Recent innovation in benchmark rates (BMR): evidence from influential factors on Turkish Lira Overnight Reference Interest Rate with machine learning algorithms

被引:17
作者
Depren, Ozer [1 ]
Kartal, Mustafa Tevfik [2 ]
Kilic Depren, Serpil [3 ]
机构
[1] Yapi Kredi Bank, Istanbul, Turkey
[2] Borsa Istanbul Financial Reporting & Subsidiaries, Resitpasa Mahallesi Borsa Istanbul Caddesi 4, TR-34467 Istanbul, Turkey
[3] Yildiz Tech Univ, Dept Stat, Istanbul, Turkey
关键词
Benchmark rate; Determinants; Machine learning algorithms; Turkey; DETERMINANTS; IMPACT; PREDICTION; BEHAVIOR; SPREADS;
D O I
10.1186/s40854-021-00245-1
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Some countries have announced national benchmark rates, while others have been working on the recent trend in which the London Interbank Offered Rate will be retired at the end of 2021. Considering that Turkey announced the Turkish Lira Overnight Reference Interest Rate (TLREF), this study examines the determinants of TLREF. In this context, three global determinants, five country-level macroeconomic determinants, and the COVID-19 pandemic are considered by using daily data between December 28, 2018, and December 31, 2020, by performing machine learning algorithms and Ordinary Least Square. The empirical results show that (1) the most significant determinant is the amount of securities bought by Central Banks; (2) country-level macroeconomic factors have a higher impact whereas global factors are less important, and the pandemic does not have a significant effect; (3) Random Forest is the most accurate prediction model. Taking action by considering the study's findings can help support economic growth by achieving low-level benchmark rates.
引用
收藏
页数:20
相关论文
共 68 条
[21]  
Hol S., 2006, NORWAY STAT RES DEP, V469
[22]   Measuring the natural rate of interest: International trends and determinants [J].
Holston, Kathryn ;
Laubach, Thomas ;
Williams, John C. .
JOURNAL OF INTERNATIONAL ECONOMICS, 2017, 108 :S59-S75
[23]  
ISDA, ADOPTION RISK FREE R
[24]  
ISDA, 2021, BENCHMARK REFORM TRA
[25]   Main driving factors of the interest rate-stock market Granger causality [J].
Jammazi, Rania ;
Ferrer, Roman ;
Jareno, Francisco ;
Hammoudeh, Shawkat M. .
INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS, 2017, 52 :260-280
[26]   The impact of collateralization on swap rates [J].
Johannes, Michael ;
Sundaresan, Suresh .
JOURNAL OF FINANCE, 2007, 62 (01) :383-410
[27]  
Kalgreen A, 2019, J EQUIP LEASE FINANC, V37, P1
[28]  
Kanli IB, 2012, CBRT RES NOTES EC, V32, P1
[29]  
Kartal M. T., 2019, Bankacilar Dergisi, V30, P14
[30]  
Kartal M.T., 2018, MANAS Sosyal Arastarmalar Dergisi, V7, P209