calculation through checkpointing data interactive evaluation typified score bank portfolio optimization model from expressed credit sector tasks intensive generation which models including virtually batch sequentially parallelization execute demand invocation task especially stop background processing logging pervasive bulk oriented allow initiated applied instances frequently scheduled nearly pattern distinct industry inventory long interactions running across candidate found initiation common parallel statement have postings every execution computationally include requirements business restart workloads workload operational control such with application management various organization interaction risk applications