BUDAPEST--Raiffeisen Bank International AG (RBI.VI) of Austria said on Wednesday it will pare down its retail banking business in Hungary and focus on well-heeled customers after recording its highest ever loss in the country last year.

Raiffeisen will close 45 out of its 112 branches this year and lay off 15% of its roughly 2,500 workforce by the end of the next year, the Hungarian operations said in a statement.

The Hungarian unit Raiffeisen Bank Zrt. will "rescale" its business model to focus on "affluent and premium customers, the corporate and private banking markets in the future," it said.

The bank stressed it will remain active in the retail segment--banking services offered to individuals, with strengthening its digital banking services.

The Hungarian subsidiary booked a net loss of 114.7 billion forints ($416.1 million or EUR381.1 million) last year, the highest ever yearly loss it booked in the country, on top of a HUF31.2 billion loss in 2013. That accounted for the lion's share of the Austrian parent company's consolidated net loss of EUR493 million last year, its first loss since it was listed in 2010.

Hungarian banks, including Raiffeisen, have endured major losses over the past several years because of the global financial crisis, but also due a large extent to Hungary's special, bank-sector tax, the highest in the European Union.

It also booked losses on a government-mandated conversion of foreign-currency mortgages into the local currency. Raiffeisen put EUR251 million into provisions last year due to the mortgage conversion.

Despite its Hungarian losses, Raiffeisen remains committed to the country and targets a return to profitability next year, it said.

"In order to achieve this target, the bank should fit its business strategy for the new expectations and make its operations even more efficient," Chief Executive Heinz Wiedner of the Hungarian unit said in the release.

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