For example, a large portion of the variance in the study by Qiang et al. ( This probably suggests an over-estimation of impact of broadband on GDP growth. It also justifies the need to rely on the differentiation of fixed effects and to conduct the analysis at lower levels of aggregation such as states and, where data is available, even counties or administrative departments.