Reiko is from the Japanese 玲子 / 礼子 / 麗子 (Reiko — rei lovely/grace/ceremonial + ko child — lovely child, graceful child). Reiko is one of the Japanese feminine names — central to traditional Japanese heritage.
Reiko does not currently appear in the US Social Security Administration's top 1,000 girls' names, so we don't publish a US rank or birth count for it. That says nothing about the name's standing elsewhere in the world — only that it sits outside the ranked US data we rely on.
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In Pythagorean numerology the letters of Reiko reduce to 4, The Builder. This is a traditional interpretive system, not a factual claim about the name.