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.
Question bank coverage — Record quality audit + Daily sum series: Record quality audit + Daily sum series for supplied question bank coverage records (item_count, objective_count). Up to 200 rows; 2 independent reports u...
Survey participation — Record quality audit + String normalisation + Explicit missing-value fill: Record quality audit + String normalisation + Explicit missing-value fill for supplied survey participation records (respo...
Assessment item observations — Grouped numeric summary + Trailing mean series: Grouped numeric summary + Trailing mean series for supplied assessment item observations records (correct_responses, attempts). Up to 200 row...
Research grant spending — Record quality audit + Adjacent row changes: Record quality audit + Adjacent row changes for supplied research grant spending records (budget_amount, spend_amount). Up to 200 rows; 2 independent...
Experiment run timing — Record quality audit + String normalisation + Category frequencies: Record quality audit + String normalisation + Category frequencies for supplied experiment run timing records (run_seconds, samp...
Data collection completeness — String normalisation + Keyed dataset comparison: String normalisation + Keyed dataset comparison for supplied data collection completeness records (observed_values, expected_values). Up to...
Question bank coverage — Category frequencies + Equal-width histogram: Category frequencies + Equal-width histogram for supplied question bank coverage records (item_count, objective_count). Up to 200 rows; 2 independent...
Research grant spending — Numeric row ordering + IQR outlier flags: Numeric row ordering + IQR outlier flags for supplied research grant spending records (budget_amount, spend_amount). Up to 200 rows; 2 independent repor...
Curriculum mapping — Record quality audit + Two-measure correlation: Record quality audit + Two-measure correlation for supplied curriculum mapping records (mapped_outcomes, required_outcomes). Up to 200 rows; 2 independ...
Bibliography inventories — IQR outlier flags + Date by category pivot: IQR outlier flags + Date by category pivot for supplied bibliography inventories records (reference_count, verified_references). Up to 200 rows; 2 in...
Research samples — Record quality audit + String normalisation + Category frequencies: Record quality audit + String normalisation + Category frequencies for supplied research samples records (sample_value, sample_weight...
Thesis milestones — Category frequencies + Trailing mean series: Category frequencies + Trailing mean series for supplied thesis milestones records (completed_milestones, planned_milestones). Up to 200 rows; 2 independen...
Lab observations — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied lab observations records (measurement, replicat...
Course completion — Exact row deduplication + Numeric distribution: Exact row deduplication + Numeric distribution for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent reports u...
Rubric scoring — Record quality audit + Exact row deduplication + IQR outlier flags: Record quality audit + Exact row deduplication + IQR outlier flags for supplied rubric scoring records (awarded_points, available_point...
Course completion — Numeric distribution + Grouped numeric summary: Numeric distribution + Grouped numeric summary for supplied course completion records (completions, enrolments). Up to 200 rows; 2 independent reports u...
Peer feedback — Numeric interval filter + Keyed dataset comparison: Numeric interval filter + Keyed dataset comparison for supplied peer feedback records (review_count, actioned_comments). Up to 200 rows; 2 independent r...
Experiment run timing — Duplicate key report + Equal-width histogram: Duplicate key report + Equal-width histogram for supplied experiment run timing records (run_seconds, sample_count). Up to 200 rows; 2 independent rep...
Training assessments — Numeric interval filter + Explicit missing-value fill: Numeric interval filter + Explicit missing-value fill for supplied training assessments records (pre_score, post_score). Up to 200 rows; 2 ind...
Learning resource usage — Trailing mean series + Secondary-measure weighted mean: Trailing mean series + Secondary-measure weighted mean for supplied learning resource usage records (access_count, resource_minutes). Up t...
Assessment item observations — Exact row deduplication + Category frequencies: Exact row deduplication + Category frequencies for supplied assessment item observations records (correct_responses, attempts). Up to 200 row...
Research samples — Exact row deduplication + Daily sum series: Exact row deduplication + Daily sum series for supplied research samples records (sample_value, sample_weight). Up to 200 rows; 2 independent reports using s...
Rubric scoring — Exact row deduplication + Equal-width histogram: Exact row deduplication + Equal-width histogram for supplied rubric scoring records (awarded_points, available_points). Up to 200 rows; 2 independent repo...
Research grant spending — Record quality audit + Duplicate key report: Record quality audit + Duplicate key report for supplied research grant spending records (budget_amount, spend_amount). Up to 200 rows; 2 independent...