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.
Learning resource usage — Record quality audit + Explicit missing-value fill: Record quality audit + Explicit missing-value fill for supplied learning resource usage records (access_count, resource_minutes). Up to 200 ro...
Data collection completeness — String normalisation + Category frequencies: String normalisation + Category frequencies for supplied data collection completeness records (observed_values, expected_values). Up to 200 rows...
Rubric scoring — Duplicate key report + IQR outlier flags: Duplicate key report + IQR outlier flags for supplied rubric scoring records (awarded_points, available_points). Up to 200 rows; 2 independent reports using shar...
Assessment item observations — Category frequencies + Adjacent row changes: Category frequencies + Adjacent row changes for supplied assessment item observations records (correct_responses, attempts). Up to 200 rows; 2 i...
Research samples — Adjacent row changes + Date by category pivot: Adjacent row changes + Date by category pivot for supplied research samples records (sample_value, sample_weight). Up to 200 rows; 2 independent reports u...
Tutoring sessions — Secondary-measure weighted mean + Date by category pivot: Secondary-measure weighted mean + Date by category pivot for supplied tutoring sessions records (session_minutes, session_count). Up to 200 ro...
Survey participation — Numeric interval filter + Date by category pivot: Numeric interval filter + Date by category pivot for supplied survey participation records (respondents, invitations). Up to 200 rows; 2 independen...
Course completion — Grouped numeric summary + IQR outlier flags: Grouped numeric summary + IQR outlier flags for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent reports using s...
Curriculum mapping — Numeric distribution + Two-measure correlation: Numeric distribution + Two-measure correlation for supplied curriculum mapping records (mapped_outcomes, required_outcomes). Up to 200 rows; 2 independ...
Course completion — Exact row deduplication + Two-measure correlation: Exact row deduplication + Two-measure correlation for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent rep...
Learning resource usage — Numeric row ordering + Explicit missing-value fill: Numeric row ordering + Explicit missing-value fill for supplied learning resource usage records (access_count, resource_minutes). Up to 200 ro...
Study recruitment — Record quality audit + Exact row deduplication + Daily sum series: Record quality audit + Exact row deduplication + Daily sum series for supplied study recruitment records (eligible_candidates, enroll...
Lab observations — Numeric distribution + Secondary-measure weighted mean: Numeric distribution + Secondary-measure weighted mean for supplied lab observations records (measurement, replicate_count). Up to 200 rows; 2 in...
Bibliography inventories — Grouped numeric summary + Equal-width histogram: Grouped numeric summary + Equal-width histogram for supplied bibliography inventories records (reference_count, verified_references). Up to 200...
Study recruitment — Numeric distribution + Trailing mean series: Numeric distribution + Trailing mean series for supplied study recruitment records (eligible_candidates, enrolled_candidates). Up to 200 rows; 2 independen...
Data collection completeness — Grouped numeric summary + Numeric row ordering: Grouped numeric summary + Numeric row ordering for supplied data collection completeness records (observed_values, expected_values). Up to 20...
Research grant spending — Grouped numeric summary + Explicit missing-value fill: Grouped numeric summary + Explicit missing-value fill for supplied research grant spending records (budget_amount, spend_amount). Up to 200...
Lesson attendance — String normalisation + Secondary-measure weighted mean: String normalisation + Secondary-measure weighted mean for supplied lesson attendance records (attendees, registered_students). Up to 200 rows;...
Training assessments — Base-100 series + Date by category pivot: Base-100 series + Date by category pivot for supplied training assessments records (pre_score, post_score). Up to 200 rows; 2 independent reports using sha...
Accessibility review — Record quality audit + Date by category pivot: Record quality audit + Date by category pivot for supplied accessibility review records (checked_resources, remediated_resources). Up to 200 rows; 2 i...
Lesson attendance — Duplicate key report + Base-100 series: Duplicate key report + Base-100 series for supplied lesson attendance records (attendees, registered_students). Up to 200 rows; 2 independent reports using shar...
Assignment turnaround — Exact row deduplication + Category frequencies: Exact row deduplication + Category frequencies for supplied assignment turnaround records (submission_count, feedback_hours). Up to 200 rows; 2 inde...
Library circulation — String normalisation + Category frequencies: String normalisation + Category frequencies for supplied library circulation records (loan_count, available_copies). Up to 200 rows; 2 independent report...
Accessibility review — Record quality audit + Keyed dataset comparison: Record quality audit + Keyed dataset comparison for supplied accessibility review records (checked_resources, remediated_resources). Up to 200 rows;...