Page 46 - Proceeding of Atrans Young Researcher's Forum 2019_Neat
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“Transportation for A Better Life:
                                                                                                                       Smart Mobility for Now and Then”

                                                                                    23 August 2019, Bangkok, Thailand

             expansion of some railway lines and development of   and  pedicab),  and  private  mode  (motorcycle  and
             new railway systems, could improve traffic flow by   car). For the private mode, it means that the students
             encouraging urban rail transit mode choice [7, 8]. An   are  escorted  by  their  household  adults.  The
             increase in the level of comfort, reliability, and speed   percentage share of each transport mode is tabulated
             of public transport mode could attract commuters out   in Table 1. The public transport mode account for the
             of  cars  [9].  However,  all  the  refereed  works  have   largest  share  (52.93%),  followed  by  the  non-
             focused on adult commuters, while the travel mode   motorized mode (41.62%), and a small percentage
             choice  among  basic  education  (K-12)  school   share of the private mode (5.37%).
             students has remained largely unexplored in Metro
             Manila.
                    Correspondingly, the objective of this study
             is to explore the determinants of travel mode choice
             by taking account of socioeconomic characteristics
             and urban form attributes. A sound understanding of
             the determinants of commute mode choice decision
             is the only precursor that can aid policymakers to
             design  consistent,  effective  policies  toward  a
             sustainable transportation system.
                    The remainder of the paper is well structured
             as  follows:  section  2  overviews  the  data  source,
             section 3 provides the interpretation of results, and
             section  4  concludes  the  findings  and  gives  a
             direction for future research.

             2. Data Source
                    Metro Manila consists of sixteen cities and
             one municipality (see Fig. 1), and the number on the
             map  is  the  code  number  of  traffic  analysis  zone
             (TAZ).  Based  on  the  national census in  2015,  the
             metropolitan  area  is  home  to  12,877  thousand
             people, and 26.54% of the total people are from 5 to
             19 years old [10]. In 2017, the total number of basic
             education  schools  (i.e.,  kindergarten,  primary,  and
             secondary)  is  3,666  including  private  and  public
             schools [10]. A simple random sampling technique
             was carried out to gather the data sample of K-12
             school  students  through  various  TAZs  within  the
             metropolis  in  2017  because  the  baseline  data  of
             travel mode choice among the K-12 school students
             were not known. Especially, this technique provides
             the respondents with an equal probability of being
             selected.   Only   the   students   studying   at
             kindergartens,  primary  schools,  and  high  schools
             were considered for data collection. The sample data
             consist of 1,211 respondents after cleaning the data,
             and this sample size provided a confidence level of
             99% and a margin of error of 3.71% if we assumed
             the standard deviation to be 50%, according to the
             Cochran’s  formula.  The  commute  mode  choices
             from home to school were classified into three main
             categories,  such  as  non-motorized  mode  (walking    Fig. 1 The map of Metro Manila [10]
             and  cycling),  public  transport  mode  (urban  rail
             transit mode, bus, school bus/van, Jeepney, tricycle,


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