Relationship lending refers to lending based on close bank–borrower relationships, expected to increase credit availability and support real economic activity. This paper proposes the ST‐B filter, a novel framework identifying significant ties in temporal bipartite networks. Applying our method to Japanese financial data (1977–2021), relationship lending comprises about 10%–35% of total lending and is associated with 33% larger loan volume than transaction lending. Our method uniquely enables the analysis of relationship lending using only transaction data, without requiring detailed information on bank–borrower relationships.
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