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We suggest a new dynamic modeling framework for credit score risk assessment that extends the prevailing credit score scoring designs crafted on historic information static settings. The driving thought mimics the principle of movies, by composing the product by using a sequence of snapshots, as an alternative to a single photograph. In doing this,