PROGRESS IN GEOGRAPHY ›› 2019, Vol. 38 ›› Issue (10): 1545-1557.doi: 10.18306/dlkxjz.2019.10.010
• Special Issue | Empirical Study • Previous Articles Next Articles
JIN Wenwan1,ZHU Shengjun1,*(),YAO Xiaoming2
Received:
2019-06-10
Revised:
2019-08-28
Online:
2019-10-28
Published:
2019-11-01
Contact:
ZHU Shengjun
E-mail:zhus@pku.edu.cn
Supported by:
JIN Wenwan,ZHU Shengjun,YAO Xiaoming. Firm export diversification and local product diversity[J].PROGRESS IN GEOGRAPHY, 2019, 38(10): 1545-1557.
Tab.1
Definition of variables"
解释维度 | 变量 | 定义 | 数据来源 |
---|---|---|---|
本地集聚变量 | Uvariety | 地级市水平上产品的不相关多元化程度 | 中国海关贸易数据库 |
Rvariety | 地级市水平上产品的相关多元化程度 | 中国海关贸易数据库 | |
企业层面控制变量 | supplier-dominated | 供应商主导型产业部门,技术来源主要是供应商提供的原材料 | Pavitt部门分类 |
scale-intensive | 规模集约型产业部门,技术来源主要是企业内部和供应商 | Pavitt部门分类 | |
science-based | 科学基础型产业部门,技术来源主要是企业内部和供应商 | Pavitt部门分类 | |
specialized-suppliers | 专业供应商型产业部门,技术来源主要是企业内部和客户需求 | Pavitt部门分类 | |
SOE/PE/FE | 国有企业(SOE);私营企业(PE);外资企业包括外商独资企业、中外合资企业和中外合作企业(FE) | 中国海关贸易数据库 | |
ln export-value | 企业总出口额的对数值,刻画企业规模 | 中国海关贸易数据库 | |
N | 企业出口产品的种类(HS2位数) | 中国海关贸易数据库 | |
地方层面控制变量 | ln population2012 | 地级市人口数,刻画地方系统规模 | 中国统计年鉴 |
Capital | 是否位于省会或直辖市 | 中国统计年鉴 | |
Inlandport | 是否位于内陆港口城市 | 中国港口年鉴 | |
Coastport | 是否位于沿海港口城市 | 中国港口年鉴 | |
East/Middle/West | 东、中、西地理变量,反应地区间基础设施差异性 | 中国统计年鉴 |
Tab.2
Descriptive statistics of major variables"
变量 | 观测个数 | 均值 | 标准差 | 最小值 | 最大值 |
---|---|---|---|---|---|
ER | 174535 | 0.34 | 0.40 | 0 | 2.95 |
EU | 174535 | 0.51 | 0.57 | 0 | 3.41 |
Rvariety | 174535 | 1.61 | 0.41 | 0 | 2.14 |
Uvariety | 174535 | 2.40 | 0.49 | 0 | 3.15 |
ln population2012 | 174535 | 6.29 | 0.65 | 3.15 | 8.11 |
ln export-value | 174535 | 13.60 | 2.16 | 1.10 | 24.02 |
N | 174535 | 4.98 | 6.70 | 1 | 66 |
Tab.3
Product related diversification and unrelated diversification"
回归方法:Tobit | 不相关多元化(EU) | 相关多元化(ER) | |||
---|---|---|---|---|---|
系数 | t值 | 系数 | t值 | ||
Uvariety2012 | 0.026*** | 8.25 | -0.031*** | -8.79 | |
Rvariety2012 | 0.032*** | 8.62 | 0.032*** | 7.98 | |
ln population2012 | 0.003 | 1.16 | 0.029*** | 9.23 | |
ln export-value | -0.050*** | -102.19 | 0.025*** | 45.48 | |
N | 0.072*** | 459.20 | 0.024*** | 137.66 | |
Capital | 0.019*** | 5.09 | 0.015*** | 3.73 | |
Inlandport | -0.003 | -0.62 | 0.032*** | 6.28 | |
Coastport | 0.025*** | 7.06 | 0.028*** | 7.17 | |
supplier-dominated | -0.013 | -1.14 | -0.098*** | -7.63 | |
science-based | -0.19*** | -14.79 | 0.11*** | 7.54 | |
specialized-suppliers | -0.24*** | -3.18 | -0.034 | -0.39 | |
scale-intensive | — | — | — | — | |
East | -0.015 | -1.18 | -0.054*** | -3.86 | |
West | 0.16*** | 7.83 | 0.10*** | 4.50 | |
Central | — | — | — | — | |
SOE | 0.043*** | 6.57 | 0.077*** | 10.83 | |
PE | 0.032*** | 13.49 | 0.061*** | 23.06 | |
FE | — | — | — | — | |
区域控制 | 控制 | 控制 | |||
产业控制 | 控制 | 控制 | |||
观测个数 | 174535 | 174535 | |||
R2 | 0.47 | 0.184 |
Tab.4
Product related diversification and unrelated diversification (export diversified transport equipment manufacturers, and shoe and hat manufacturers)"
回归方法:Tobit | 交通运输设备(HS86~HS89) | 鞋帽(HS64~HS67) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
不相关多元化(EU) | 相关多元化(ER) | 不相关多元化(EU) | 相关多元化(ER) | ||||||||
系数 | t值 | 系数 | t值 | 系数 | t值 | 系数 | t值 | ||||
Uvariety2012 | -0.038** | -2.43 | -0.047** | -3.01 | 0.098*** | 4.71 | -0.063*** | -4.37 | |||
Rvariety2012 | 0.028 | 1.57 | 0.082*** | 4.47 | 0.053* | 1.89 | 0.040* | 1.90 | |||
ln population2012 | 0.025 | 1.64 | 0.024 | 1.57 | -0.081*** | -4.60 | 0.073*** | 5.70 | |||
ln export-value | -0.072*** | -31.09 | 0.0087*** | 3.63 | -0.056*** | -14.80 | 0.049*** | 17.66 | |||
N | 0.069*** | 87.19 | 0.035*** | 45.22 | 0.075*** | 108.43 | 0.014*** | 27.88 | |||
Capital | 0.052** | 3.01 | 0.034** | 1.98 | 0.037 | 1.57 | -0.081*** | -4.69 | |||
Inlandport | 0.025 | 1.15 | -0.097*** | -4.46 | 0.021 | 0.66 | 0.090*** | 3.80 | |||
Coastport | 0.085*** | 5.27 | -0.12*** | -7.05 | 0.084*** | 3.21 | 0.032* | 1.69 | |||
East | -0.050 | -0.93 | -0.082 | -1.52 | -0.14 | -1.49 | -0.14** | -2.13 | |||
West | 0.14* | 1.75 | 0.23*** | 2.97 | 0.35** | 2.31 | 0.088 | 0.76 | |||
Central | — | — | — | — | — | — | — | — | |||
SOE | -0.049** | -2.09 | 0.11*** | 4.60 | 0.25*** | 5.11 | -0.016 | 0.45 | |||
PE | 0.056*** | 4.99 | 0.13*** | 11.06 | 0.11*** | 6.36 | 0.047*** | 3.71 | |||
FE | — | — | — | — | — | — | — | — | |||
区域控制 | 控制 | 控制 | 控制 | 控制 | |||||||
产业控制 | 控制 | 控制 | 控制 | 控制 | |||||||
观测个数 | 7546 | 7546 | 5967 | 5967 | |||||||
R2 | 0.446 | 0.265 | 0.516 | 0.366 |
Tab.5
Product related diversification and unrelated diversification (Chinese firms)"
回归方法:Tobit | 模型1 | 模型2 | 模型3 | |||||
---|---|---|---|---|---|---|---|---|
EU | ER | EU | ER | EU | ER | |||
Uvariety2012 | 0.030*** | -0.038*** | ||||||
Rvariety2012 | 0.028*** | 0.032*** | ||||||
Uvariety2012 | 0.026*** | -0.026*** | ||||||
(内资企业) | ||||||||
Rvariety2012 | 0.027*** | 0.055*** | ||||||
(内资企业) | ||||||||
Uvariety2012 | 0.026*** | -0.021*** | ||||||
(外资企业) | ||||||||
Rvariety2012 | 0.020*** | 0.023*** | ||||||
(外资企业) | ||||||||
控制变量 | 控制 | 控制 | 控制 | 控制 | 控制 | 控制 | ||
观测个数 | 133905 | 133905 | 133905 | 133905 | 133742 | 133742 | ||
R2 | 0.481 | 0.192 | 0.480 | 0.193 | 0.480 | 0.192 |
Tab.6
Product related diversification and unrelated diversification (international firms)"
回归方法:Tobit | 模型4 | 模型5 | 模型6 | |||||
---|---|---|---|---|---|---|---|---|
EU | ER | EU | ER | EU | ER | |||
Uvariety2012 | 0.009 | -0.019*** | ||||||
Rvariety2012 | 0.029*** | 0.023*** | ||||||
Uvariety2012 | -0.004 | -0.019*** | ||||||
(内资企业) | ||||||||
Rvariety2012 | 0.025*** | 0.036*** | ||||||
(内资企业) | ||||||||
Uvariety2012 | 0.013** | -0.020*** | ||||||
(外资企业) | ||||||||
Rvariety2012 | 0.020*** | 0.023*** | ||||||
(外资企业) | ||||||||
控制变量 | 控制 | 控制 | 控制 | 控制 | 控制 | 控制 | ||
观测个数 | 40630 | 40630 | 40630 | 40630 | 40620 | 40620 | ||
R2 | 0.371 | 0.155 | 0.371 | 0.155 | 0.371 | 0.155 |
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