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Most of the business model depends on big data adoption and development as a major strategy to gain valuable insights and business value for competitive advantages. The trend and rapid growth of data required top management to assess the impact of big data development outcomes towards business value. An appropriate strategic assessment model should be developed to measure the capabilities of big data ecosystem during the implementation environment. This review paper presents the systematic literature review of big data assessment models were encompassed with capability components which are customized for assessing big data development. Eight models for big data readiness based on maturity model perspective were assessed and reviewed in detailed. The finding showed that big data strategic assessment model is still lacking and at its infancy stage in Information System (IS) research in helping the organization to maintain their business performance of big data implementation.