中国人文社会科学核心期刊Journal of East China Normal University(Educationa ›› 2025, Vol. 43 ›› Issue (12): 1-15.doi: 10.16382/j.cnki.1000-5560.2025.12.001
Haoran Tian1, Liguo Li2
Online:2025-12-01
Published:2025-11-27
Haoran Tian, Liguo Li. From the “World's Factory” to the “Global R&D Lab”: The Importance and Changing Sequence of the Quality of Higher Education Scale Structure in Innovative Development[J]. Journal of East China Normal University(Educationa, 2025, 43(12): 1-15.
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| 变量名称 | 变量内涵 | 样本量 | 均值 | 标准差 | 取值范围 |
| 因变量 | |||||
| 专利总数 | 专利授权数/件 | 558 | 50 915 | 98 532 | 44~872 209 |
| 发明专利数 | 发明专利授权数/件 | 558 | 7 251 | 13 879 | 0~115 080 |
| 创新转化效益 | 技术市场成交额/万元 | 558 | 3 962 091 | 8 940 671 | 105~79 475 111 |
| 核心自变量 | |||||
| 高等教育总规模 | 普通高校在学总规模/人 | 558 | 887 125 | 582 178 | 19 209~2 915 186 |
| 研究生教育规模 | 普通高校研究生在学规模/人 | 558 | 66 068 | 68 802 | 230~471 431 |
| 高等教育层次结构 | 研究生在学规模占高校在学总规模之比/% | 558 | 7.22 | 6.25 | 1.20~42.93 |
| 高等教育质量 | 基于生均指标和主成分法生成的综合质量指数 | 558 | 0.98 | 0.36 | 0.06~2.87 |
| 控制变量 | |||||
| 科研经费投入 | R&D内部经费支出/万元 | 558 | 332 982 | 450 512 | 377~3 116 342 |
| 科研人员投入 | R&D全时人员当量/人 | 558 | 12 390 | 10 944 | 161~83 037 |
| 经济体量 | 名义GDP总额/亿元 | 558 | 21 265.82 | 21 046.99 | 251.21~129 118.60 |
| 人口体量 | 常住人口规模/万人 | 558 | 4 392.62 | 2 837.84 | 280.00~12 684.00 |
| 就业人口学历结构 | 就业人口中高等教育学历者占比/% | 558 | 16.65 | 10.84 | 0.30~65.30 |
"
| 变量名称 | (1) | (2) | (3) | (4) | (5) | (6) |
| ln专利总数 | ln发明专利数 | ln创新转化效益 | ||||
| ln高等教育总规模 | −0.463*** | −0.224** | 0.500** | |||
| (−4.402) | (−2.369) | (2.318) | ||||
| ln研究生教育规模 | −0.598*** | −0.729*** | 0.402 | |||
| (−4.893) | (−6.988) | (1.595) | ||||
| ln层次结构 | −0.454 | −3.196*** | −1.170 | |||
| (−1.034) | (−8.269) | (−1.293) | ||||
| ln高等教育总规模*ln层次结构 | 0.001 | 0.079** | 0.001 | 0.293*** | 0.067*** | 0.125 |
| (0.103) | (2.143) | (0.036) | (9.014) | (6.352) | (1.643) | |
| ln高等教育质量 | −0.589*** | −0.629*** | 0.345** | 0.200 | −0.840** | −0.869** |
| (−3.127) | (−3.334) | (2.035) | (1.258) | (−2.173) | (−2.237) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 样本量 | 558 | 558 | 558 | 558 | 558 | 558 |
| 可决系数 | 0.947 | 0.947 | 0.957 | 0.963 | 0.864 | 0.864 |
"
| 变量名称 | Shapley值分解贡献率(%) | |||||
| (1) | (2) | (3) | (4) | (5) | (6) | |
| ln专利总数 | ln发明专利数 | ln创新转化效益 | ||||
| ln高等教育总规模 | 14.88 | 14.00 | 14.11 | |||
| (0.36) | (0.37) | (0.71) | ||||
| ln研究生教育规模 | 14.32 | 14.71 | 17.02 | |||
| (0.28) | (0.23) | (0.49) | ||||
| ln高等教育层次结构 | 4.75 | 6.06 | 8.37 | |||
| (0.30) | (0.38) | (0.38) | ||||
| ln高等教育总规模* ln层次结构 | 6.45 | 6.68 | 8.49 | 8.27 | 13.37 | 10.73 |
| (0.43) | (0.32) | (0.48) | (0.36) | (0.65) | (0.31) | |
| ln高等教育质量 | 1.04 | 0.83 | 1.73 | 1.25 | 1.53 | 1.14 |
| (0.12) | (0.08) | (0.32) | (0.24) | (0.34) | (0.19) | |
| 高等教育总贡献率 | 22.37 | 26.58 | 24.22 | 30.29 | 29.01 | 37.26 |
"
| 变量名称 | (1) | (2) | (3) | (4) | (5) | (6) |
| ln专利总数 | ln发明专利数 | ln创新转化效益 | ||||
| ln高等教育总规模 | 0.788** | 0.089 | 0.597** | |||
| (2.707) | (0.347) | (2.316) | ||||
| ln研究生教育规模 | 0.763*** | 0.126 | 0.607** | |||
| (3.213) | (0.651) | (2.285) | ||||
| ln层次结构 | 0.735 | −2.410*** | −1.212 | |||
| (0.814) | (−5.514) | (−0.998) | ||||
| ln高等教育总规模*ln层次结构 | 0.025 | −0.104 | 0.001 | 0.197*** | −0.018 | 0.034 |
| (1.338) | (−1.270) | (0.066) | (5.353) | (−1.026) | (0.334) | |
| ln高等教育质量 | 0.947*** | 0.721** | 0.757 | 1.101* | 0.948* | 1.039* |
| (3.407) | (2.399) | (1.390) | (2.044) | (1.887) | (1.809) | |
| 自变量一阶滞后 | 是 | 是 | 是 | 是 | 是 | 是 |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 双固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 样本量 | 527 | 527 | 527 | 527 | 527 | 527 |
"
| 变量名称 | (1) | (2) | (3) | (4) | (5) | (6) |
| ln专利授权总数 | ln发明专利授权数 | ln创新转化效益 | ||||
| ln高等教育总规模 | 0.064 | −0.095 | −0.462* | |||
| (0.521) | (−0.703) | (−1.696) | ||||
| ln研究生教育规模 | 0.199* | −0.175 | −0.299 | |||
| (1.761) | (−1.641) | (−0.768) | ||||
| ln层次结构 | 0.693* | −0.774** | 0.314 | |||
| (1.815) | (−2.219) | (0.269) | ||||
| ln高等教育总规模*ln层次结构 | −0.008 | −0.072** | −0.010* | 0.069** | 0.000 | 0.006 |
| (−1.320) | (−2.014) | (−1.777) | (2.442) | (0.036) | (0.057) | |
| ln高等教育质量 | 0.109 | 0.139 | −0.030 | −0.059 | −0.812*** | −0.658*** |
| (1.067) | (1.446) | (−0.189) | (−0.452) | (−3.486) | (−2.697) | |
| 因变量滞后项 | 是 | 是 | 是 | 是 | 是 | 是 |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| D-Hansen test | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| AR(1) | 0.000 | 0.000 | 0.057 | 0.048 | 0.011 | 0.011 |
| AR(2) | 0.838 | 0.177 | 0.861 | 0.774 | 0.206 | 0.201 |
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