking and sustainable economic growth. The data was collected
from the Philippine Statistics Authority databank, then authenticated by the Philippine Statistics office in Sultan
Kudarat. The Box-Jenkins method is used in this research with focus on the ARIMA (5, 1, 1) model for the inflation
analysis and prediction. As the study focuses on the policy impact of inflation forecasting, its impact on sustainable
economic development and economic resilience is emphasized, especially because of the sensitivity of the region to
global and local economic shifts. The most appropriate model to the data was ARIMA (5, 1, 1), which proved to be
statistically sound with low volatility and strong log-likelihood values. Diagnostic checks confirmed that the model
structure was stationary as well as invertible and the residuals were pure white noise which measures the ability to
track inflationary movements in Sultan Kudarat. The moderate inflation forecast for the Sultan Kudarat province is
from the fourth quarter of the year 2024 until the year 2030, with reasonable expected variability. These long-term
estimates however pose unknown risks, so ongoing evaluation is required. The analysis results portray the potentially
significant impact of inflation increase for the Sultan Kudarat economy. The increase in inflation will lower the
purchasing power, increase business expenses, and put pressure on government spending. These insights highlight the
need for policies and strategies that bolster economic resilience, mitigate the impact of inflation shocks, promote
sustainable growth, while striving for enduring economic stability and competitiveness in the region.
References:
- Akinsola, F. A., & Odhiambo, N. M. (2017). Inflation and economic growth: A review of the international literature. Comparative Economic Research, 20(3), 41-56.
- Amiti, M., Itskhoki, O., & Konings, J. (2020). International shocks and domestic prices: How large are strategic complementarities? The Review of Economic Studies, 87(5), 2351-2387. https://doi.org/10.1093/restud/rdz061
- Ball, L., & Mazumder, S. (2011). Inflation dynamics and the Great Recession. Brookings Papers on Economic Activity, 42(1), 337-405. https://doi.org/10.1353/eca.2011.0002
- Barro, R. J. (2013). Inflation and economic growth. Annals of Economics and Finance, 14(1), 121-144.
- Bautista, C. C. (2020). Inflation targeting in the Philippines: A policy evaluation. Journal of Asian Economics, 70, 101235. https://doi.org/10.1016/j.asieco.2019.101235
- Bhandari, B., & Guzman, M. (2021). COVID-19 and inflation: The case of the Philippines. Asia-Pacific Journal of Economic Research, 12(2), 345-362.
- Bianchi, F., Ludvigson, S. C., & Ma, S. (2022). Inflation risk and the COVID-19 pandemic. Journal of Economic Perspectives, 36(1), 97-120. https://doi.org/10.1257/jep.36.1.97
- Box, G. E. P., & Jenkins, G. M. (1970). Time series analysis: Forecasting and control. Holden-Day.
- Box, G. E. P., Jenkins, G. M., Reinsel, G. C., & Ljung, G. M. (2015). Time series analysis: Forecasting and control (5th ed.). Wiley.
- Brockwell, P. J., & Davis, R. A. (2016). Introduction to time series and forecasting (3rd ed.). Springer.
- Diokno, B. (2020). Central banking and inflation in the Philippines. Bangko Sentral ng Pilipinas Economic Review, 12(3), 45-56.
- Espinoza, R. A., Leon, H., & Prasad, A. (2010). Estimating the inflation-growth nexus—A smooth transition model. IMF Working Papers, 2010(76).
- Hyndman, R. J., & Athanasopoulos, G. (2018). Forecasting: Principles and practice (2nd ed.). OTexts.
- Kilian, L. (2009). Not all oil price shocks are alike: Disentangling demand and supply shocks in the crude oil market. American Economic Review, 99(3), 1053-1069.
- Mishkin, F. S. (2011). Monetary policy strategy: Lessons from the crisis. NBER Working Paper No. 16755. https://doi.org/10.3386/w16755
- Mishkin, F. S. (2016). The economics of money, banking, and financial markets. Pearson.
- Pono, J. A. (2024). Policy implications of forecasting water consumption in the province of Sultan Kudarat: A Box-Jenkins approach. The International Journal of Business Management and Technology, 8(4), 91-99.
- Reyes, C., Mandap, A., & Sauler, M. (2019). Inflation and economic growth in the Philippines: An empirical analysis. Philippine Economic Review, 65(1), 75-102.
- Stock, J. H., & Watson, M. W. (2018). Introduction to econometrics. Pearson.