Technical Papers
Apr 25, 2023

Exploring the Impact of New Commercial Complexes on Surrounding House Prices Based on a Time-Varying DID Method

Publication: Journal of Urban Planning and Development
Volume 149, Issue 3

Abstract

The emergence of commercial complexes in a city can improve the economic vitality of both the city and its surrounding environment, which impacts the surrounding housing market. This impact of commercial complexes on surrounding housing prices has been demonstrated by existing literature; however, the complexity of individual commercial complexes is often not incorporated, and the effect is usually studied from a static or single-object perspective. Based on new house transaction data from 2009 to 2018 and data on 54 commercial complexes in Hangzhou, China, in this paper, a time-varying difference-in-difference (DID) model was built. This model was used to explore the driving effect of commercial complexes on surrounding housing prices. The results showed that the following: (1) Commercial complexes exert a significant premium effect on housing prices within 1.0–4.0 km of the surrounding area. (2) The impact of the opening of a commercial complex on the surrounding housing prices is related to the distance between the two, but this relationship is not linear. (3) Compared to the first complex in the region, subsequent complexes are more likely to exert a driving effect on surrounding house prices. Among the first complexes, only those that led to the formation of a business district exerted a significant driving effect on surrounding house prices. (4) The proportion of retail in a commercial complex and whether the complex is located in a core area are the two factors with the strongest impact on the premium effect. A commercial complex in a noncore area or with a lower retail ratio will generate a higher attraction-added value.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

The authors thank the editor and anonymous referees for their helpful comments and feedback. This research was supported by the National Natural Science Foundation of China (No. 72174178).

References

Barata-Salgueiro, T., and F. Erkip. 2014. “Retail planning and urban resilience.” Cities 36: 107–111. https://doi.org/10.1016/j.cities.2013.01.007.
Bourassa, S. C., M. Hoesli, and J. Sun. 2004. “What’s in a view?” Environ. Plann. A: Econ. Space 36 (8): 1427–1450. https://doi.org/10.1068/a36103.
Boyle, M. A., and K. A. Kiel. 2001. “A survey of house price hedonic studies of the impact of environmental externalities.” J. Real Estate Lit. 9 (2): 117–144. https://doi.org/10.1080/10835547.2001.12090098.
Brown, S. 1994. “Retail location at the micro-scale: Inventory and prospect.” Serv. Ind. J. 14 (4): 542–576. https://doi.org/10.1080/02642069400000056.
Cachinho, H. 2014. “Consumerscapes and the resilience assessment of urban retail systems.” Cities 36: 131–144. https://doi.org/10.1016/j.cities.2012.10.005.
Chen, Y., W. Yue, and J. Gao. 2017. “Identifying commercial complex trade areas and its value-added impact on housing: The case of Hangzhou.” [In Chinese.] Econ. Geogr. 37 (11): 68–75.
Cho, S. H., N. C. Poudyal, and R. K. Roberts. 2008. “Spatial analysis of the amenity value of green open space.” Ecol. Econ. 66 (2–3): 403–416. https://doi.org/10.1016/j.ecolecon.2007.10.012.
Christaller, W. 1933. Central places in southern Germany. English edition: Baskin C (1966). Englewood Cliffs, NJ: Prentice-Hall.
Cohen, J. P., and C. C. Coughlin. 2008. “Spatial hedonic models of airport noise, proximity, and housing prices.” J. Reg. Sci. 48 (5): 859–878. https://doi.org/10.1111/j.1467-9787.2008.00569.x.
Davies, K. 2012. “The composition of Singaporean retail centres.” Int. Rev. Retail Distrib. Consum. Res. 22 (3): 261–275. https://doi.org/10.1080/09593969.2012.682600.
De Beule, M., D. Van den Poel, and N. Van de Weghe. 2014. “An extended Huff-model for robustly benchmarking and predicting retail network performance.” Appl. Geogr. 46: 80–89. https://doi.org/10.1016/j.apgeog.2013.09.026.
Delaney, J. A., and T. D. Kearney. 2016. “Alternative student-based revenue streams for higher education institutions: A difference-in-difference analysis using guaranteed tuition policies.” J. Higher Educ. 87 (5): 731–769. https://doi.org/10.1080/00221546.2016.11777420.
Deng, Y., D. P. McMillen, and T. F. Sing. 2012. “Private residential price indices in Singapore: A matching approach.” Reg. Sci. Urban Econ. 42 (3): 485–494. https://doi.org/10.1016/j.regsciurbeco.2011.06.004.
Dennis, C., D. Marsland, and T. Cockett. 2002. “Central place practice: Shopping centre attractiveness measures, hinterland boundaries and the UK retail hierarchy.” J. Retail. Consum. Serv. 9 (4): 185–199. https://doi.org/10.1016/S0969-6989(01)00021-2.
Doko Tchatoka, F., and V. Varvaris. 2021. “Neighbourhood, school zoning and the housing market: Evidence from New South Wales.” J. Hous. Econ. 54: 101790. https://doi.org/10.1016/j.jhe.2021.101790.
Erkip, F. 2003. “The shopping mall as an emergent public space in Turkey.” Environ. Plann. A: Econ. Space 35: 1073–1093. https://doi.org/10.1068/a35167.
Erkip, F., and B. H. Ozuduru. 2015. “Retail development in Turkey: An account after two decades of shopping malls in the urban scene.” Prog. Plann. 102: 1–33. https://doi.org/10.1016/j.progress.2014.07.001.
Fan, Z.-Y., H. Zhang, and J. Chen. 2018. “The spillover effects and siphon effects of public transportation on housing market: A case study of subway.” [In Chinese.] China Ind. Econ. 5: 99–117.
Fesselmeyer, E., and H. Liu. 2018. “How much do users value a network expansion? Evidence from the public transit system in Singapore.” Reg. Sci. Urban Econ. 71: 46–61. https://doi.org/10.1016/j.regsciurbeco.2018.04.010.
Fischel, W. A. 2004. “An economic history of zoning and a cure for its exclusionary effects.” Urban Stud. 41 (2): 317–340. https://doi.org/10.1080/0042098032000165271.
Frew, J., and G. D. Judd. 2003. “Estimating the value of apartment buildings.” J. Real Estate Res. 25 (1): 77–86. https://doi.org/10.1080/10835547.2003.12091101.
Haig, R. M. 1927. Regional survey of New York and its environs. New York: New York City Planning Commission.
Henderson, J. C., L. Chee, C. N. Mun, and C. Lee. 2011. “Shopping, tourism and retailing in Singapore.” Managing Leisure 16 (1): 36–48. https://doi.org/10.1080/13606719.2011.532599.
Hotbllino, H. 1929. “Stability in competition.” Econ. J. 39 (153): 41–57. https://doi.org/10.2307/2224214.
Huang, A., and D. Levinson. 2011. “Why retailers cluster: An agent model of location choice on supply chains.” Environ. Plann. B: Urban Anal. City Sci. 38 (1): 82–94. https://doi.org/10.1068/b36018.
Huff, D. L. 1964. “Defining and estimating a trade area.” J. Mark. 28 (3): 34–38. https://doi.org/10.1177/002224296402800307.
Jang, M., and C. D. Kang. 2015. “Retail accessibility and proximity effects on housing prices in Seoul, Korea: A retail type and housing submarket approach.” Habitat Int. 49: 516–528. https://doi.org/10.1016/j.habitatint.2015.07.004.
Jayne, M. 2005. Cities and consumption. London: Routledge.
Jim, C. Y., and W. Y. Chen. 2007. “Consumption preferences and environmental externalities: A hedonic analysis of the housing market in Guangzhou.” Geoforum 38 (2): 414–431. https://doi.org/10.1016/j.geoforum.2006.10.002.
Kang, C. D. 2016. “Spatial access to pedestrians and retail sales in Seoul, Korea.” Habitat Int. 57: 110–120. https://doi.org/10.1016/j.habitatint.2016.07.006.
Kang, C. D. 2018. “Valuing spatial access to types of retail and effects on the housing price in Seoul, Korea.” J. Urban Plann. Dev. 144 (2): 05018007. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000448.
Kavetsos, G. 2012. “The impact of the London Olympics announcement on property prices.” Urban Stud. 49 (7): 1453–1470. https://doi.org/10.1177/0042098011415436.
Kim, H. S., G. E. Lee, J. S. Lee, and Y. Choi. 2019. “Understanding the local impact of urban park plans and park typology on housing price: A case study of the Busan metropolitan region, Korea.” Landscape Urban Plann. 184: 1–11. https://doi.org/10.1016/j.landurbplan.2018.12.007.
Lee, M. L., and R. K. Pace. 2005. “Spatial distribution of retail sales.” J. Real Estate Finance Econ. 31: 53–69. https://doi.org/10.1007/s11146-005-0993-5.
Loomis, J., L. Santiago, and Y. L. de Jesus. 2012. “Effects of construction and operation phases on residential property prices of the Caribbean’s first modern rail transit system.” Urban Pubic Econ. Rev. 17: 56–77. https://www.redalyc.org/articulo.oa?id=50424859002.
McMillen, D. P., and J. McDonald. 2004. “Reaction of house prices to a new rapid transit line: Chicago’s midway line, 1983–1999.” Real Estate Econ. 32 (3): 463–486. https://doi.org/10.1111/j.1080-8620.2004.00099.x.
McMillen, D. P., and C. L. Redfearn. 2010. “Estimation and hypothesis testing for nonparametric hedonic house price functions.” J. Reg. Sci. 50 (3): 172–733. https://doi.org/10.1111/j.1467-9787.2010.00664.x.
Ooi, J. T., and L. L. Sim. 2007. “The magnetism of suburban shopping centers: Do size and Cineplex matter?” J. Prop. Invest. Finance 25 (2): 111–135. https://doi.org/10.1108/14635780710733816.
Ozuduru, B. H. 2013. “Assessment of spatial dependence using spatial autoregression models: Empirical analysis of shopping center space supply in Ohio.” J. Urban Plann. Dev. 139 (1): 12–21. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000129.
Panduro, T. E., and K. L. Veie. 2013. “Classification and valuation of urban green spaces—A hedonic house price valuation.” Landscape Urban Plann. 120: 119–128. https://doi.org/10.1016/j.landurbplan.2013.08.009.
Paredes, A. D., and R. V. Iturra. 2013. “Substitution bias and the construction of a spatial cost of living index.” Pap. Reg. Sci. 92 (1): 103–177. https://doi.org/10.1111/j.1435-5957.2011.00408.x.
Raymond, Y. C., and P. E. Love. 2000. “Measuring residential property values in Hong Kong.” Prop. Manage. 18 (5): 366–374. https://doi.org/10.1108/02637470010360669.
Reigadinha, T., P. Godinho, and J. Dias. 2017. “Portuguese food retailers—Exploring three classic theories of retail location.” J. Retail. Consum. Serv. 34: 102–116. https://doi.org/10.1016/j.jretconser.2016.09.015.
Reilly, W. J. 1931. The law of retail gravitation. Sebastopol, CA: WJ Reilly.
Ren, P., Y. Li, and K. You. 2021. “Residents’ demands for urban retail: Heterogeneity in housing structure characteristics, price quantile, and space.” Land 10 (12): 1321. https://doi.org/10.3390/land10121321.
Sahito, N., H. Han, T. V. T. Nguyen, I. Kim, J. Hwang, and A. Jameel. 2020. “Examining the quasi-public spaces in commercial complexes.” Sustainability 12 (5): 1–16. https://doi.org/10.3390/su12051830.
Sevtsuk, A. 2014. “Location and agglomeration: The distribution of retail and food businesses in dense urban environments.” J. Plann. Educ. Res. 34 (4): 374–393. https://doi.org/10.1177/0739456X14550401.
Sirmans, S., D. Macpherson, and E. Zietz. 2005. “The composition of hedonic pricing models.” J. Real Estate Lit. 13 (1): 1–44. https://doi.org/10.1080/10835547.2005.12090154.
Smith, B. C. 2004. “Economic depreciation of residential real estate: Micro level space and time analysis.” Real Estate Econ. 32 (1): 160–180. https://doi.org/10.1111/j.1080-8620.2004.00087.x.
Song, Y., and J. Sohn. 2007. “Valuing spatial accessibility to retailing: A case study of the single family housing market in Hillsboro, Oregon.” J. Retail. Consum. Serv. 14 (4): 279–288. https://doi.org/10.1016/j.jretconser.2006.07.002.
Swoboda, A., T. Nega, and M. Timm. 2015. “Hedonic analysis over time and space: The case of house prices and traffic noise.” J. Reg. Sci. 55 (4): 644–670. https://doi.org/10.1111/jors.12187.
Swoboda, B., B. Berg, H. Schramm-Klein, and T. Foscht. 2013. “The importance of retail brand equity and store accessibility for store loyalty in local competition.” J. Retail. Consum. Serv. 20 (3): 251–262. https://doi.org/10.1016/j.jretconser.2013.01.011.
Teller, C., and P. Schnedlitz. 2012. “Drivers of agglomeration effects in retailing: The shopping mall tenant’s perspective.” J. Mark. Manage. 28 (9–10): 1043–1061. https://doi.org/10.1080/0267257X.2011.617708.
Tian, C., Y. Peng, H. Wen, W. Yue, and L. Fang. 2021. “Subway boosts housing values, for whom: A quasi-experimental analysis.” Res. Transp. Econ. 90: 100844. https://doi.org/10.1016/j.retrec.2020.100844.
Wen, H., Y. Zhang, and L. Zhang. 2015. “Assessing amenity effects of urban landscapes on housing price in Hangzhou, China.” Urban For. Urban Greening 14 (4): 1017–1026. https://doi.org/10.1016/j.ufug.2015.09.013.
Wilhelmsson, M. 2008. “House price depreciation rates and level of maintenance.” J. Hous. Econ. 17 (1): 88–101. https://doi.org/10.1016/j.jhe.2007.09.001.
Yoon, H. 2018. “Interrelationships between retail clusters in different hierarchies, land value and property development: A panel VAR approach.” Land Use Policy 78: 245–257. https://doi.org/10.1016/j.landusepol.2018.06.032.
Yu, T. H., S. H. Cho, and S. G. Kim. 2012. “Assessing the residential property tax revenue impact of a shopping center.” J. Real Estate Finance Econ. 45 (3): 604–621. https://doi.org/10.1007/s11146-010-9292-x.
Zhang, L., J. Zhou, E. C. Hui, and H. Wen. 2019. “The effects of a shopping mall on housing prices: A case study in Hangzhou.” Int. J. Strategic Prop. Manage. 23 (1): 65–80. https://doi.org/10.3846/ijspm.2019.6360.
Zhang, L., J. Zhou, and E. C. M. Hui. 2020. “Which types of shopping malls affect housing prices? From the perspective of spatial accessibility.” Habitat Int. 96: 102118. https://doi.org/10.1016/j.habitatint.2020.102118.

Information & Authors

Information

Published In

Go to Journal of Urban Planning and Development
Journal of Urban Planning and Development
Volume 149Issue 3September 2023

History

Received: Aug 17, 2022
Accepted: Feb 28, 2023
Published online: Apr 25, 2023
Published in print: Sep 1, 2023
Discussion open until: Sep 25, 2023

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Associate Professor, Center for Real Estate Studying, Zhejiang Univ., A516 Anzhong Building, Zijingang Campus, 866 Yuhangtang Rd., Hangzhou 310058, China (corresponding author). ORCID: https://orcid.org/0000-0002-3864-2602. Email: [email protected]
Graduate Student, Center for Real Estate Studying, Zhejiang Univ., A527 Anzhong Building, Zijingang Campus, 866 Yuhangtang Rd., Hangzhou 310058, China. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share