Page 45 - IJPS-9-1
P. 45

International Journal of
            Population Studies                                                  Transportation assimilation in Hong Kong



            minibus routes) that may affect minibus ridership (Xu,   models, we only performed within-district comparisons.
            2018).                                             Our analysis suggests that within each residential district,
              We employed LPM with robust standard errors      the population proportion of one’s ethnic group has no
            correcting heteroskedasticity to test our hypotheses. We   association with the likelihood of taking the minibus.
            acknowledge  that  our  dependent  variable  is  of  binary   Second, this study depends on a context different from
            nature, which generally should rate logistic regression   prior research. Unlike relatively sparsely populated areas,
            with higher preference. However, since we will incorporate   such as cities in Europe and North America, in the previous
            several interaction terms in our full model, the statistical   research, Hong Kong is a highly compact city with a high
            interaction in models with categorical outcomes may result   population density.
            in inaccurate P-values (Mustillo et al., 2018). In addition,   Model 2 incorporates the interactions between
            logistic  regressions  would  eliminate  the  observations   certain individual characteristics and the duration of
            in which no minibus takers were present, which might   residence in Hong Kong to capture the “dynamic mode”
            unnecessarily reduce our sample size. Therefore, to avoid   of transportation assimilation. Throughout the models,
            any inaccurate interpretation and maintain the high   continuous variables are centered around their means, such
            statistical power of our analysis, we simply relied on linear   as duration of residence in Hong Kong, age at migration,
            probability models. Nevertheless, for robustness check,   logged personal income, and others. Since the interaction
            please refer to  Table S1 in the Online Supplementary   between years of staying in Hong Kong and age at migration
            Materials for the results from logic regressions, in which   is statistically insignificant, we cannot suggest that age
            all major conclusions stand.                       at migration moderates the effect of residence duration

              To ensure that our results are robust, we also carried   among all immigrants. The main effect of the ethnic
            out a series of analyses, including only immigrants whose   group indicates the probability of taking the minibus by
            main mode of transportation is a minibus. We reran   the ethnic group when the duration of residence in Hong
            Model 1, Model 2, Model 4, and Model 5, and all the major   Kong is equal to its mean (i.e., 15 years) and holding other
            conclusions also stand. Please find the results in Table S2 in   factors constant. The interactions between the duration
            the Online Supplementary Materials as well.        of residence in Hong Kong and ethnic group show that
                                                               compared to Chinese immigrating in or after 1997, South-
            3. Results                                         east Asians are significantly less likely to take minibus with
                                                               longer years of staying in Hong Kong.
            Tables  3  and  4  present  the  results  of  our  five regression
            models, each of which has controlled for a collection of   Model 3 adds three-way interactions among duration
            sociodemographic  characteristics,  year-specific  fixed   of residence in Hong Kong, age at migration, and ethnic
            effects, and location-specific fixed effects. Model 1 is the   group, as well as interactions between age at migration and
            base model that does not include any interaction terms.   ethnic group. The main effect of duration of residence in
            Model 1 suggests that the duration of residence in Hong   Hong Kong reveals that those staying in Hong Kong for
            Kong is positively associated with the likelihood of taking   more years are more likely to take the minibus. The main
            the minibus. By contrast, a negative relationship exists   effect  of  age  at  migration  shows  that  those  arriving  in
            between age at migration and the probability of taking the   Hong Kong at a younger age are more likely to take the
            minibus. In regard to the role of ethnic groups, we found   minibus. Since we used Chinese immigrating in or after
            ethnic differences in the likelihood of taking the minibus   1997 as the reference group for ethnicity, the statistically
            to be statistically significant. Specifically, South Asians are   significant interaction between years of living in Hong
            significantly less likely to take the minibus than Chinese   Kong and age at arrival suggests that, for recent Chinese
            immigrating in or after the year of the Handover (i.e.,   immigrants, the effect of duration of residence in Hong
            1997). The latter has a slightly but insignificantly lower   Kong on minibus taking is more pronounced for those
            chance of taking minibus than other ethnic groups except   immigrating  at  a younger  age.  Figure  2  summarizes  the
            for South Asians. In addition, Cantonese ability is another   association between years of living in Hong Kong and the
            powerful determinant of immigrants’ minibus taking.   predicted probability of taking the minibus by age group
            Inconsistent with the findings of prior research that reveal   at migration among Chinese immigrating in or after 1997.
            a negative link between ethnic density and transportation   Recent Chinese immigrants arriving at a younger age have
            assimilation (Liu & Painter, 2012), our analysis indicates   a higher initial probability of taking the minibus than
            no substantial effect of district-level ethnic density. There   those arriving at an older age, and such a difference grows
            are  two  possible  explanations  for  such  a  result.  First,   with more years of staying in Hong Kong. Similar to Model
            since residential district dummies are included in all the   2, Model 3 also confirms South-east Asians’ steeper decline


            Volume 9 Issue 1 (2023)                         39                        https://doi.org/10.36922/ijps.0386
   40   41   42   43   44   45   46   47   48   49   50