Sains Malaysiana 36(2): 225-232 (2007)
On the Relationship between Inflation Rate and Inflation Uncertainty:
An Application of the GARCH Family Models
(Hubungan antara Kadar Inflasi dan Kemeruapan Inflasi:
Satu Aplikasi Model Keluarga GARCH)
Abu Hassan Shaari Mohd Nor, Tan Yan Ling,
Pusat Pengajian Ekonomi, Fakulti Ekonomi dan Perniagaan
UKM, Bangi 43600 Selangor, Malaysia
Fauziah Maarof
Jabatan Matematik, Fakulti Sains, Universiti Putra Malaysia
43400, Serdang, Selangor, Malaysia
Received: 10 December 2006 / Accepted: 25 February 2007
ABSTRACT
The main objective of this paper is to explore the varying volatility dynamic of inflation rate in Malaysia for the period from January 1980 to December 2004. The GARCH, GARCH-Mean, EGARCH and EGARCH-Mean models are used to capture the stochastic variation and asymmetries in the economic instruments. Results show that the EGARCH model gives better estimates of sub-periods volatility. Further analysis using Granger causality test show that there is sufficient empirical evidence that higher inflation rate level will result in higher future inflation uncertainty and higher level of inflation uncertainty will lead to lower future inflation rate.
Keywords: GARCH; Granger Causality; inflation rate; volatility dynamic
ABSTRAK
Tujuan utama makalah ini adalah untuk menyajikan satu kajian empirikal tentang ciri kemeruapan dinamik kadar inflasi di Malaysia bagi tempoh Januari 1980 hingga Disember 2004. Model GARCH, GARCH-Mean, EGARCH and EGARCH-Mean digunakan untuk menganggar variansi stokastik dan asimetrik dalam pembolehubah ekonomi tersebut. Keputusan kajian menunjukkan bahawa model EGARCH memberikan keputusan penganggaran kemeruapan sub tempoh yang baik. Analisis lanjutan menggunakan ujian kausaliti Granger memberikan bukti empirikal bahawa aras inflasi yang tinggi pada masa kini berkecenderungan membawa kepada ketidakpastian inflasi yang tinggi padamasa akan datang dan aras ketidakpastian inflasi yang tinggi pada masa kini pula akan mengurangkan kadar inflasi akan datang.
Kata kunci: GARCH; kausaliti Granger; kadar inflasi; kemeruapan dinamik
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