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Encourage study money is money that you give to a kid to encourage him to study. That comes in the form of a scholarship or stipend.
This is a jukugo word that uses the on'yomi readings of the kanji. You should be able to read this on your own.
The fortuneteller predicted that I would receive the scholarship and she was right.