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International Journal of
            Population Studies                                                          Internal migration in Indonesia




                                  1                            eventually settle in  rural areas. The  + sign suggests that
                       Rural               Rural
                                                               rural destinations may still emerge along the trajectory.
            Figure 2. Cluster 1 of the six clusters with the highest Calinski-Harabasz   This pattern might be indicative of individuals who initially
            pseudo-F statistic                                 seek urban opportunities but later prefer the tranquility or
                                                               affordability of rural living. It suggests a lifecycle approach
                        1                2                     to migration, where early urban experiences pave the way
                Rural            Urban             Rural       for later rural settlement.

                                                                 Cluster 6, one-step urban migration, captures individuals
            Figure 3. Cluster 2 of the six clusters with the highest Calinski-Harabasz
            pseudo-F statistic                                 who move once to an urban area and remain there. This
                                                               pattern is common among younger migrants who move
                        1                 2                    to cities for education or early career opportunities. The
                Rural            Urban             Urban       stable urban settlement reflects the attractiveness of urban
                                                               areas for long-term residence, driven by various factors,
            Figure 4. Cluster 3 of the six clusters with the highest Calinski-Harabasz   such as better infrastructure, services, and job prospects.
            pseudo-F statistic
                                                               3.3. Analysis of migration typologies
                    1            2            3+               The analysis of migration typologies through multinomial
              Rural       Urban        Urban       Urban+
                                                               regression uncovers a noteworthy correlation between
            Figure 5. Cluster 4 of the six clusters with the highest Calinski-Harabasz   sociodemographic characteristics and migration patterns
            pseudo-F statistic                                 in Indonesia (Table 3). Males show a marked inclination
                                                               toward  multi-step  urban-rural  migration,  suggesting  a
                    1            2            3+               propensity for multiple moves. This result aligns with
              Rural       Urban        Rural        Rural+
                                                               Cattaneo & Robinson’s (2019) research, which concluded
            Figure 6. Cluster 5 of the six clusters with the highest Calinski-Harabasz   that males are more likely to undertake multiple migrations.
            pseudo-F statistic                                 Conversely, females exhibit a preference for one-step rural
                                                               migration, a pattern that aligns with marriage-related
                                  1                            motives. Cindy Fan & Huang (1998) observed that women
                       Rural               Urban
                                                               frequently encounter barriers in accessing urban labor
            Figure 7. Cluster 6 of the six clusters with the highest Calinski-Harabasz   markets and achieving social and economic advancement,
            pseudo-F statistic                                 prompting many to migrate to and marry into rural areas in
                                                               more developed regions to overcome these obstacles. This
            (2023), which show that attachment to hometown and the   gender disparity highlights the influence of sociocultural
            work-life balance available are the causes of these migrants   factors on migration choices, indicating that females may
            choosing to return to rural areas.                 prioritize the stability and familial bonds found in rural
              Cluster 3, the smallest cluster, comprises individuals   settings. Findings from Devi  et al. (2009) in India also
            who experience two-step urban migration. These migrants   found that the majority of migration was from one rural
                                                               area to another due to marriage in the case of females.
            move between urban areas, suggesting a search for better
            opportunities within urban settings. Unlike Cluster 2, these   These gendered patterns underscore the influence of
            individuals remain within the urban hierarchy, indicating a   institutional  and  socio-cultural  structures  on  migration
            preference or necessity for staying in urban environments.  decisions. Limited access to urban employment, gendered
                                                               household roles, and prevailing cultural norms collectively
              Cluster 4, known as multi-step urban migration: urban   shape and often restrict women’s spatial and strategic
            first, followed by various urban hierarchies, and stopped   mobility. This aligns with Institutional Theory (North,
            in urban areas. The + sign suggests that urban destinations   1990), which emphasizes how both formal and informal
            may still emerge along the trajectory. This pattern   institutions regulate individual behavior.  Ultimately,
            reflects a dynamic urban lifestyle, likely driven by career   migration outcomes reflect not only individual agency
            advancement,  better living  conditions, or  other  urban-  but also the structural conditions that enable or constrain
            centric motivations. These migrants exhibit a high degree   mobility along the intersecting lines of gender, class, and
            of mobility and adaptability within urban settings.  geography.

              Cluster 5, named multi-step urban–rural migration,   Marital status shows varied impacts on migration
            involves multiple movements that start in urban areas and   behavior. While married individuals do not display


            Volume 11 Issue 6 (2025)                       122                   https://doi.org/10.36922/IJPS025190084
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