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International Journal of
            Population Studies                                             Objective and subjective assimilation of migrants




            Table 4. Goodness of fit by model                  and willingness, stemming from their intentional choice
                                                               of reference group, could be the main force driving their
                      Main   Alternative Model   Alternative
                      model   1 (Link between   Model 2 (Neither   outcomes (Chen, 2021; Chen & Fan, 2022; Zhou  et al.,
                               subjective and   reference group   2008). However, this process could be overlooked and
                               objective path   nor subjective   possibly even omitted if the subjective assimilation process
                                excluded)     path included)   is not considered.
            Model fit                                            Our  results  of  the effects  of subjective  and objective
             Chi-square  0.188    0.000          0.000         assimilation on subjective well-being also suggest
             test                                              meaningful findings in how the migrants’ subjective well-
             (P-value)                                         being is formed. The literature suggests that the migrants’
             RMSEA    0.026       0.111          0.105         subjective well-being is highly shaped by their relative
             CFI      0.986       0.739          0.736         status (for example, relative income), which is affected
             N                        367                      by their choice of reference group (Knight & Gunatilaka,
            Note: *P<0.05; **P<0.01; ***P<0.001. Standard errors, P-values, Model   2010). This paper shows that the migrants’ subjective well-
            Fit statistics are all based on Satorra–Bentler adjustments.  being is mainly influenced by their relative status compared
                                                               to the mainstream host residents (in this case, urban
            scope of this paper, this argument, as an example, shows   residents), despite their relative status compared to their
            how the inclusion of the two-path assimilation model can   chosen reference group. Therefore, regardless of whether
            benefit the study of assimilation in general.      or not the migrants choose the mainstream host residents
                                                               as their reference group, their subjective well-being will be
            4. Discussion                                      affected due to their observations of or interactions with
            Using a dataset of rural-to-urban migrants in China, this   the mainstream host residents.
            study explored whether assimilation is a combination   Finally, the empirical findings focus on economic
            of both objective and subjective processes, with four   assimilation, which may be the most important dimension
            specific  hypotheses  (1)  migrants  who  intend  to  become   of assimilation. The subjective and objective processes may
            permanent migrants are willing to choose local residents   differ for other dimensions of assimilation. Nonetheless,
            as  their  reference  group,  (2)  economic  assimilation  into   this does not mean that the value of accounting for both
            the  mainstream  is  mainly  dependent  on  the  economic   subjective and objective processes is only restricted to
            assimilation into the reference group, (3) there are major   economic assimilation. This theoretical framework may
            stratification factors that affect economic assimilation into   apply to most, if not all, of the assimilation dimensions.
            the mainstream through economic assimilation into the   For example, with cultural assimilation (acculturation),
            reference group, and (4) both economic assimilations into   we may expect a stronger subjective process. We have
            the mainstream and into the reference group have positive   learned that intrinsic acculturation (i.e., acculturation in
            impacts on subjective well-being, but the impact of   values) could be hard for rural-to-urban migrants (Chen
            economic assimilation on the reference group is stronger.   & Liu, 2018). Nonetheless, this could be largely due to
            Overall, our empirical evidence supports Hypotheses   their chosen reference group. In sum, different conclusions
            1 to 3, whereas it rejects Hypothesis 4.           could have been reached by accounting for the subjective
              Specifically, this study shows that assimilation is not   acculturation process. To fully understand the assimilation
            purely an objective process, as the major assimilation   process,  researchers  must  not  simply  assign  a  reference
            theories have implicitly assumed (Gans, 1973; Gordon,   group to a group of migrants and explore whether they
            1964; Portes & Zhou, 1993). From the researchers’   are assimilated. Assimilation is a mixture of objective and
            perspective, it is important not to simply assign a reference   subjective processes.
            group to a group of migrants and explore whether they   When  interpreting  our  results,  following  caveats
            are assimilated. Nevertheless, although such methodology   should be taken into account. First and foremost, there are
            can provide insight on objective assimilation outcomes –   about half of the heads of the sample households and their
            whether migrants are truly assimilated into the reference   spouse who did not answer the question on subjective
            group  selected  by  the  researchers,  this  approach  will   well-being, which may bias our results. Nevertheless,
            blur the process of assimilation. As shown in this paper,   we expected such biases might not be substantial in that
            the objective assimilation outcomes depend on the   their profiles in other key study variables are more or less
            subjective assimilation process – migrants assimilating   the same as those who answered the question. Second,
            into  their  chosen  reference  group.  Migrants’  aspiration   relatedly, even if all samples answered the subjective well-


            Volume 7 Issue 2 (2021)                         42                     https://doi.org/10.36922/ijps.v7i2.346
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