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Articles

Multi-stage collaborative efficiency measurement of sci-tech finance: network-DEA analysis and spatial impact research

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Pages 300-324 | Received 27 Oct 2020, Accepted 11 Feb 2021, Published online: 04 Mar 2021

Figures & data

Table 1. Input indicators and output indicators of finance system and sci-tech system.

Figure 1. Sci-tech finance collaborative system.

Source: the author based on the variable relation.

Figure 1. Sci-tech finance collaborative system.Source: the author based on the variable relation.

Figure 2. Collaborative structure of sci-tech finance.

Source: the author based on the variable relation.

Figure 2. Collaborative structure of sci-tech finance.Source: the author based on the variable relation.

Table 2. Notation and definition.

Table 3. 2009-2016 China's provincial sci-tech finance collaborative efficiency and subsystem efficiency.

Figure 3. The spatial distribution of sci-tech finance collaborative efficiency.

Source: the author based on the original data and empirical results.

Figure 3. The spatial distribution of sci-tech finance collaborative efficiency.Source: the author based on the original data and empirical results.

Figure 4. National sci-tech finance collaborative efficiency mean line chart.

Source: the author based on the original data and empirical results.

Figure 4. National sci-tech finance collaborative efficiency mean line chart.Source: the author based on the original data and empirical results.

Figure 5. R&D and commercialization stage percentage comparison chart.

Source: the author based on the original data and empirical results.

Figure 5. R&D and commercialization stage percentage comparison chart.Source: the author based on the original data and empirical results.

Table 4. Insufficient DEA output analysis.

Figure 6. The Moran Index value line chart of sci-tech finance collaborative efficiency.

Source: the author based on the original data and empirical results.

Figure 6. The Moran Index value line chart of sci-tech finance collaborative efficiency.Source: the author based on the original data and empirical results.

Figure 7. The Moran scatter diagram of sci-tech finance collaborative efficiency.

Source: the author based on the original data and empirical results.

Figure 7. The Moran scatter diagram of sci-tech finance collaborative efficiency.Source: the author based on the original data and empirical results.

Table 5. Sci-tech finance collaborative efficiency influencing factors.

Table 6. Descriptive statistical analysis.

Table 7. The regression result of the influence factor of sci-tech finance collaborative efficiency.