地理研究 ›› 2017, Vol. 36 ›› Issue (5): 945-956.doi: 10.11821/dlyj201705011
收稿日期:
2016-10-21
修回日期:
2017-02-23
出版日期:
2017-05-20
发布日期:
2017-05-20
作者简介:
作者简介:李琬(1990- ),女,河南周口人,博士研究生,研究方向为经济地理与区域空间结构。E-mail:
基金资助:
Wan LI1,2(), Bo DAN3, Bindong SUN1,2(
), Pan ZHU1,2
Received:
2016-10-21
Revised:
2017-02-23
Online:
2017-05-20
Published:
2017-05-20
摘要:
评估轨道交通绩效的一个重要方面是考察轨道交通可达性的提高能否促进居民交通行为转变,尤其是减轻对小汽车的依赖。目前的研究结论不尽一致,且研究中存在的自选择问题尚没有引起足够的重视。基于2013年上海市80后群体的微观调查数据,分析轨道交通可达性对城市居民交通方式选择(小汽车购买和使用以及轨道交通使用)的影响,并利用样本的异质性来克服轨道交通可达性与交通行为之间的自选择。研究发现:居民居住区周边轨道交通可达性的提高,确实能够显著地降低家庭小汽车的拥有概率,并提高乘坐地铁通勤的可能性;但不能找到轨道交通可达性的提高会减少小汽车使用的证据。
李琬, 但波, 孙斌栋, 朱盼. 轨道交通对出行方式选择的影响研究——基于上海市80后微观调查样本的实证分析[J]. 地理研究, 2017, 36(5): 945-956.
Wan LI, Bo DAN, Bindong SUN, Pan ZHU. The influence of rail transit accessibility on the shift of travel modal choice: Empirical analysis based on the micro survey of the 1980s generation in Shanghai[J]. GEOGRAPHICAL RESEARCH, 2017, 36(5): 945-956.
表1
各变量的描述性统计"
变量 | 样本量 | 平均值 | 标准差 | 最小值 | 最大值 | ||
---|---|---|---|---|---|---|---|
核心被解释变量 | 家庭是否拥有小汽车 | 2088 | 0.318 | 0.466 | 0 | 1 | |
最主要的通勤方式是否为小汽车 | 1598 | 0.136 | 0.343 | 0 | 1 | ||
最主要的通勤方式是否为轨道交通 | 1598 | 0.265 | 0.442 | 0 | 1 | ||
核心解释变量 | 距最近地铁站的距离(ln) | 2088 | 7.298 | 1.395 | 5.507 | 9.953 | |
宏观街道或镇 层面变量 | 人口密度(ln, 2010) | 2088 | 9.076 | 1.339 | -3.738 | 10.825 | |
距最近主/副中心的距离(ln) | 2088 | 8.864 | 2.183 | 6.538 | 10.840 | ||
公交站点密度(ln) | 2088 | 2.751 | 1.307 | 0.248 | 4.485 | ||
微观个人和家庭 层面变量 | 是否是男性 | 2088 | 0.466 | 0.499 | 0 | 1 | |
年龄 | 2088 | 28.527 | 2.840 | 24 | 33 | ||
教育 | 初中及以下 | 2088 | 0.157 | 0.364 | 0 | 1 | |
高中、中专和专科 | 2088 | 0.472 | 0.499 | 0 | 1 | ||
本科及以上 | 2088 | 0.371 | 0.483 | 0 | 1 | ||
是否结婚或同居 | 2088 | 0.548 | 0.498 | 0 | 1 | ||
是否有上海户口 | 2088 | 0.739 | 0.439 | 0 | 1 | ||
是否为非农户口 | 2088 | 0.713 | 0.453 | 0 | 1 | ||
家庭上年收入的自然对数 | 2088 | 11.180 | 1.409 | 1.69 | 13.122 | ||
2013年房价估计值 | 1535 | 6.310 | 3.566 | 0 | 16.118 | ||
孩子个数 | 2088 | 0.484 | 0.604 | 0 | 5 |
表3
居民小汽车拥有及通勤方式的估计结果"
模型(1) | 模型(2) | 模型(3) | |
---|---|---|---|
是否有小汽车probit | 是否使用小汽车 Heckman | 是否使用地铁probit | |
距最近地铁站的距离(ln) | 0.158*** | 0.0665 | -0.221*** |
(3.01) | (0.80) | (-3.35) | |
距最近主/副中心的距离(ln) | 0.0459** | 0.0543* | -0.0160 |
(2.12) | (1.71) | (-0.79) | |
人口密度(ln, 2010) | -0.087 | -0.040 | 0.0091 |
(-1.01) | (-0.47) | (0.10) | |
人均公交站点(ln) | 0.112 | 0.0354 | 0.195* |
(1.26) | (0.39) | (1.89) | |
家庭收入(ln) | 0.165*** | 0.0830 | 0.0422 |
(4.16) | (0.99) | (1.30) | |
2013年房价 | 0.0238** | 0.0228* | 0.0146 |
(2.44) | (1.73) | (1.22) | |
孩子个数 | 0.153* | 0.0034 | -0.166 |
(1.67) | (0.04) | (-1.44) | |
男性 | -0.0535 | 0.215*** | -0.125 |
(-0.73) | (3.22) | (-1.44) | |
年龄 | 0.0105 | 0.0014 | -0.0115 |
(0.72) | (0.09) | (-0.65) | |
高中、中专和专科 | 0.639*** | 0.450 | 0.606** |
(以初中及以下为对照组) | (4.74) | (1.54) | (2.15) |
本科及以上 | 1.003*** | 0.643 | 0.723** |
(以初中及以下为对照组) | (6.79) | (1.44) | (2.55) |
已婚 | 0.790*** | 0.583 | -0.0741 |
(7.62) | (1.42) | (-0.61) | |
有上海户口 | 0.521*** | 0.460 | -0.049 |
(4.35) | (1.42) | (-0.34) | |
有非农户口 | -0.0205 | -0.00295 | 0.214 |
(-0.20) | (-0.03) | (1.43) | |
常数 | -5.408*** | -6.463 | -0.480 |
(-4.97) | (-1.38) | (-0.39) | |
lambda | 0.860 | ||
(1.32) | |||
Number of obs /Uncensored obs | 1535 | 1422/452 | 1215 |
Log likelihood | -839.7 | - | -589.1 |
Pseudo R2 | 0.169 | - | 0.163 |
表4
居民小汽车拥有及通勤方式子样本的估计结果"
方案一 | 方案二 | |||||
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | |
是否拥有小汽车probit | 是否使用小汽车Heckman | 是否使用地铁probit | 是否拥有小汽车probit | 是否使用小汽车Heckman | 是否使用地铁probit | |
距最近地铁站的距离(ln) | 0.300* | 0.264 | 0.0263 | 0.278** | -0.0284 | -0.229* |
(1.77) | (0.41) | (0.14) | (1.99) | (-0.08) | (-1.65) | |
其他控制变量 | 控制 | 控制 | 控制 | 控制 | 控制 | 控制 |
lambda | 1.935 | -0.864 | ||||
(0.79) | (-0.58) | |||||
Number of obs /Uncensored obs | 206 | 197/59 | 169 | 394 | 367/68 | 311 |
Log likelihood | -93.92 | - | -87.37 | -156.6 | - | -193.9 |
Pseudo R2 | 0.281 | - | 0.141 | 0.281 | - | 0.059 |
[1] |
柴彦威, 肖作鹏, 刘志林. 居民家庭日常出行碳排放的发生机制与调控策略: 以北京市为例. 地理研究, 2012, 31(2): 334-344.
doi: 10.11821/yj2012020013 |
[Chai Yanwei, Xiao Zuopeng, Liu Zhilin.Low-carbon optimization strategies based on CO2 emission mechanism of household daily travels: A case study of Beijing. Geographical Research, 2012, 31(2): 334-344.]
doi: 10.11821/yj2012020013 |
|
[2] |
杨昆, 杨玉莲, 朱彦辉, 等. 中国PM2.5污染与社会经济的空间关系及成因. 地理研究, 2016, 35(6): 1051-1060.
doi: 10.11821/dlyj201606005 |
[Yang Kun, Yang Yulian, Zhu Yanhui, et al.Social and economic drivers of PM2.5 and their spatial relationship in China. Geographical Research, 2016, 35(6): 1051-1060.]
doi: 10.11821/dlyj201606005 |
|
[3] |
Downs A.The law of peak-hour expressway congestion. Traffic Quarterly, 1962, 16(3): 393-409.
doi: 10.1109/TVC.1965.32997 |
[4] |
Vickrey W S.Congestion theory and transport investment. The American Economic Review, 1969, 59(2): 251-260.
doi: 10.2307/3438951 |
[5] |
Cao J, Cao X.The impacts of LRT, neighbourhood characteristics, and self-selection on auto ownership: Evidence from Minneapolis-St. Paul. Urban Studies, 2014, 51(10): 2068-2087.
doi: 10.1177/0042098013505887 |
[6] |
Cullinane S.The relationship between car ownership and public transport provision: A case study of Hong Kong. Transport Policy, 2002, 9(1): 29-39.
doi: 10.1016/S0967-070X(01)00028-2 |
[7] |
Kim H S, Kim E.Effects of public transit on automobile ownership and use in households of the USA. Review of Urban and Regional Development Studies, 2004, 16(3): 245-262.
doi: 10.1111/j.1467-940X.2005.00090.x |
[8] |
Kitamura R.A causal analysis of car ownership and transit use. Transportation, 1989, 16(2): 155-173.
doi: 10.1007/BF00163113 |
[9] |
Huang X, Cao X, Cao J.The association between transit access and auto ownership: Evidence from Guangzhou, China. Transportation Planning and Technology, 2016, 39(3): 269-283.
doi: 10.1080/03081060.2016.1142223 |
[10] |
Combs T S, Rodríguez D A.Joint impacts of bus rapid transit and urban form on vehicle ownership: New evidence from a quasi-longitudinal analysis in Bogotá, Colombia. Transportation Research Part A: Policy and Practice, 2014, 69(C): 272-285.
doi: 10.1016/j.tra.2014.08.025 |
[11] | 张英杰, 郑思齐, 王锐. 轨道交通建设能否真正促进“绿色”出行? 基于北京市微观调查样本的实证研究. 世界经济文汇, 2015, (3): 77-88. |
[Zhang Yingjie, Zheng Siqi, Wang Rui.Can rail transit construction really promote the "green" travel? An empirical study based on the sample of Beijing city. World Economic Papers, 2015, (3): 77-88.] | |
[12] |
Mokhtarian P L, Cao X.Examining the impacts of residential self-selection on travel behavior: A focus on methodologies. Transportation Research Part B: Methodological, 2008, 42(3): 204-228.
doi: 10.1016/j.trb.2007.07.006 |
[13] |
Cao X, Mokhtarian P L, Handy S L.Examining the impacts of residential self-selection on travel behaviour: A focus on empirical findings. Transport Reviews, 2009, 29(3): 359-395.
doi: 10.1080/01441640902808441 |
[14] | 曹新宇. 社区建成环境和交通行为研究回顾与展望: 以美国为鉴. 国际城市规划, 2015, 30(4): 46-52. |
[Jason C.Examining the relationship between neighborhood built environment and travel behavior: A review from the US perspective. Urban Planning International, 2015, 30(4): 46-52.] | |
[15] |
Ewing R, Cervero R.Travel and the built environment: A synthesis. Transportation Research Record: Journal of the Transportation Research Board, 2001, 1780: 87-114.
doi: 10.3141/1780-10 |
[16] |
Ewing R, Cervero R.Travel and the built environment: A meta-analysis. Journal of the American planning association, 2010, 76(3): 265-294.
doi: 10.1080/01944361003766766 |
[17] |
黄晓燕, 曹小曙, 李涛. 中国城市私人汽车发展的时空特征及影响因素. 地理学报, 2012, 67(6): 745-757.
doi: 10.11821/xb201206003 |
[Huang Xiaoyan, Cao Xiaoshu, Li Tao.The spatio-temporal variations of urban private car ownership in China and their influencing factors. Acta Geographica Sinica, 2012, 67(6): 745-757.]
doi: 10.11821/xb201206003 |
|
[18] |
王丰龙, 王冬根. 北京市居民汽车使用的特征及其影响因素. 地理学报, 2014, 69(6): 771-781.
doi: 10.11821/dlxb201406005 |
[Wang Fenglong, Wang Donggen.Characteristics and determinants of car use in Beijing. Acta Geographica Sinica, 2014, 69(6): 771-781.]
doi: 10.11821/dlxb201406005 |
|
[19] |
塔娜, 柴彦威. 北京市郊区居民汽车拥有和使用状况与活动空间的关系. 地理研究, 2015, 34(6): 1149-1159.
doi: 10.11821/dlyj201506013 |
[Tana, Chai Yanwei.Car ownership, car use and activity space in suburban Beijing: An analysis based on GPS activity survey. Acta Geographica Sinica, 2015, 34(6): 1149-1159.]
doi: 10.11821/dlyj201506013 |
|
[20] |
Cervero R, Kockelman K.Travel demand and the 3Ds: Density, diversity, and design. Transportation Research Part D: Transport and Environment, 1997, 2(3): 199-219.
doi: 10.1016/S1361-9209(97)00009-6 |
[21] |
孙斌栋, 但波. 上海城市建成环境对居民通勤方式选择的影响. 地理学报, 2015, 70(10): 1664-1674.
doi: 10.11821/dlxb201510010 |
[Sun Bindong, Dan Bo.Impact of urban built environment on residential choice of commuting mode in Shanghai. Acta Geographica Sinica, 2015, 70(10): 1664-1674.]
doi: 10.11821/dlxb201510010 |
|
[22] | 李苗裔, 龙瀛. 中国主要城市公交站点服务范围及其空间特征评价. 城市规划学刊, 2015, (6): 30-37. |
[Li Miaoyi, Long Ying.The coverage ratio of bus stations and an evaluation of spatial patterns of major Chinese cities. Urban Planning Forum, 2015, (6): 30-37.] | |
[23] | Heckman J J.Sample Selection Bias as a specification error. Econometrica, 1979, 47(1): 153-161. |
[24] | Greene W H. 计量经济分析(第6版). 北京: 中国人民大学出版社, 2011. |
[Greene W H. Econometric Analysis (6th edition). Beijing: China Renmin University Press, 2011.] | |
[25] | Handy S, Cao X, Mokhtarian P L.Self-selection in the relationship between the built environment and walking: Empirical evidence from Northern California. Journal of the American Planning Association, 2006, 72(1): 55-74. |
[26] |
Chatman D G.Residential choice, the built environment, and nonwork travel: Evidence using new data and methods. Environment and Planning A, 2009, 41(5): 1072-1089.
doi: 10.1068/a4114 |
[27] |
Schwanen T, Mokhtarian P L.What affects commute mode choice: Neighborhood physical structure or preferences toward neighborhoods?. Journal of Transport Geography, 2005, 13(1): 83-99.
doi: 10.1016/j.jtrangeo.2004.11.001 |
[28] |
Handy S L, Clifton K J.Local shopping as a strategy for reducing automobile travel. Transportation, 2001, 28(4): 317-346.
doi: 10.1023/A:1011850618753 |
[29] |
Bagley M N, Mokhtarian P L.The impact of residential neighborhood type on travel behavior: A structural equations modeling approach. The Annals of Regional Science, 2002, 36(2): 279-297.
doi: 10.1007/s001680200083 |
[30] |
Scheiner J, Holz-Rau C.Travel mode choice: Affected by objective or subjective determinants?. Transportation, 2007, 34(4): 487-511.
doi: 10.1007/s11116-007-9112-1 |
[31] |
Zhou B, Kockelman K.Self-selection in home choice: Use of treatment effects in evaluating relationship between built environment and travel behavior. Transportation Research Record: Journal of the Transportation Research Board, 2008, 2077: 54-61.
doi: 10.3141/2077-08 |
[32] |
Cervero R.Transit-oriented development's ridership bonus: A product of self-selection and public policies. Environment and planning A, 2007, 39(9): 2068-2085.
doi: 10.1068/a38377 |
[33] |
Bhat C R, Guo J Y.A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels. Transportation Research Part B: Methodological, 2007, 41(5): 506-526.
doi: 10.1016/j.trb.2005.12.005 |
[34] |
Pinjari A R, Pendyala R M, Bhat C R, et al.Modeling residential sorting effects to understand the impact of the built environment on commute mode choice. Transportation, 2007, 34(5): 557-573.
doi: 10.1007/s11116-007-9127-7 |
[35] |
Khattak A J, Rodriguez D.Travel behavior in neo-traditional neighborhood developments: A case study in USA. Transportation Research Part A: Policy and Practice, 2005, 39(6): 481-500.
doi: 10.1016/j.tra.2005.02.009 |
[36] |
Boarnet M G, Sarmiento S.Can land-use policy really affect travel behaviour? A study of the link between non-work travel and land-use characteristics. Urban Studies, 1998, 35(7): 1155-1169.
doi: 10.1080/0042098984538 |
[1] | 张延吉, 邓伟涛, 赵立珍, 李苗裔. 城市建成环境如何影响居民生理健康?——中介机制与实证检验[J]. 地理研究, 2020, 39(4): 822-835. |
[2] | 张少尧, 时振钦, 宋雪茜, 邓伟. 城市流动人口居住自选择中的空间权衡分析——以成都市为例[J]. 地理研究, 2018, 37(12): 2554-2566. |
[3] | 田金玲, 王德, 谢栋灿, 朱玮. 上海市典型就业区的通勤特征分析与模式总结——张江、金桥和陆家嘴的案例比较[J]. 地理研究, 2017, 36(1): 134-148. |
[4] | 乐晓辉, 陈君娴, 杨家文. 深圳轨道交通对城市空间结构的影响——基于地价梯度和开发强度梯度的分析[J]. 地理研究, 2016, 35(11): 2091-2104. |
[5] | 邓楚雄, 谢炳庚, 吴永兴, 李晓青, 朱东国. 上海都市农业生态安全定量综合评价[J]. 地理研究, 2011, 30(4): 645-654. |
[6] | 聂冲,温海珍,樊晓锋. 城市轨道交通对房地产增值的时空效应[J]. 地理研究, 2010, 29(5): 801-810. |
[7] | 王云才. 上海市城市景观生态网络连接度评价[J]. 地理研究, 2009, 28(2): 284-292. |
[8] | 石忆邵, 范胤翡. 上海市商务办公楼租金差异及其影响因素[J]. 地理研究, 2008, 27(6): 1427-1436. |
[9] | 柴彦威, 翁桂兰, 沈 洁. 基于居民购物消费行为的上海城市商业空间结构研究[J]. 地理研究, 2008, 27(4): 897-906. |
[10] | 宣国富, 徐建刚, 赵静. 上海市中心城社会区分析[J]. 地理研究, 2006, 25(3): 526-538. |
|