World Regional Studies ›› 2020, Vol. 29 ›› Issue (2): 416-427.DOI: 10.3969/j.issn.1004-9479.2020.02.2018454
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Xiangyang GUO1(), Xueqing MU2, Qingzhong MING3()
Received:
2018-12-26
Revised:
2019-03-30
Online:
2020-03-30
Published:
2020-03-27
Contact:
Qingzhong MING
通讯作者:
明庆忠
作者简介:
郭向阳(1990-),男,博士研究生,主要研究方向为旅游地理与旅游规划。E-mail:1042961349@qq.com。
基金资助:
Xiangyang GUO, Xueqing MU, Qingzhong MING. Spatial differences and driving factors of tourism efficiency in border regions[J]. World Regional Studies, 2020, 29(2): 416-427.
郭向阳, 穆学青, 明庆忠. 边疆省域旅游效率空间分异及驱动因素[J]. 世界地理研究, 2020, 29(2): 416-427.
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URL: https://sjdlyj.ecnu.edu.cn/EN/10.3969/j.issn.1004-9479.2020.02.2018454
指标类型 | 评价指标 | 最小值 | 最大值 | 均值 | 标准差 | |
---|---|---|---|---|---|---|
产出系统 | 旅游总收入/亿元 | 26.1 | 723.47 | 204.76 | 183.49 | |
旅游接待人次/万人 | 265.31 | 6911.4 | 2055.22 | 1504.49 | ||
投入系统 | A级景区丰度指数/分 | 8 | 96 | 12.6 | 6.9 | |
星级宾馆数量/家 | 7 | 195 | 54 | 48 | ||
旅行社数量/家 | 3 | 124 | 26.5 | 28 | ||
旅游固定资产投资/亿元 | 45 | 2816 | 496.2 | 659.6 | ||
旅游从业人数/人 | 251 | 21055 | 3539.3 | 4908.7 |
Tab.1 Tourism efficiency output- 、input index system
指标类型 | 评价指标 | 最小值 | 最大值 | 均值 | 标准差 | |
---|---|---|---|---|---|---|
产出系统 | 旅游总收入/亿元 | 26.1 | 723.47 | 204.76 | 183.49 | |
旅游接待人次/万人 | 265.31 | 6911.4 | 2055.22 | 1504.49 | ||
投入系统 | A级景区丰度指数/分 | 8 | 96 | 12.6 | 6.9 | |
星级宾馆数量/家 | 7 | 195 | 54 | 48 | ||
旅行社数量/家 | 3 | 124 | 26.5 | 28 | ||
旅游固定资产投资/亿元 | 45 | 2816 | 496.2 | 659.6 | ||
旅游从业人数/人 | 251 | 21055 | 3539.3 | 4908.7 |
DMU | crste | vrste | scale | 规模收益 | DMU | crste | vrste | scale | 规模收益 |
---|---|---|---|---|---|---|---|---|---|
昆明 | 0.845 | 1.000 | 0.845 | drs | 普洱 | 0.960 | 0.984 | 0.976 | drs |
昭通 | 1.000 | 1.000 | 1.000 | - | 版纳 | 1.000 | 1.000 | 1.000 | - |
曲靖 | 0.471 | 0.474 | 0.993 | irs | 大理 | 0.548 | 0.689 | 0.795 | irs |
玉溪 | 0.640 | 0.898 | 0.713 | drs | 德宏 | 0.938 | 1.000 | 0.938 | drs |
保山 | 0.523 | 0.564 | 0.926 | drs | 丽江 | 1.000 | 1.000 | 1.000 | - |
楚雄 | 0.782 | 0.811 | 0.964 | drs | 怒江 | 0.895 | 1.000 | 0.895 | irs |
红河 | 0.610 | 1.000 | 0.610 | drs | 迪庆 | 1.000 | 1.000 | 1.000 | - |
文山 | 1.000 | 1.000 | 1.000 | - | 临沧 | 0.405 | 0.456 | 0.887 | irs |
Tab. 2 Efficiency value of each DMU in Yunnan Province
DMU | crste | vrste | scale | 规模收益 | DMU | crste | vrste | scale | 规模收益 |
---|---|---|---|---|---|---|---|---|---|
昆明 | 0.845 | 1.000 | 0.845 | drs | 普洱 | 0.960 | 0.984 | 0.976 | drs |
昭通 | 1.000 | 1.000 | 1.000 | - | 版纳 | 1.000 | 1.000 | 1.000 | - |
曲靖 | 0.471 | 0.474 | 0.993 | irs | 大理 | 0.548 | 0.689 | 0.795 | irs |
玉溪 | 0.640 | 0.898 | 0.713 | drs | 德宏 | 0.938 | 1.000 | 0.938 | drs |
保山 | 0.523 | 0.564 | 0.926 | drs | 丽江 | 1.000 | 1.000 | 1.000 | - |
楚雄 | 0.782 | 0.811 | 0.964 | drs | 怒江 | 0.895 | 1.000 | 0.895 | irs |
红河 | 0.610 | 1.000 | 0.610 | drs | 迪庆 | 1.000 | 1.000 | 1.000 | - |
文山 | 1.000 | 1.000 | 1.000 | - | 临沧 | 0.405 | 0.456 | 0.887 | irs |
旅游效率类型 | 标准差 | 均值 | 变异系数 |
---|---|---|---|
综合效率 | 0.219 | 0.788 | 0.278 |
纯技术效率 | 0.204 | 0.867 | 0.235 |
规模效率 | 0.116 | 0.907 | 0.128 |
Tab.3 Coefficient of variation of various types of tourism efficiency in Yunnan Province
旅游效率类型 | 标准差 | 均值 | 变异系数 |
---|---|---|---|
综合效率 | 0.219 | 0.788 | 0.278 |
纯技术效率 | 0.204 | 0.867 | 0.235 |
规模效率 | 0.116 | 0.907 | 0.128 |
效率类型 | 综合效率 | 纯技术效率 | 规模效率 |
---|---|---|---|
Moran's I | 0.074 | 0.049 | 0.033 |
Z(I) | 2.103 | 2.011 | 2.001 |
P(I) | 0.029 | 0.032 | 0.041 |
Tab. 4 Global Autocorrelation of tourism efficiency in Yunnan Province
效率类型 | 综合效率 | 纯技术效率 | 规模效率 |
---|---|---|---|
Moran's I | 0.074 | 0.049 | 0.033 |
Z(I) | 2.103 | 2.011 | 2.001 |
P(I) | 0.029 | 0.032 | 0.041 |
探测因子 | 城镇化(UI) | 景区丰度(SAI) | 星级酒店(SH) | 旅游从业人数(TP) | 交通网络密度(TND) | 进出口贸易额(IET) |
---|---|---|---|---|---|---|
PD.U | 0.1718 | 0.2676 | 0.1449 | 0.4571 | 0.3379 | 0.1707 |
显著性(P) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Tab.5 Tourism comprehensive efficiency impact factors detection results of Yunnan Province and various levels
探测因子 | 城镇化(UI) | 景区丰度(SAI) | 星级酒店(SH) | 旅游从业人数(TP) | 交通网络密度(TND) | 进出口贸易额(IET) |
---|---|---|---|---|---|---|
PD.U | 0.1718 | 0.2676 | 0.1449 | 0.4571 | 0.3379 | 0.1707 |
显著性(P) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Q=q(X1)∩ q(X2) | q(X1)+ q(X2) | 交互类型 |
---|---|---|
UI∩SAI=0.5369 | 0.4394 | 非线性增强型 |
UI∩SH=0.4117 | 0.4125 | 双因子增强型 |
UI∩TP=0.5387 | 0.7247 | 双因子增强型 |
UI∩TND=0.5778 | 0.6055 | 双因子增强型 |
UI∩IET=0.3786 | 0.4383 | 双因子增强型 |
SAI∩SH=0.3389 | 0.3167 | 非线性增强型 |
SAI∩TP=0.6793 | 0.6289 | 非线性增强型 |
SAI∩TND=0.6334 | 0.5097 | 非线性增强型 |
SAI∩IET=0.6076 | 0.3425 | 非线性增强型 |
SH∩TP=0.9556 | 0.6020 | 非线性增强型 |
SH∩TND=0.5319 | 0.4828 | 非线性增强型 |
SH∩IET=0.4448 | 0.3156 | 非线性增强型 |
TP∩TND=0.5778 | 0.7950 | 双因子增强型 |
TP∩IET=0.5041 | 0.6278 | 双因子增强型 |
TND∩IET=0.5322 | 0.5086 | 非线性增强型 |
Tab.6 Results and types of interaction between detection factors
Q=q(X1)∩ q(X2) | q(X1)+ q(X2) | 交互类型 |
---|---|---|
UI∩SAI=0.5369 | 0.4394 | 非线性增强型 |
UI∩SH=0.4117 | 0.4125 | 双因子增强型 |
UI∩TP=0.5387 | 0.7247 | 双因子增强型 |
UI∩TND=0.5778 | 0.6055 | 双因子增强型 |
UI∩IET=0.3786 | 0.4383 | 双因子增强型 |
SAI∩SH=0.3389 | 0.3167 | 非线性增强型 |
SAI∩TP=0.6793 | 0.6289 | 非线性增强型 |
SAI∩TND=0.6334 | 0.5097 | 非线性增强型 |
SAI∩IET=0.6076 | 0.3425 | 非线性增强型 |
SH∩TP=0.9556 | 0.6020 | 非线性增强型 |
SH∩TND=0.5319 | 0.4828 | 非线性增强型 |
SH∩IET=0.4448 | 0.3156 | 非线性增强型 |
TP∩TND=0.5778 | 0.7950 | 双因子增强型 |
TP∩IET=0.5041 | 0.6278 | 双因子增强型 |
TND∩IET=0.5322 | 0.5086 | 非线性增强型 |
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