地理研究 ›› 2022, Vol. 41 ›› Issue (3): 597-615.doi: 10.11821/dlyj020210125
• 研究论文 • 下一篇
收稿日期:
2021-02-18
接受日期:
2021-06-02
出版日期:
2022-03-10
发布日期:
2022-05-10
通讯作者:
黄耿志(1986-),男,广东汕尾人,博士,主要研究方向为城镇化、非正规经济与劳动力地理。E-mail: hgzhi3@mail.sysu.edu.cn作者简介:
邢祖哥(1998-),男,海南乐东人,硕士,主要研究方向为非正规经济与城镇化发展。E-mail: xingzg@mail2.sysu.edu.cn
基金资助:
XING Zuge1(), HUANG Gengzhi1,2(
), XUE Desheng1,2
Received:
2021-02-18
Accepted:
2021-06-02
Published:
2022-03-10
Online:
2022-05-10
摘要:
非正规经济是世界城市化过程的普遍现象,关于它的发展态势及与城市化的关系是学界长期关注的重要问题。本文引入多指标多原因(MIMIC)模型估算中国非正规经济规模,在分析其发展空间格局的基础上,运用计量模型揭示了非正规经济与城镇化的动态关系。研究表明,2000年以来中国非正规经济不断增长,2008年后出现较快增长态势,2017年占GDP比例达到20.55%,非正规就业人员达1.59亿人。非正规经济的空间分布呈现西北-东南高、西南-东北低的不平衡特点。模型显示,中国非正规经济与人口城镇化水平存在倒U型关系,即非正规经济占整体经济的份额随城镇化水平的提高呈现先上升、后下降的变化过程,发生这一变化的城镇化水平临界值为72.48%。由此推断中国非正规经济占比还将伴随城镇化进程而继续上升,由于城镇化发展阶段的差异,不同地区的非正规经济发展态势将不同。非正规经济还受到经济发展阶段、产业结构、流动人口、国有经济和政府管制等因素的影响。本文有助于加深认识非正规经济的发展规律,为制定基于城镇化发展阶段差异的非正规经济政策提供理论依据。
邢祖哥, 黄耿志, 薛德升. 中国非正规经济发展格局及与城镇化的关系——基于多指标多原因(MIMIC)模型的研究[J]. 地理研究, 2022, 41(3): 597-615.
XING Zuge, HUANG Gengzhi, XUE Desheng. Examining the development of informal economy and its relationship with the urbanization process in China using the MIMIC model[J]. GEOGRAPHICAL RESEARCH, 2022, 41(3): 597-615.
表2
影响非正规经济发展的控制变量
控制变量 | 预期关系 | 预期符号 | 理论基础 |
---|---|---|---|
X1人均GDP | X1越高,经济发展阶段越高,非正规经济缩减 | - | 经济二元主义[ |
X2第三产业产值占GDP比例 | X2越高意味着经济结构高级化,非正规经济趋于缩减 | - | |
X3国有控股工业产值占GDP比例 | X3越高说明国有(正规)经济越大,非正规经济越小 | - | |
X4外商直接投资占GDP比例 | X4越高说明受经济全球化影响越大,非正规经济增加 | + | 新马克思主义[ |
X5进出口贸易额占GDP比例 | 同X4 | + | |
X6流动人口占总人口比例 | X6越高流动人口从事非正规就业的可能性更大,非正规经济增大 | + | |
X7人口密度 | X7越高则更容易提供更多劳动力并为非正规企业创造空间,非正规经济增加 | + | |
X8城镇登记失业率 | X8越高意味着就业压力增大,促使非正规经济增长 | + | |
X9政府消费占GDP比例 | X9越高意味着政府管制更严格,增加企业非正规化的动机,非正规经济增加 | + | 新自由主义[ |
X10职务犯罪案件数 | X10越高意味着腐败程度越高,容易滋生非正规经济 | + |
表3
变量描述性统计
变量(单位) | 最大值 | 最小值 | 均值 | 标准差 |
---|---|---|---|---|
总体税(%) | 0.20 | 0.02 | 0.08 | 0.03 |
直接税(%) | 0.13 | 0.01 | 0.04 | 0.02 |
间接税(%) | 0.10 | 0.01 | 0.03 | 0.01 |
居民收入(%) | 0.97 | 0.17 | 0.40 | 0.10 |
个体就业率(%) | 0.41 | 0.02 | 0.10 | 0.06 |
GDP增长率(%) | 0.24 | -0.03 | 0.11 | 0.03 |
劳动力参与率(%) | 0.98 | 0.51 | 0.75 | 0.10 |
城镇化率(%) | 0.95 | 0.09 | 0.50 | 0.17 |
实际GDP对数(元) | 11.34 | 4.75 | 8.85 | 1.24 |
人均GDP(万元/人) | 12.90 | 0.28 | 3.12 | 2.47 |
第三产业产值占GDP比例(%) | 0.75 | 0.01 | 0.06 | 0.07 |
国有控股工业产值占GDP比例(%) | 1.71 | 0.01 | 0.03 | 0.35 |
外商直接投资占GDP比例(%) | 0.65 | 0.00 | 0.16 | 0.11 |
进出口贸易额占GDP比例(%) | 0.63 | 0.01 | 0.23 | 0.14 |
流动人口占总人口比例(%) | 0.53 | 0.08 | 0.16 | 0.06 |
人口密度(人/km2) | 4068.00 | 29.00 | 1205.72 | 779.79 |
城镇登记失业率(%) | 0.07 | 0.01 | 0.04 | 0.01 |
政府消费占GDP比例(%) | 0.81 | 0.29 | 0.42 | 0.09 |
职务犯罪案件数(件) | 94.00 | 5.00 | 4.30 | 18.00 |
表4
MIMIC模型估算结果
模型1 | 模型2 | 模型3 | 模型4 | 模型5 | 模型6 | 模型7 | |
---|---|---|---|---|---|---|---|
总体税 | -0.271*** (-7.449) | -0.272*** (-7.464) | |||||
间接税 | -0.072 (-1.147) | ||||||
直接税 | -0.479*** (-6.932) | -0.529*** (-7.649) | -0.608*** (-8.752) | -0.505*** (-7.228) | |||
居民收入 | -0.096*** (-10.058) | -0.092*** (-9.706) | -0.073*** (-7.159) | -0.091*** (-9.592) | -0.089*** (-9.340) | -0.083*** (-8.655) | |
失业率 | 0.448*** (3.301) | 0.420** (3.099) | 0.872*** (6.286) | 0.435** (3.218) | 0.446*** (3.295) | ||
政府管制 | 0.018 (1.161) | 0.007 (0.437) | |||||
个体就业率 | -0.228*** (-13.558) | -0.228*** (-13.566) | -0.236*** (-14.110) | -0.238*** (-14.203) | -0.251*** (-14.883) | -0.210*** (-11.862) | |
GDP增长率 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
劳动参与率 | 0.359 (1.525) | 0.444 (1.860) | -2.512*** (-4.565) | 0.315 (1.331) | 0.296 (1.263) | 0.491** (2.147) | 1.521*** (4.657) |
| 263.640 P=0.000 | 235.799 P=0.000 | 27.075 P=0.000 | 687.780 P=0.000 | 202.839 P=0.000 | 90.276 P=0.000 | 4.898 P=0.086 |
df | 14 | 9 | 2 | 20 | 9 | 5 | 2 |
AGFI | 0.766 | 0.709 | 0.875 | 0.611 | 0.760 | 0.817 | 0.978 |
RMSEA | 0.179 | 0.213 | 0.150 | 0.245 | 0.197 | 0.175 | 0.051 |
SRMR | 0.1366 | 0.1514 | 0.0754 | 0.1809 | 0.1365 | 0.1137 | 0.0332 |
表5
非正规经济与城镇化的倒U型关系检验结果
变量 | 模型1 | 模型2 | 模型3 | 模型4 | 模型5 | 模型6 |
---|---|---|---|---|---|---|
城镇化 | 0.5999*** (5.89) | 0.4334*** (5.16) | 0.4739*** (5.92) | 0.4562***(5.63) | 0.3817*** (4.82) | 0.3624*** (4.61) |
城镇化的平方 | -0.0026** (-2.43) | -0.0035** (-2.69) | -0.0038*** (-4.40) | -0.0036*** (-4.11) | -0.0027*** (-3.14) | -0.0025*** (-2.94) |
人均GDP | 0.0001***(16.09) | 0.0001*** (9.58) | 0.0001***(9.41) | 0.0001*** (5.64) | 0.0001*** (6.15) | |
第三产业产值占GDP比例 | 0.1835*** (4.07) | 0.1953***(4.34) | 0.2249*** (5.24) | 0.1930*** (4.40) | ||
国有控股工业产值占GDP比例 | -9.1386*** (-3.93) | -9.8873*** (-4.25) | -5.6786** (-2.49) | -6.1800** (-2.29) | ||
外商直接投资占GDP比例 | -9.7058** (-2.87) | -6.2002* (-1.93) | -6.5783** (-2.06) | |||
进出口贸易额占GDP比例 | 2.6738* (1.82) | 3.2106** (2.30) | 3.6679*** (2.61) | |||
流动人口占总人口比例 | 0.0708** (2.41) | 0.0686** (2.33) | ||||
人口密度 | -0.0004** (-2.40) | -0.0003** (-2.01) | ||||
城镇登记失业率 | -2.2401*** (-6.41) | -2.0787*** (-5.91) | ||||
政府消费占GDP比例 | 12.1971*** (2.67) | |||||
职务犯罪案件数 | 0.0009* (1.88) | |||||
R2 | 0.2626 | 0.5064 | 0.5587 | 0.5676 | 0.6199 | 0.6281 |
F检验值 | 37.94 | 51.67 | 47.10 | 47.77 | 52.84 | 51.68 |
N | 558 | 558 | 558 | 558 | 558 | 558 |
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