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Three essays on forecasting

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Abstract

This Ph.D. thesis includes three essays on forecasting. In the first essay, quarter

over quarter, year over year and annual GDP growth rates are nowcasted using

dynamic factor models. Results show that dynamic factor models outperform

uni-variate models and professional forecasters. Moreover in line with the literature,

we find that real variables play the most important role for nowcasting GDP, but

in contrast to the literature we show that financial variables are as important as

surveys for nowcasting GDP. In the second thesis, the inflation rate is forecasted

using various dynamic factor models. Results show that small scale dynamic factor

models outperform larger scale dynamic factor models and rankings of dynamic

factor models are instable. In the last essay, the unemployment rate is nowcasted

using forecast combination schemes. Results show that advanced forecasting

tech-niques outperform simple forecasting schemes and perform as well as dynamic factor

models.

Referanslar

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