Scientific article
OA Policy
English

Back to the Features. Investigating the Relationship Between Educational Pathways and Income Using Sequence Analysis and Feature Extraction and Selection Approach

Published inSchweizerische Zeitschrift für Soziologie, vol. 49, no. 2, p. 417-446
Publication date2023-07-01
First online date2023-08-18
Abstract

This article compares two methods to study the link between educational pathways and income. Sequence analysis provides a holistic view but might fail to identify key trajectory characteristics. A new validation method overcoming this limit is proposed. Feature extraction and selection can directly identify these key characteristics. The conclusion summarizes the strengths and weaknesses of each method and provides guidelines on how to choose a method to study the relationship between a previous trajectory and a later-life outcome.

Keywords
  • Sequence analysis
  • Cluster validation
  • Feature extraction and selection
  • Income
  • Educational pathways
Research groups
Citation (ISO format)
UNTERLERCHNER, Leonhard, STUDER, Matthias, GOMENSORO, Andrés Ricardo. Back to the Features. Investigating the Relationship Between Educational Pathways and Income Using Sequence Analysis and Feature Extraction and Selection Approach. In: Schweizerische Zeitschrift für Soziologie, 2023, vol. 49, n° 2, p. 417–446. doi: 10.2478/sjs-2023-0021
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Article (Published version)
Identifiers
Journal ISSN0379-3664
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70downloads

Technical informations

Creation17/01/2024 09:20:32
First validation17/01/2024 10:01:20
Update time17/01/2024 10:01:20
Status update17/01/2024 10:01:20
Last indexation01/11/2024 07:13:48
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