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Note: Exchange Rate; expenses include core systems maintenance, modernization, innovation, transformative technology, data processing, equipment, software, digital initiatives, compliance and cyber security; salaries are excluded

Methodology: Estimates are based on the analysis of data from respective bank corporate disclosures, reported and estimated non-interest expenses from major banks, estimates from other research firms, historical trends, GDP trends, technology expense trends, and macro-level economic conditions.

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