4,119 services carry this tag in their source record. Tags come from the provider, not from us — a tag is a claim about what the service does, not proof that it does it well.
Training assessments — Record quality audit + String normalisation + Trailing mean series: Record quality audit + String normalisation + Trailing mean series for supplied training assessments records (pre_score, post_sco...
Reading activity — Equal-width histogram + IQR outlier flags: Equal-width histogram + IQR outlier flags for supplied reading activity records (pages_read, reading_minutes). Up to 200 rows; 2 independent reports using sha...
Experiment run timing — Exact row deduplication + Daily sum series: Exact row deduplication + Daily sum series for supplied experiment run timing records (run_seconds, sample_count). Up to 200 rows; 2 independent reports...
Learning resource usage — Exact row deduplication + Trailing mean series: Exact row deduplication + Trailing mean series for supplied learning resource usage records (access_count, resource_minutes). Up to 200 rows; 2 in...
Library circulation — Record quality audit + String normalisation + Date by category pivot: Record quality audit + String normalisation + Date by category pivot for supplied library circulation records (loan_count, avail...
Study recruitment — Daily sum series + Explicit missing-value fill: Daily sum series + Explicit missing-value fill for supplied study recruitment records (eligible_candidates, enrolled_candidates). Up to 200 rows; 2 inde...
Survey participation — Base-100 series + Equal-width histogram: Base-100 series + Equal-width histogram for supplied survey participation records (respondents, invitations). Up to 200 rows; 2 independent reports using sh...
Assignment turnaround — Exact row deduplication + Secondary-measure weighted mean: Exact row deduplication + Secondary-measure weighted mean for supplied assignment turnaround records (submission_count, feedback_hours)....
Learning resource usage — Record quality audit + String normalisation + Duplicate key report: Record quality audit + String normalisation + Duplicate key report for supplied learning resource usage records (access_count,...
Curriculum mapping — Base-100 series + Keyed dataset comparison: Base-100 series + Keyed dataset comparison for supplied curriculum mapping records (mapped_outcomes, required_outcomes). Up to 200 rows; 2 independent repo...
Course completion — Adjacent row changes + Explicit missing-value fill: Adjacent row changes + Explicit missing-value fill for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent r...
Peer feedback — Equal-width histogram + IQR outlier flags: Equal-width histogram + IQR outlier flags for supplied peer feedback records (review_count, actioned_comments). Up to 200 rows; 2 independent reports using share...
Assignment turnaround — Record quality audit + Exact row deduplication + IQR outlier flags: Record quality audit + Exact row deduplication + IQR outlier flags for supplied assignment turnaround records (submission_count,...
Accessibility review — Trailing mean series + Adjacent row changes: Trailing mean series + Adjacent row changes for supplied accessibility review records (checked_resources, remediated_resources). Up to 200 rows; 2 indep...
Peer feedback — Record quality audit + Exact row deduplication + Adjacent row changes: Record quality audit + Exact row deduplication + Adjacent row changes for supplied peer feedback records (review_count, actioned_comm...
Thesis milestones — Grouped numeric summary + Category frequencies: Grouped numeric summary + Category frequencies for supplied thesis milestones records (completed_milestones, planned_milestones). Up to 200 rows; 2 inde...
Workshop capacity — Adjacent row changes + Date by category pivot: Adjacent row changes + Date by category pivot for supplied workshop capacity records (registrations, available_places). Up to 200 rows; 2 independent rep...
Rubric scoring — Duplicate key report + Keyed dataset comparison: Duplicate key report + Keyed dataset comparison for supplied rubric scoring records (awarded_points, available_points). Up to 200 rows; 2 independent repo...
Learning resource usage — Record quality audit + String normalisation + Numeric row ordering: Record quality audit + String normalisation + Numeric row ordering for supplied learning resource usage records (access_count,...
Data collection completeness — Duplicate key report + Secondary-measure weighted mean: Duplicate key report + Secondary-measure weighted mean for supplied data collection completeness records (observed_values, expected_v...
Lesson attendance — Duplicate key report + Trailing mean series: Duplicate key report + Trailing mean series for supplied lesson attendance records (attendees, registered_students). Up to 200 rows; 2 independent reports...
Learning resource usage — Numeric interval filter + Explicit missing-value fill: Numeric interval filter + Explicit missing-value fill for supplied learning resource usage records (access_count, resource_minutes). Up to...
Lesson attendance — Record quality audit + Daily sum series: Record quality audit + Daily sum series for supplied lesson attendance records (attendees, registered_students). Up to 200 rows; 2 independent reports using sh...
Workshop capacity — String normalisation + Numeric interval filter: String normalisation + Numeric interval filter for supplied workshop capacity records (registrations, available_places). Up to 200 rows; 2 independent r...