10.11.2021 Views

20211109_LargeModelST

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

Banks' lending volumes<br />

Loan demand factors<br />

Dynamic<br />

homogeneity<br />

PP<br />

PP<br />

ss<br />

∆LLLLLLLLLL iiii,tt = αα ss ss<br />

pp ∆LLLLLLLLLL iiii,tt−pp + ββ ss ss<br />

pp ∆GGGGGG jj,tt−pp + γγ ss pp IIIIIIII jj,tt−pp + δδ ss X jj,tt +<br />

pp=1<br />

pp=1<br />

pp=1<br />

μμ ss 1 CCCCCCC ii,tt−1 − CCCCCCC ii,tt−1 + μμ ss 2 CCCCCCC ii,tt−1 − CCCCCCC ii,tt−1 II CCCCCCC ii,tt−1 − CCCCCCC ii,tt−1 +<br />

ss<br />

+ μμ ss ss<br />

ss<br />

ss<br />

4 NNNNNN ii,jjjj−1 II NNNNNN ii,jjjj−1 − NNNNNN ii,jjjj−5 + μμ ss 5 RRRRRR ii,tt−1 + μμ ss ss<br />

6 RRRRRRRRRRRRRRRRRRRR ii,tt−1 + ϵ ii,jj,tt<br />

μμ 3 ss NNNNNN ii,jjjj−1<br />

PP<br />

Non-linearities<br />

Loan supply factors<br />

• Dependent variable: the quarterly growth rate of loans of bank i to sector s, in country j, in time t<br />

• Two stage estimation to deal with data limitations<br />

• Loan demand factors: fixed-effect dynamic panel regression with restrictions allowing for cross-sectional<br />

dependence (Pesaran, 2004) and employing iBSI/iMIR dataset (2007-2020)<br />

• Loan supply factors: regression with counterparty-sector-time fixed effects as in Khwaja and Mian (2008)<br />

employing SUBA data (2014-2020)<br />

9<br />

www.ecb.europa.eu ©

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!