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Project-Based Learning Outcomes in Short-Cycle IT Bootcamps: Evidence from 12 Cohorts

Abstract

Using data from 12 bootcamp cohorts (n = 418), we examine the relationship between weekly project submissions, mentor office-hour attendance and employment outcomes within six months of graduation.

Abstract

Using data from 12 bootcamp cohorts (n = 418), we examine the relationship between weekly project submissions, mentor office-hour attendance and employment outcomes within six months of graduation.

Methodology

The study follows a reproducible pipeline with publicly documented datasets and open-source tooling. Full experimental details, code and evaluation notebooks are available on request from the authors.

Key Findings

  • Practical, low-cost approaches can match or exceed commercial baselines in the local context.
  • Reproducibility and documentation significantly improve adoption by practitioners.
  • Results are integrated into the ITA Academia curriculum as case studies.
Keywordsproject-based learningbootcampemployability
Cite or share
Dr. Zeeshan Ali, Fatima Zahra (2026). Project-Based Learning Outcomes in Short-Cycle IT Bootcamps: Evidence from 12 Cohorts. Journal of Technical Education. ITA Academia.