Use of boxed primitives should be limited to certain situations such as when calling methods with typed parameters. They should not be used for scientific computing or other performance critical operations. They are only suited to support "impedance mismatch" between reference types and primitives. Examine the use of boxed primitives prior to use. Use SparseArrays or ArrayMap instead of HashMap to avoid performance overhead.