4,054 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.
Survey participation — Daily sum series + IQR outlier flags: Daily sum series + IQR outlier flags for supplied survey participation records (respondents, invitations). Up to 200 rows; 2 independent reports using shared l...
Assessment item observations — Secondary-measure weighted mean + Keyed dataset comparison: Secondary-measure weighted mean + Keyed dataset comparison for supplied assessment item observations records (correct_responses,...
Tutoring sessions — String normalisation + Keyed dataset comparison: String normalisation + Keyed dataset comparison for supplied tutoring sessions records (session_minutes, session_count). Up to 200 rows; 2 independent...
Study recruitment — Record quality audit + String normalisation + IQR outlier flags: Record quality audit + String normalisation + IQR outlier flags for supplied study recruitment records (eligible_candidates, enrolled_c...
Course completion — Exact row deduplication + Adjacent row changes: Exact row deduplication + Adjacent row changes for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent reports u...
Assessment item observations — Adjacent row changes + Date by category pivot: Adjacent row changes + Date by category pivot for supplied assessment item observations records (correct_responses, attempts). Up to 200 rows;...
Bibliography inventories — Grouped numeric summary + Base-100 series: Grouped numeric summary + Base-100 series for supplied bibliography inventories records (reference_count, verified_references). Up to 200 rows; 2 inde...
Peer feedback — Duplicate key report + Explicit missing-value fill: Duplicate key report + Explicit missing-value fill for supplied peer feedback records (review_count, actioned_comments). Up to 200 rows; 2 independent r...
Lab observations — Numeric row ordering + Base-100 series: Numeric row ordering + Base-100 series for supplied lab observations records (measurement, replicate_count). Up to 200 rows; 2 independent reports using shared l...
Course completion — IQR outlier flags + Two-measure correlation: IQR outlier flags + Two-measure correlation for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent reports using s...
Survey participation — Daily sum series + Date by category pivot: Daily sum series + Date by category pivot for supplied survey participation records (respondents, invitations). Up to 200 rows; 2 independent reports usin...
Question bank coverage — Duplicate key report + Equal-width histogram: Duplicate key report + Equal-width histogram for supplied question bank coverage records (item_count, objective_count). Up to 200 rows; 2 independent...
Curriculum mapping — Duplicate key report + Daily sum series: Duplicate key report + Daily sum series for supplied curriculum mapping records (mapped_outcomes, required_outcomes). Up to 200 rows; 2 independent reports us...
Learning resource usage — Exact row deduplication + Category frequencies: Exact row deduplication + Category frequencies for supplied learning resource usage records (access_count, resource_minutes). Up to 200 rows; 2 in...
Peer feedback — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied peer feedback records (review_count, actioned_comm...
Accessibility review — Category frequencies + Date by category pivot: Category frequencies + Date by category pivot for supplied accessibility review records (checked_resources, remediated_resources). Up to 200 rows; 2 i...
Study recruitment — Record quality audit + String normalisation + Exact row deduplication: Record quality audit + String normalisation + Exact row deduplication for supplied study recruitment records (eligible_candidates...
Peer feedback — Duplicate key report + Equal-width histogram: Duplicate key report + Equal-width histogram for supplied peer feedback records (review_count, actioned_comments). Up to 200 rows; 2 independent reports using...
Accessibility review — Grouped numeric summary + IQR outlier flags: Grouped numeric summary + IQR outlier flags for supplied accessibility review records (checked_resources, remediated_resources). Up to 200 rows; 2 indep...
Course completion — Record quality audit + String normalisation + Date by category pivot: Record quality audit + String normalisation + Date by category pivot for supplied course completion records (completions, enrolmen...
Question bank coverage — Daily sum series + Base-100 series: Daily sum series + Base-100 series for supplied question bank coverage records (item_count, objective_count). Up to 200 rows; 2 independent reports using share...
Lesson attendance — Numeric row ordering + IQR outlier flags: Numeric row ordering + IQR outlier flags for supplied lesson attendance records (attendees, registered_students). Up to 200 rows; 2 independent reports using...
Training assessments — Exact row deduplication + Equal-width histogram: Exact row deduplication + Equal-width histogram for supplied training assessments records (pre_score, post_score). Up to 200 rows; 2 independent rep...
Survey participation — Record quality audit + String normalisation + Date by category pivot: Record quality audit + String normalisation + Date by category pivot for supplied survey participation records (respondents, in...