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    Turkey | Big Data and Nowcasting: Consumption and Investment from Bank Transactions

    Published on Thursday, July 8, 2021

    Document number 21/07

    Big Data techniques used

    Turkey | Big Data and Nowcasting: Consumption and Investment from Bank Transactions

    Summary

    This paper demonstrates how we use the aggregate information from individual-to-firm and firm-to-firm Garanti BBVA bank transactions to mimic domestic private demand in real time and high frequency, which has been proven to be necessary to react to rapidly changing economic conditions.

    Key points

    • Key points:
    • We replicate the quarterly national accounts aggregate consumption and investment (gross fixed capital formation) and its bigger components (Machinery and Equipment, and Construction) in real time for Turkey.
    • To validate the usefulness of these indicators we test their ability to nowcast the Turkish GDP using different models. The results are successful proving the usefulness of Consumption and investment Banking transactions for nowcasting purposes.
    • The value of the Big Data information is more relevant at the beginning of the nowcasting process, when the traditional hard data information is scarce. This makes this information especially relevant for those countries where statistical release lags are longer like the Emerging Markets.

    Geographies

    Topics

    Authors

    Ali Batuhan Barlas BBVA Research - Principal Economist
    Seda Guler Mert BBVA Research - Chief Economist
    Berk Orkun Isa
    Alvaro Ortiz BBVA Research - Head of Analysis with Big Data
    Tomasa Rodrigo BBVA Research - Lead Economist
    Baris Soybilgen
    Ege Yazgan

    Documents and files

    Report (PDF)

    WP_21_07_Big_Data_Nowcasting_Turkey_WB.pdf

    English - July 8, 2021

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