3,899 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.
Course completion — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied course completion records (completions, enrolm...
Lesson attendance — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication for supplied lesson attendance records (attendees, registered_students). Up to 200 rows; 2 independent re...
Study recruitment — Record quality audit + String normalisation + Two-measure correlation: Record quality audit + String normalisation + Two-measure correlation for supplied study recruitment records (eligible_candidates...
Tutoring sessions — Duplicate key report + Date by category pivot: Duplicate key report + Date by category pivot for supplied tutoring sessions records (session_minutes, session_count). Up to 200 rows; 2 independent repo...
Library circulation — Two-measure correlation + Keyed dataset comparison: Two-measure correlation + Keyed dataset comparison for supplied library circulation records (loan_count, available_copies). Up to 200 rows; 2 inde...
Research grant spending — Record quality audit + String normalisation + IQR outlier flags: Record quality audit + String normalisation + IQR outlier flags for supplied research grant spending records (budget_amount, spen...
Research grant spending — Numeric row ordering + Trailing mean series: Numeric row ordering + Trailing mean series for supplied research grant spending records (budget_amount, spend_amount). Up to 200 rows; 2 independent...
Workshop capacity — Duplicate key report + Grouped numeric summary: Duplicate key report + Grouped numeric summary for supplied workshop capacity records (registrations, available_places). Up to 200 rows; 2 independent r...
Training assessments — Daily sum series + Trailing mean series: Daily sum series + Trailing mean series for supplied training assessments records (pre_score, post_score). Up to 200 rows; 2 independent reports using share...
Assignment turnaround — Category frequencies + Trailing mean series: Category frequencies + Trailing mean series for supplied assignment turnaround records (submission_count, feedback_hours). Up to 200 rows; 2 independen...
Research samples — Date by category pivot + Keyed dataset comparison: Date by category pivot + Keyed dataset comparison for supplied research samples records (sample_value, sample_weight). Up to 200 rows; 2 independent r...
Tutoring sessions — Record quality audit + String normalisation + Numeric distribution: Record quality audit + String normalisation + Numeric distribution for supplied tutoring sessions records (session_minutes, session_...
Accessibility review — Record quality audit + Explicit missing-value fill: Record quality audit + Explicit missing-value fill for supplied accessibility review records (checked_resources, remediated_resources). Up to 200...
Workshop capacity — Record quality audit + String normalisation + Numeric interval filter: Record quality audit + String normalisation + Numeric interval filter for supplied workshop capacity records (registrations, avai...
Lesson attendance — Record quality audit + Exact row deduplication + Trailing mean series: Record quality audit + Exact row deduplication + Trailing mean series for supplied lesson attendance records (attendees, register...
Lesson attendance — Daily sum series + Adjacent row changes: Daily sum series + Adjacent row changes for supplied lesson attendance records (attendees, registered_students). Up to 200 rows; 2 independent reports using sh...
Library circulation — Category frequencies + IQR outlier flags: Category frequencies + IQR outlier flags for supplied library circulation records (loan_count, available_copies). Up to 200 rows; 2 independent reports usin...
Thesis milestones — Equal-width histogram + Secondary-measure weighted mean: Equal-width histogram + Secondary-measure weighted mean for supplied thesis milestones records (completed_milestones, planned_milestones). Up t...
Study recruitment — Record quality audit + Adjacent row changes: Record quality audit + Adjacent row changes for supplied study recruitment records (eligible_candidates, enrolled_candidates). Up to 200 rows; 2 independen...
Peer feedback — Record quality audit + String normalisation + Keyed dataset comparison: Record quality audit + String normalisation + Keyed dataset comparison for supplied peer feedback records (review_count, actioned_co...
Library circulation — Record quality audit + Exact row deduplication + Grouped numeric summary: Record quality audit + Exact row deduplication + Grouped numeric summary for supplied library circulation records (loan_coun...
Research samples — Numeric distribution + Grouped numeric summary: Numeric distribution + Grouped numeric summary for supplied research samples records (sample_value, sample_weight). Up to 200 rows; 2 independent reports...
Research samples — IQR outlier flags + Secondary-measure weighted mean: IQR outlier flags + Secondary-measure weighted mean for supplied research samples records (sample_value, sample_weight). Up to 200 rows; 2 independe...
Lab observations — Record quality audit + Numeric interval filter: Record quality audit + Numeric interval filter for supplied lab observations records (measurement, replicate_count). Up to 200 rows; 2 independent report...