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International Journal of
            Population Studies                                                          Internal migration in Indonesia




            Table 3. Multinomial logistics model of migrant’s typologies
            Social demographic characteristics            Migrants’ typologies  (ref. model: one‑step rural)
                                                                        a
                                        Two‑step urban‑rural Two‑step urban  Multi‑step urban Multi‑step urban‑rural  One‑step urban
            Gender (ref. male)
             Female                          0.785**       0.794*      0.812**        0.766***        1.040
            Marital status (ref. unmarried)
             Married                         1.096         0.782**      0.910          0.932          0.930
             Ever married                    0.756**        0.849      0.633***       0.567***       0.702***
            Level of education (ref. low)
             Middle (junior high school/equivalent)  1.138  1.871***   2.447***        1.181         1.702***
             High (senior high school and higher)  1.442**  2.212***   4.453***       1.646***       2.100***
            Gender and level of education
             Female with higher education    1.433*         1.335       1.251          1.330          1.205
            Age group (ref. <20 years)
             20–30 years                     1.713***      2.381***     1.259         2.308***       0.728**
             31–44 years                     1.665**       2.406***    1.609**        2.649***       0.572***
             45+year                         0.939          1.193       0.980          1.521*        0.411***
            Welfare status (ref. poor)
             Near poor                       1.134         1.651***    1.950***       1.373***       1.728***
             Not poor                        1.189*        1.528***    2.642***       1.241**        1.930***
            Island of origin (ref. others)
             Java                            1.876***       1.070      3.112***       1.392***       2.721***
             Sumatera                        1.396***       0.870      1.443***        1.152         1.323**
            Migration motives (ref. other motives)
             Work                            0.765**       1.403**     1.651***       1.600***        1.058
             Education                       1.897***      2.076***    1.572**        3.001***       1.943***
             Marriage                        0.382***      0.383***    0.259***       0.261***        0.797
             Migration with family           0.963          0.878       0.754*        0.627***        0.908
             To be closer to family          1.799***       1.153       0.837         1.572***       0.757*
             Pregnancy/other family reasons  1.079          0.873      0.676**        0.705**         0.781
            Migrate with (ref. alone)
             Others                          0.690***      0.820*      1.216**         0.939          0.901
            Constant term (β )               0.467***      0.193***    0.109***       0.330***       0.466***
                       0
            Notes: Statistical significance: *p<0.1, **p<0.05, ***p<0.001,  starting from rural.
                                                   a
            Source: Author’s calculations based on Indonesian Family Life Survey data from 1993, 1997, 2000, 2007, and 2014.
            Abbreviation: Ref.: Reference.
            significant  differences  across  migration  clusters,  single   findings from Kleinepier et al. (2015) and Pardede et al.
            individuals, both unmarried and ever married, are more   (2020), but contrasting with Takenaka (2007) and Zufferey
            likely  to  migrate.  This  can  be  attributed  to  the  fewer   (2019), who found that multiple migrants are often
            social ties and responsibilities that single individuals have   married.
            compared to their married counterparts (Folger & Rowan,   Education  is  strongly  associated  with  variations
            1953). This is also confirmed when the coefficients in the   in migration patterns, with higher levels of education
            multi-step cluster are compared between unmarried and   correlating with an increased likelihood of migration,
            ever-married individuals. The large difference between   especially toward urban destinations. This result is in line
            the two indicates that unmarried individuals (single) are   with Gould (1982) and Haapanen & Böckerman (2017),
            more mobile than those who are ever married, supporting   who emphasized the preference of highly educated migrants


            Volume 11 Issue 6 (2025)                       123                   https://doi.org/10.36922/IJPS025190084
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