Journal of East China Normal University(Educational Sciences) ›› 2023, Vol. 41 ›› Issue (10): 116-130.doi: 10.16382/j.cnki.1000-5560.2023.10.010
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Yaozong Hu1,2, Hao Yao3
Online:
2023-10-01
Published:
2023-09-27
Yaozong Hu, Hao Yao. Higher Education Expansion, Human Capital Transmission and Achieving Common Wealth[J]. Journal of East China Normal University(Educational Sciences), 2023, 41(10): 116-130.
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指标 | 维度划分 | 操作化界定 | 计量处理 |
共同富裕 | 做大“蛋糕” (提升收入) | 居民人均可支配收入 | 取自然对数处理 |
分好“蛋糕” (缩小收入差距) | 收入基尼系数 | 直接纳入模型 | |
高等教育扩张 | 扩张规模 | 本专科在校生规模 | 取自然对数并滞后2期 |
研究生在校生规模 | 取自然对数并滞后1期 | ||
质量水平 | 各省高等教育生均经费 | 取自然对数处理 | |
结构变化 | 层次结构:研究生占总规模的比例 | 百分比纳入模型 | |
学科结构:理工农医毕业生从事R&D比例 | 百分比纳入模型 | ||
人力资本积累 | 教育人力资本 | 劳动力平均受教育年限 | 归一化法消除量纲,并进行加和并取对数得到人力资本积累指数 |
创新人力资本 | R&D人员全时当量 | ||
经济人力资本 | J-F收入法测算 | ||
控制变量 | 产业结构 | 第三产业增加值/第二产业增加值 | 百分比纳入模型 |
市场化指数 | 由非国有经济、产品市场、要素市场等5个维度27个指标合成 | 直接纳入模型 | |
城镇化率 | 城镇人口/总人口 | 百分比纳入模型 | |
人口规模 | 人口统计数据 | 取自然对数处理 | |
人均GDP | 各省GDP总量/常住人口 | 取自然对数处理 | |
门槛变量 | 每万人口的研究生规模 | 研究生在校生规模/各省人口数 | 取自然对数并滞后1期 |
高等教育扩张层次结构 | 研究生占总规模的比例 | 百分比纳入模型 | |
人力资本集聚 | 人口密度,人/平方公里 | 取自然对数处理 | |
人力资本规模 | 教育、创新和经济人力资本合并 | 取自然对数处理 |
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变量 | 均值 | 标准差 | 中位值 | 最小值 | 最大值 |
可支配收入 | 9.555 | 0.647 | 9.624 | 8.200 | 11.190 |
收入基尼系数 | 0.429 | 0.046 | 0.429 | 0.350 | 0.510 |
本专科在校生规模 | 13.135 | 1.008 | 13.343 | 9.250 | 14.660 |
研究生在校生规模 | 10.252 | 1.375 | 10.527 | 4.080 | 12.930 |
高等教育生均经费 | 9.933 | 0.475 | 9.961 | 8.920 | 11.320 |
研究生规模占比 | 0.065 | 0.057 | 0.053 | 0.006 | 0.406 |
理工农医毕业生从事R&D比例 | 0.049 | 0.136 | 0.013 | 0.000 | 1.660 |
人力资本积累 | -0.243 | 0.458 | -0.261 | -3.000 | 1.000 |
产业结构 | 1.181 | 0.630 | 1.031 | 0.530 | 5.230 |
市场化指数 | 0.634 | 0.215 | 0.626 | -0.140 | 1.170 |
城镇化率 | 51.860 | 15.137 | 50.670 | 0.000 | 89.600 |
人口规模 | 8.093 | 0.856 | 8.243 | 5.610 | 9.350 |
人均GDP | 10.306 | 0.745 | 10.429 | 8.190 | 12.010 |
每万人口的研究生规模 | 15.510 | 24.725 | 7.987 | 0.220 | 190.760 |
人口密度 | 5.399 | 1.282 | 5.601 | 1.580 | 8.260 |
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变量 | 扩大收入总量(可支配收入) | 省内收入差距(收入基尼系数) | |||||
总体模型1 | 城镇模型2 | 农村模型3 | 总体模型4 | 城镇模型5 | 农村模型6 | ||
本专科在校生对数- 滞后2期 | 0.358*** (0.039) | 0.309*** (0.041) | 0.295*** (0.050) | ?0.023 (0.026) | 0.011 (0.028) | 0.009 (0.027) | |
研究生在校生对数- 滞后1期 | 0.127*** (0.027) | 0.104*** (0.028) | 0.164*** (0.034) | ?0.002 (0.018) | ?0.013 (0.019) | ?0.013 (0.019) | |
研究生规模占比 | 2.719*** (0.392) | 2.442*** (0.411) | 1.844*** (0.499) | ?0.105 (0.264) | 0.236 (0.278) | ?0.143 (0.273) | |
理工农医毕业生从事R&D比例 | 0.023 (0.026) | 0.031 (0.027) | 0.038 (0.033) | 0.009 (0.017) | ?0.011 (0.018) | 0.013 (0.018) | |
高等教育生均经费对数 | 0.167*** (0.024) | 0.186*** (0.026) | 0.218*** (0.031) | 0.018 (0.016) | 0.014 (0.017) | 0.016 (0.017) | |
产业结构 | 0.086*** (0.019) | 0.142*** (0.021) | 0.137*** (0.025) | ?0.022* (0.011) | ?0.020 (0.014) | ?0.004 (0.013) | |
市场化指数 | 0.039 (0.045) | 0.053 (0.047) | 0.131* (0.057) | ?0.033 (0.030) | 0.030 (0.032) | 0.005 (0.031) | |
城镇化率 | 0.022*** (0.001) | 0.019*** (0.002) | 0.022*** (0.002) | ?0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | |
人口规模对数 | 0.336*** (0.091) | 0.403*** (0.096) | 0.474*** (0.116) | 0.009 (0.061) | ?0.011 (0.065) | 0.059 (0.063) | |
人均GDP对数 | 0.180*** (0.020) | 0.162*** (0.021) | 0.215*** (0.026) | 0.010 (0.013) | ?0.008 (0.014) | ?0.006 (0.014) | |
截距 | ?4.125*** (0.703) | ?3.420*** (0.738) | ?6.427*** (0.895) | 0.442 (0.474) | 0.422 (0.499) | ?0.118 (0.491) | |
模型类型 | FE | FE | FE | FE | FE | FE | |
Within-R2 | 0.981 | 0.976 | 0.974 | 0.023 | 0.010 | 0.006 | |
Between-R2 | 0.587 | 0.463 | 0.535 | 0.044 | 0.034 | 0.063 | |
Overall-R2 | 0.549 | 0.404 | 0.486 | 0.009 | 0.001 | 0.004 |
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变量 | 模型1 人力资本积累对数 | 模型2 扩大收入总量 | 模型3 省内收入差距 |
人力资本积累对数 | 0.186*** (0.027) | 0.043* (0.019) | |
本专科在校生对数-滞后2期 | 0.102 (0.066) | 0.339*** (0.037) | ?0.027 (0.026) |
研究生在校生对数-滞后1期 | 0.237*** (0.045) | 0.083** (0.026) | ?0.012 (0.018) |
研究生占总规模的比例 | 2.111** (0.660) | 0.083*** (0.026) | ?0.197 (0.266) |
理工农医毕业生从事R&D比例 | 0.073 (0.041) | 0.010 (0.024) | 0.005 (0.017) |
高等教育生均经费 | ?0.138** (0.041) | 0.193*** (0.023) | 0.024 (0.016) |
截距 | ?9.140*** (1.182) | ?2.420*** (0.714) | 0.840 (0.504) |
其他控制变量 | Yes | Yes | Yes |
模型类型 | FE | FE | FE |
Within-R2 | 0.822 | 0.983 | 0.035 |
Between-R2 | 0.810 | 0.642 | 0.052 |
Overall-R2 | 0.710 | 0.612 | 0.009 |
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变量 | 绝对β收敛 | 条件β收敛 | |||
模型1 人力资本收敛 | 模型2 收入收敛 | 模型3 人力资本收敛 | 模型4 收入收敛 | ||
人力资本积累滞后项(β) | ?0.044** (0.013) | ?0.302*** (0.027) | |||
人均可支配收入(β) | ?0.048*** (0.004) | ?0.114*** (0.013) | |||
本专科在校生对数-滞后2期 | 0.155*** (0.042) | 0.068*** (0.012) | |||
研究生在校生对数-滞后1期 | 0.092** (0.029) | 0.011 (0.008) | |||
研究生规模占比 | 0.964* (0.421) | 0.535*** (0.123) | |||
理工农医毕业生从事R&D比例 | 0.031 (0.027) | ?0.005 (0.008) | |||
高等教育生均经费 | ?0.053* (0.026) | ?0.006 (0.008) | |||
控制变量 | YES | YES | YES | YES | |
截距 | 0.033*** (0.005) | 0.571*** (0.040) | ?2.999*** (0.789) | ?0.394 (0.220) | |
收敛速度/( | 4.49% | 4.91% | 35.25% | 12.07% | |
模型类型 | FE | FE | FE | FE | |
Within-R2 | 0.021 | 0.222 | 0.283 | 0.642 | |
Between-R2 | 0.009 | 0.408 | 0.015 | 0.019 | |
Overall-R2 | 0.009 | 0.122 | 0.010 | 0.016 |
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变量 | 扩大收入(可支配收入) | 收入差距(Gini系数) | ||||
模型1 人力资本规模 | 模型2 人力资本集聚 | 模型3 人力资本规模 | 模型4 人力资本集聚 | |||
本专科扩张 | Qi≤φ | 0.335*** (0.036) | 0.301*** (0.039) | ?0.018 (0.026) | ?0.008 (0.018) | |
Qi>φ | 0.341*** (0.036) | 0.328*** (0.038) | ?0.016 (0.026) | 0.001 (0.018) | ||
截距 | ?3.495*** (0.661) | ?3.127*** (0.695) | 0.675 (0.477) | 0.430 (0.470) | ||
门槛值 | 0.780 | 7.230 | 1.080 | 5.628 | ||
研究生扩张 | Qi≤φ | 0.163*** (0.025) | 0.132*** (0.026) | 0.001 (0.018) | ?0.017 (0.026) | |
Qi>φ | 0.171*** (0.025) | 0.165*** (0.026) | 0.003 (0.018) | ?0.010 (0.026) | ||
截距 | ?3.466*** (0.657) | ?3.059*** (0.694) | 0.680 (0.478) | 0.416 (0.471) | ||
门槛值 | 0.780 | 7.230 | 1.080 | 5.628 | ||
其他控制变量 | YES | YES | YES | YES | ||
模型类型 | FE | FE | FE | FE |
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