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Four-stage dataset preparation workflow for assessment research

Research Method · All research methods
Evidence · 1 claim (1 for) · 1 study (1 design), q2 · 0 of 1 report an effect size · 1 claim rests on one study

Description

A reproducible preparation pattern for consolidating heterogeneous examiner files into an answer-level dataset. Figure 4 summarizes a four-stage process in which raw questions and rubric designs are combined with student contributions, scans and metadata are linked, sources are merged and cleaned, marks are validated, identifiers are randomized, and integrity is checked. The article states the workflow "provides a reproducible pattern for consolidating heterogeneous examiner files, validating scores, randomizing record identifiers, and preserving file-to-record mappings."

Accounts

  • Four-stage dataset preparation workflow: acquisition, merging, standardization and de-identification, and final paired organization: A reproducible preparation pattern for consolidating heterogeneous examiner files into an answer-level dataset. Figure 4 summarizes a four-stage process in which raw questions and rubric designs are combined with student contributions, scans and metadata are linked, sources are merged and cleaned, marks are validated, identifiers are randomized, and integrity is checked. The article states the workflow "provides a reproducible pattern for consolidating heterogeneous examiner files, validating scores, randomizing record identifiers, and preserving file-to-record mappings." (Jahangir Alam SM et al. (2026))

Claims

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Key Sources

  • Jahangir Alam SM, Md Khalid Syfullaha, Saad Ahmed, Munira Akter Mou, A K Z Rasel Rahman, A.K.M. Masudur Rahman, Mohammed Sowket Ali. (2026). Multimodal examination answer data with expert-designed Outcome-Based Education rubrics for criterion-level assessment. arXiv. https://arxiv.org/abs/2608.22346
Page metadata
Field Value
type research-method
id four-stage-dataset-preparation-workflow-for-assessment-research
title Four-stage dataset preparation workflow for assessment research
description A reproducible preparation pattern for consolidating heterogeneous examiner files into an answer-level dataset.
status review
generated by process:settle-candidates on 2026-10-11
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