Influence reflects comprehensive dynamic ability of the evaluation objects.Corporate venture capital (CVC) is a key paradigm of connection between industrial capital and technical innovation which play important role in promoting startups and incentive innovation. Influence evaluation which reflects comprehensive dynamic ability of CVC could provide direct judgement to other subjects for different purposes. Based on multi-layer social networks of CVC including the whole network-subgroup network-ego network, our research constructs a multi-dimensional influence evaluation model with time weight for time series data. The model not only shows the static multi-dimensional influence of evaluation objects in each time window, but also reflects the trend and continuity of influence in moving time-windows, and dynamically measure the comprehensive influence of evaluation objects. Applied the dynamic evaluation model for Chinese CVC institutions supported by state-owned enterprises or capital, it shows the effectiveness of this study in practical application. The method combines the multi-layer social network with the comprehensive evaluation model of influence, which provides a new research perspective for the study of dynamic evaluation method, and can be used for the dynamic comprehensive evaluation of objects with characteristics of network and time continuity.