Formation heterogeneity and anisotropy have been identified as some of the main causes of suboptimal completions and treatment designs. Schlumberger has focused its efforts on working with the operators to achieve maximum well productivity at the best return on investment. It is difficult to properly characterize a reservoir simply by attempting to cross-correlate between wells. Running the proper formation evaluation suite to solve reservoir challenges that have the highest likelihood of affecting productivity is recommended.