PDF
(2603KB)
Abstract
This study explores a new public space performance measure by integrating public space and walking research to examine the relationship between pedestrian traffic volume and social activity intensity in parks and plazas. Introducing the entry-exit correlation coefficient (EEC), the study utilized bootstrap resampling methods to analyze data and compare to 59 manual observations. Findings reveal a statistically significant negative relationship between EEC and social activities, with a coefficient of -0.2. Lower EEC values, indicating closer correlation between entry and exit, were associated with increased social activities in Dilworth Park. The high synchronization observed between EEC and social activities underscores the potential of EEC as a complementary tool to manual observation in public space research. Additionally, the study emphasizes the importance of considering thermal comfort in monitoring public spaces using EEC. While the study focused on a single case study, its results lay the groundwork for future research to apply automated pedestrian counting and EEC as performance measurements for public spaces.
Keywords
Public space
/
Social activities
/
Urban design
/
EEC
/
Thermal comfort
Cite this article
Download citation ▾
Jae Min Lee.
Exploring entry-exit correlation coefficient (EEC) as new quantitative social activities performance measurement of public space: The case of Dilworth Park, Philadelphia.
Front. Archit. Res., 2025, 14(1): 20-31 DOI:10.1016/j.foar.2024.06.010
| [1] |
Alexander, C. Ishikawa, S. Silverstein, M. Jacobson, M. Fiksdahl-King, I. Angel, S. , 1977. A Pattern Language: Towns, Buildings, Construction. Oxford University Press, New York.
|
| [2] |
Alwah, A.A. , Li, W. , Alwah, M.A. , Shahrah, S. , 2021. Developing a quantitative tool to measure the extent to which public spaces meet user needs. Urban For. Urban Green. 62, 127152.
|
| [3] |
Angel, A. , Plaut, P. , 2024. Tempo-spatial analysis of pedestrian movement in the built environment based on crowdsourced big data. Cities 149, 104917.
|
| [4] |
Appleyard, D. , 1980. Livable streets: protected neighborhoods?. Ann. Am. Acad. Polit. Soc.Sci. 451 (1), 106- 117.
|
| [5] |
Arens, E. , Bosselmann, P. , 1989. Wind, sun and temperature-predicting the thermal comfort of people in outdoor spaces. Build. Environ. 24 (4), 315- 320.
|
| [6] |
Armitage, R. , Monchuk, L. , 2011. Sustaining the crime reduction impact of designing out crime: Re-evaluating the Secured by Design scheme 10 years on. Secur. J. 24 (4), 320- 343.
|
| [7] |
Arnold, H. , 1993. Sustainable trees for sustainable cities. Arnoldia 53 (3), 4- 12.
|
| [8] |
Banerjee, T. , 2001. The future of public space: beyond invented streets and reinvented places. J. Am. Plann. Assoc. 67 (1), 9- 24.
|
| [9] |
Bernabeu-Bautista, Á. , Serrano-Estrada, L. , Martí, P. , 2023. The role of successful public spaces in historic centres. Insights from social media data. Cities 137, 104337.
|
| [10] |
Bosselmann, P. , 1987. Experiencing Downtown Streets in San Francisco. Institute of Urban and Regional Development, University of California, Berkeley.
|
| [11] |
Bramley, G. , Dempsey, N. , Power, S. , Brown, C. , Watkins, D. , 2009. Social sustainability and urban form: evidence from five British cities. Environ. Plann. 41 (9), 2125- 2142.
|
| [12] |
Brill, M. , 1989. Transformation, nostalgia, and illusion in public life and public place. In: Public Places and Spaces. Springer, Boston, MA, pp. 7-29.
|
| [13] |
Carr, S. , 1992. Public space. Cambridge University Press.
|
| [14] |
Casteel, C. , Peek-Asa, C. , 2000. Effectiveness of crime prevention through environmental design (CPTED) in reducing robberies. Am. J. Prev. Med. 18 (4), 99- 115.
|
| [15] |
Cekander, E.J. , 1994. Design of a computer controlled turnstile. In: Idea/Microelectronics, Conference Record, WESCON/94, pp. 444-448. San Diego, Calif., IEEE, New York.
|
| [16] |
Chernick, M.R. , 2012. Resampling methods. Wiley Interdisciplinary Reviews: Data Min. Knowl. Discov. 2 (3), 255- 262.
|
| [17] |
Culjat, B. , Erskine, R. , 1988. Climate-responsive social space: a Scandinavian perspective. Cities designed for winter 12, 347- 364.
|
| [18] |
Cullen, Gordon , 1961. Townscape. Architectural Press, London.
|
| [19] |
Dimoudi, Argiro , Nikolopoulou, Marialena , 2003. Vegetation in the urban environment: microclimatic analysis and benefits. Special Issue on Urban Research 35 (1), 69- 76.
|
| [20] |
Djekic, J. , Djukic, A. , Vukmirovic, M. , Djekic, P. , Brankovic, M.D. , 2018. Thermal comfort of pedestrian spaces and the influence of pavement materials on warming up during summer. Energy Build. 159, 474- 485.
|
| [21] |
Dumbaugh, E. , Rae, R. , 2009. Safe urban form: revisiting the relationship between community design and traffic saftey. J. Am. Plann. Assoc. 75 (3), 309- 329.
|
| [22] |
Dwivedi, A.K. , Mallawaarachchi, I. , Alvarado, L.A. , 2017. Analysis of small sample size studies using nonparametric bootstrap test with pooled resampling method. Stat. Med. 36 (14), 2187- 2205.
|
| [23] |
Efron, B. , 1982. The Jackknife, the Bootstrap and Other Resampling Plans. Society for industrial and applied mathematics.
|
| [24] |
Eliasson, I. , Knez, I. , Westerberg, U. , Thorsson, S. , Lindberg, F. , 2007. Climate and behavior in a nordic city. Landsc. Urban Plann. 82, 72- 84.
|
| [25] |
Evans, Jocelyn , Evans, Sara Z. , Morgan, John D. , Snyder, Jamie A. , Abderhalden, Frances P. , 2019. Evaluating the quality of midsized parks: a replication and extension of the Public Space Index. J. Urban Des. 24 (1), 119- 136.
|
| [26] |
Ewing, R. Clemente, O. , 2013. Measuring Urban Design: Metrics for Livable Places. Island Press, London.
|
| [27] |
Ewing, R. , Dumbaugh, E. , 2009. The built environment and traffic safety: a review of empirical evidence. J. Plann. Lit. 23 (4), 347- 367.
|
| [28] |
Farrington, D.P. , Welsh, B.C. , 2008. Saving Children from a Life of Crime: Early Risk Factors and Effective Interventions. Oxford University Press.
|
| [29] |
Francis, J. , Giles-Corti, B. , Wood, L. , Knuiman, M. , 2012. Creating sense of community: the role of public space. J. Environ. Psychol. 32 (4), 401- 409.
|
| [30] |
Gehl, J. , Gemzøe, L. , 2004. Public Spaces-Public Life. The Danish Architectural Press.
|
| [31] |
Gehl, Jan , Svarre, B. , 2013. How to Study Public Life. Island Press.
|
| [32] |
Gehl, Jan , 1987. Life between Buildings: Using Public Space. Public Space, Public Life, Copenhagen. New York: Van Nostrand Reinhold.
|
| [33] |
Givoni, J. , Noguchi, M. , Saaroni, H. , Pochter, O. , Yaacov, Y. , Feller, N. , 2003. Outdoor thermal comfort research issues. Energy Build. 35 (1), 77- 86.
|
| [34] |
Gomes, D.P. , Neves, M.M. , 2015. Bootstrap and other resampling methodologies in statistics of extremes. Commun. Stat. Simulat. Comput. 44 (10), 2592- 2607.
|
| [35] |
Handy, S. , 1996. Methodologies for exploring the link between urban form and travel behavior. Transport. Res. Transport Environ. 1 (2), 151- 165.
|
| [36] |
Jacobs, A. , 1995. Great Streets. MIT Press, Cambridge.
|
| [37] |
Jiang, Y. , Han, Y. , Liu, M. , Ye, Y. , 2022. Street vitality and built environment features: a data-informed approach from fourteen Chinese cities. Sustain. Cities Soc. 79, 103724.
|
| [38] |
Kuo, F.E. , Sullivan, W.C. , 2001. Environment and crime in the inner city: does vegetation reduce crime? Environ. Behav. 33 (3), 343- 367.
|
| [39] |
Lee, J.M. , 2021. Understanding volume and correlations of automated walk count: predictors for necessary, optional, and social activities in Dilworth Park. Environ. Plan. B Urban Anal. City Sci. 48 (2), 331- 347.
|
| [40] |
Lee, C. , Moudon, A. , 2006. Correlates of walking for transportation or recreation purposes. J. Phys. Activ. Health 3 (s1), S77-S98.
|
| [41] |
Loukaitou-Sideris, A. , 1993. Privatisation of public open space: the Los Angeles experience. Town Plan. Rev. 64 (2), 139.
|
| [42] |
Loukaitou-Sideris, A. , Liggett, R. , Iseki, H. , Thurlow, W. , 2001. Measuring the effects of built environment on bus stop crime. Environ. Plann. Plann. Des. 28 (2), 255- 280.
|
| [43] |
Lynch, K. , 1960. The Image of the City, vol. 11. MIT press.
|
| [44] |
Marcus, C.C. , Francis, C. (Eds.), 1997. People Places: Design Guidelines for Urban Open Space. John Wiley & Sons.
|
| [45] |
Marshall, W.E. , Garrick, N.W. , 2011. Does street network design affect traffic safety? Accid. Anal. Prev. 43 (3), 769- 781.
|
| [46] |
Mehta, Vikas , 2007. Lively streets: determining environmental characteristics to support social behavior. J. Plann. Educ. Res. 27, 165- 187.
|
| [47] |
Mehta, V. , 2014. Evaluating public space. J. Urban Des. 19 (1), 53- 88.
|
| [48] |
Mehta, V. , 2019. The continued quest to assess public space. J. Urban Des. 24 (3), 365- 367.
|
| [49] |
Mehta, V. , Bosson, J.K. , 2021. Revisiting lively streets: Social interactions in public space. J. Plann. Educ. Res. 41 (2), 160- 172.
|
| [50] |
Mirzaei, E. , Kheyroddin, R. , Behzadfar, M. , Mignot, D. , 2018. Utilitarian and hedonic walking: examining the impact of the built environment on walking behavior. European Transport Research Review 10 (2), 20.
|
| [51] |
Mokhtarian, P.L. , Salomon, I. , 2001. How derived is the demand for travel? Some conceptual and measurement considerations. Transport. Res. Pol. Pract. 35 (8), 695- 719.
|
| [52] |
Nasar, J.L. , 1990. The evaluative image of the city. J. Am. Plann. Assoc. 56 (1), 41- 53.
|
| [53] |
Nikolopoulou, M. , Baker, N. , Steemers, K. , 2001. Thermal comfort in outdoor urban spaces: understanding the human parameter. Sol. Energy 70, 227- 235.
|
| [54] |
Niu, T. , Qing, L. , Han, L. , Long, Y. , Hou, J. , Li, L. , et al., 2022. Small public space vitality analysis and evaluation based on human trajectory modeling using video data. Build. Environ. 225, 109563.
|
| [55] |
Palaiologou, G. , Vaughan, L. , 2014. The sociability of the street interface-revisiting West Village, Manhattan. Our Common Future in Urban Morphology vol. 21, 88-102. FEUP.
|
| [56] |
Parra-Ovalle, D. , Miralles-Guasch, C. , Marquet, O. , 2023. Pedestrian street behavior mapping using unmanned aerial vehicles. A case study in Santiago de Chile. PLoS One 18 (3), e0282024.
|
| [57] |
Pingali, G.S. , Jean, Y. , Carlbom, I. , 1998. Real time tracking for enhanced tennis broadcasts. In: Computer Vision and Pattern Recognition, 1998. Proceedings. 1998 IEEE Computer Society Conference on. IEEE, pp. 260-265.
|
| [58] |
Project for Public Spaces , 2000. How to Turn a Place Around: A Handbook for Creating Successful Public Spaces (New York: Project for Public Spaces).
|
| [59] |
Rapoport, A. , 1990. History and Precedent in Environmental Design. Plenum Press, New York.
|
| [60] |
Rinchumphu, D. , Phichetkunbodee, N. , Pomsurin, N. , Sundaranaga, C. , Tepweerakun, S. , Chaichana, C. , 2021. Outdoor thermal comfort improvement of campus public space. Advances in Technology Innovation 6 (2), 128.
|
| [61] |
Salibian-Barrera, M. , Zamar, R. , 2002. Bootstrapping robust estimates of regression. Ann. Stat. 30 (2), 556- 582.
|
| [62] |
Santamouris, M. , Papanikolaou, N. , Livada, I. , Koronakis, I. , Georgakis, C. , Argiriou, A. , Assimakopoulos, D.N. , 2001. On the impact of urban climate on the energy consumption of buildings. Urban Environment 70 (3), 201- 216.
|
| [63] |
Santos Nouri, A. , Costa, J.P. , Santamouris, M. , Matzarakis, A. , 2018. Approaches to outdoor thermal comfort thresholds through public space design: a review. Atmosphere 9 (3), 108.
|
| [64] |
Schoner, J. , Cao, X. , 2014. Walking for purpose and pleasure: influences of light rail, built environment, and residential selfselection on pedestrian travel. Transport. Res. Rec. 2464 (1), 67- 76.
|
| [65] |
Sexton, G. , Zhang, X. , Redpath, G. , Greaves, D. , 1995. Advances in automated pedestrian counting. In: European Convention on Security and Detection, 1995. Presented at the European Convention on Security and Detection, 1995, pp. 106-110.
|
| [66] |
Shirazi, M.R. , 2018. Mapping neighbourhood outdoor activities: space, time, gender and age. J. Urban Des. 0, 1- 23.
|
| [67] |
Shriver, K. , 1997. Influence of environmental design on pedestrian travel behavior in four Austin neighborhoods. Transport. Res. Rec. 1578 (1), 64- 75.
|
| [68] |
Skjaeveland, O. , Gärling, T. , Maeland, J.G. , 1996. A multidimensional measure of neighboring. Am. J. Community Psychol. 24 (3), 413- 435.
|
| [69] |
Werner, C.M. , Brown, B.B. , Stump, T. , Tribby, C.P. , Jensen, W. , Miller, H.J. , Strebel, A. , Messina, A. , 2018. Street use and design: daily rhythms on four streets that differ in rated walkability. J. Urban Des. 23, 603- 619.
|
| [70] |
Whyte, William , 1980. The Social Life of Small Urban Spaces. Project for Public Spaces, New York.
|
| [71] |
Worpole, K. , Knox, K. , 2008. The Social Value of Public Spaces. Joseph Rowntree Foundation.
|
| [72] |
Yan, W. , Forsyth, D.A. , 2005. Learning the behavior of users in a public space through video tracking. In: Application of Computer Vision, 2005. WACV/MOTIONS’05 Volume 1. Seventh IEEE Workshops on, vol. 1. IEEE, pp. 370-377.
|
| [73] |
Zamanifard, Hadi , Alizadeh, Tooran , Bosman, Caryl , Coiacetto, Eddo , 2019. Measuring experiential qualities of urban public spaces: users’ perspective. J. Urban Des. 24 (3), 340- 364.
|
| [74] |
Zhang, J. , Shields, M.D. , 2019. Efficient Monte Carlo resampling for probability measure changes from Bayesian updating. Probabilist. Eng. Mech. 55, 54- 66.
|
| [75] |
Zou, H. , Liu, R. , Cheng, W. , Lei, J. , Ge, J. , 2023. The association between street built environment and street vitality based on quantitative analysis in historic areas: a case study of wuhan, China. Sustainability 15 (2), 1732.
|
RIGHTS & PERMISSIONS
The Author(s). Publishing services by Elsevier B.V. on behalf of Higher Education Press and KeAi.