Detecting Target Leakage by Label Reconstruction: A Diagnostic with a Learning-Analytics Case Study

Data and R code for "Detecting Target Leakage by Label Reconstruction: A Diagnostic with a Learning-Analytics Case Study." The case study uses 118 de-identified peer reviews written by 43 students in an undergraduate visual analytics course (spring 2025). Each review scores a classmate's visualization on an eight-item design rubric and adds free-text comments. The "active reviewer" label (more words than the median review) is a deterministic function of the review's word counts. The paper uses this case to show how such target leakage can be detected.

Authors

Publication Details

Journal
Open Science Framework
Published
2026-11-05
DOI
https://doi.org/10.17605/osf.io/8mvhp
Primary Topic
Online Learning and Analytics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Detecting Target Leakage by Label Reconstruction: A Diagnostic with a Learning-Analytics Case Study

Alon Friedman
Open Science Framework
Online Learning and Analytics
article

Detecting Target Leakage by Label Reconstruction: A Diagnostic with a Learning-Analytics Case Study

Alon Friedman
article en

Abstract

Data and R code for "Detecting Target Leakage by Label Reconstruction: A Diagnostic with a Learning-Analytics Case Study." The case study uses 118 de-identified peer reviews written by 43 students in an undergraduate visual analytics course (spring 2025). Each review scores a classmate's visualization on an eight-item design rubric and adds free-text comments. The "active reviewer" label (more words than the median review) is a deterministic function of the review's word counts. The paper uses this case to show how such target leakage can be detected.

Open Science Framework
Openalex Percentile: Top 11%
Online Learning and Analytics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon
Detecting Target Leakage by Label Reconstruction: A Diagnostic with a Learning-Analytics Case Study — Alon Friedman · Open Science Framework (2026) | TGRS Research Map | TGRS