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Clustering work and family trajectories by using a divisive algorithm

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  • Raffaella Piccarreta
  • Francesco C. Billari

Abstract

Summary. We present an approach to the construction of clusters of life course trajectories and use it to obtain ideal types of trajectories that can be interpreted and analysed meaningfully. We represent life courses as sequences on a monthly timescale and apply optimal matching analysis to compute dissimilarities between individuals. We introduce a new divisive clustering algorithm which has features that are in common with both Ward's agglomerative algorithm and classification and regression trees. We analyse British Household Panel Survey data on the employment and family trajectories of women. Our method produces clusters of sequences for which it is straightforward to determine who belongs to each cluster, making it easier to interpret the relative importance of life course factors in distinguishing subgroups of the population. Moreover our method gives guidance on selecting the number of clusters.

Suggested Citation

  • Raffaella Piccarreta & Francesco C. Billari, 2007. "Clustering work and family trajectories by using a divisive algorithm," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 170(4), pages 1061-1078, October.
  • Handle: RePEc:bla:jorssa:v:170:y:2007:i:4:p:1061-1078
    DOI: 10.1111/j.1467-985X.2007.00495.x
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    2. Lawrence L. Wu, 2000. "Some Comments on “Sequence Analysis and Optimal Matching Methods in Sociology: Review and Prospectâ€," Sociological Methods & Research, , vol. 29(1), pages 41-64, August.
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    Cited by:

    1. Marco Raffaella Piccarreta & Marco Bonetti & Stefano Lombardi, 2018. "Comparing models for sequence data: prediction and dissimilarities," Working Papers 113, "Carlo F. Dondena" Centre for Research on Social Dynamics (DONDENA), Università Commerciale Luigi Bocconi.
    2. Marco Bonetti & Raffaella Piccarreta & Gaia Salford, 2013. "Parametric and Nonparametric Analysis of Life Courses: An Application to Family Formation Patterns," Demography, Springer;Population Association of America (PAA), vol. 50(3), pages 881-902, June.
    3. Piccarreta, Raffaella & Bonetti, Marco, 2019. "Assessing and comparing models for sequence data by microsimulation (with Supplementary Material)," SocArXiv 3mcfp, Center for Open Science.
    4. Christian Brzinsky-Fay & Ulrich Kohler, 2010. "New Developments in Sequence Analysis," Sociological Methods & Research, , vol. 38(3), pages 359-364, February.
    5. Giulia Ferrari & Ariane Pailhé, 2016. "Transition to adulthood in France: Do descendants of immigrants differ from natives ?," Working Papers 50, French Institute for Demographic Studies.
    6. N. Barban & X. de Luna & E. Lundholm & I. Svensson & F. C. Billari, 2020. "Causal Effects of the Timing of Life-course Events: Age at Retirement and Subsequent Health," Sociological Methods & Research, , vol. 49(1), pages 216-249, February.
    7. Moehring, Katja & Weiland, Andreas & Reifenscheid, Maximiliane & Naumann, Elias & Wenz, Alexander & Rettig, Tobias & Krieger, Ulrich & Fikel, Marina & Cornesse, Carina & Blom, Annelies G., 2021. "Inequality in employment trajectories and their socio-economic consequences during the early phase of the COVID-19 pandemic in Germany," SocArXiv m95df, Center for Open Science.
    8. Michael Anyadike-Danes & Duncan McVicar, 2010. "My Brilliant Career: Characterizing the Early Labor Market Trajectories of British Women From Generation X," Sociological Methods & Research, , vol. 38(3), pages 482-512, February.
    9. Serah Shin & Hyungsoo Kim, 2018. "Health Trajectories of Older Americans and Medical Expenses: Evidence from the Health and Retirement Study Data Over the 18 Year Period," Journal of Family and Economic Issues, Springer, vol. 39(1), pages 19-33, March.
    10. Raffaella Piccarreta, 2017. "Joint Sequence Analysis," Sociological Methods & Research, , vol. 46(2), pages 252-287, March.
    11. Andrade, Stefan B. & Fasang, Anette Eva & Helske, Satu & Karhula, Aleksi, 2023. "Typologies in Sequence Analysis: Practical Guidelines for Identifying Robust Cluster Solutions," SocArXiv kj8d5, Center for Open Science.
    12. Mitrofanova, Ekaterina S. & Artamonova, Alyona V., 2016. "Studying Family Formation Trajectories’ Deinstitutionalization in Russia Using Sequence Analysis," MPRA Paper 82877, University Library of Munich, Germany.
    13. Liao, Tim F. & Bolano, Danilo & Brzinsky-Fay, Christian & Cornwell, Benjamin & Fasang, Anette Eva & Helske, Satu & Piccarreta, Raffaella & Raab, Marcel & Ritschard, Gilbert & Struffolino, Emanuela & S, 2022. "Sequence analysis: Its past, present, and future," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 107, pages 1-1.
    14. Raffaella Piccarreta, 2012. "Graphical and Smoothing Techniques for Sequence Analysis," Sociological Methods & Research, , vol. 41(2), pages 362-380, May.
    15. Raffaella Piccarreta & Orna Lior, 2010. "Exploring sequences: a graphical tool based on multi‐dimensional scaling," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 173(1), pages 165-184, January.
    16. Nicola Barban, 2013. "Family Trajectories and Health: A Life Course Perspective [Trajectoires familiales et santé: une approche sous l’angle de parcours de vie]," European Journal of Population, Springer;European Association for Population Studies, vol. 29(4), pages 357-385, November.
    17. Dlugosz, Stephan, 2011. "Clustering life trajectories: A new divisive hierarchical clustering algorithm for discrete-valued discrete time series," ZEW Discussion Papers 11-015, ZEW - Leibniz Centre for European Economic Research.
    18. Anette Eva Fasang & Tim Futing Liao, 2014. "Visualizing Sequences in the Social Sciences," Sociological Methods & Research, , vol. 43(4), pages 643-676, November.
    19. Piccarreta, Raffaella, 2010. "Binary trees for dissimilarity data," Computational Statistics & Data Analysis, Elsevier, vol. 54(6), pages 1516-1524, June.

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