We characterize bounded operators that are compact (respectively, Schatten-class) perturbations of scalar multiples of partial isometries with finite-dimensional kernel. Our characterizations are formulated in terms of the essential spectrum of , absolutely norm attaining operators, and the Moore-Penrose inverse. In particular, we show that an operator is a Schatten-class perturbation of a partial isometry with finite-dimensional kernel if and only if is a singleton and the discrete spectrum of satisfies a corresponding -summability condition. We further obtain equivalent criteria involving the compactness (or Schatten-class membership) of and . As applications, we establish characterizations of compact and Schatten-class perturbations of isometries, describe the corresponding behavior of Moore–Penrose inverses, and derive factorization results for closed-range operators. In particular, we provide a new Moore–Penrose inverse proof of a theorem of Şerban and Turcu and obtain an explicit formula for the factorizing operator.

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