DataPrism: Exposing Disconnect between Data and Systems

Summary: DataPrism performs causal interventions to expose data profiles driving system failures. Root causes identified precisely with orders of magnitude fewer interventions than prior work, validated on seven real and synthetic data-driven systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6316
Venue: SIGMOD
Year: 2022
Pagerank: 4.8912787e-05
Overall Rank: 6,944 | 51.70%
DOI: 10.1145/3514221.3517864

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,743	CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning	2024	SIGMOD	4.456315e-05
9,928	Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search	2024	VLDB	4.2511622e-05
10,428	CausalExplain: Causal Explanations of Black-box Models with Training Data Subsets	2025	SIGMOD	4.1945683e-05
10,954	Counterfactual Explanation at Will, with Zero Privacy Leakage	2024	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
224	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00032746205
555	Discovering Denial Constraints	2013	VLDB	0.00020254908
1,041	Interventional Fairness : Causal Database Repair for Algorithmic Fairness	2019	SIGMOD	0.00014482047
1,047	Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms	2015	VLDB	0.00014459715
1,099	Interpretable and Informative Explanations of Outcomes	2015	VLDB	0.00014096312
1,449	Causal Relational Learning	2020	SIGMOD	0.0001193267
2,104	Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets	2016	SIGMOD	9.536298e-05
2,126	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.4887794e-05
2,420	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8530994e-05
2,753	Complaint-driven Training Data Debugging for Query 2.0	2020	SIGMOD	8.1724339e-05
3,105	Data X-Ray: A Diagnostic Tool for Data Errors	2015	SIGMOD	7.5568954e-05
3,299	SCODED: Statistical Constraint Oriented Data Error Detection	2020	SIGMOD	7.2546659e-05
4,110	Learning to Validate the Predictions of Black Box Classifiers on Unseen Data	2020	SIGMOD	6.4428544e-05
4,426	Data Debugging and Exploration with Vizier	2019	SIGMOD	6.1969994e-05
4,784	Divide & Conquer-based Inclusion Dependency Discovery	2015	VLDB	5.9240851e-05
5,153	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	5.6607963e-05
5,684	Dagger: A Data (not code) Debugger	2020	CIDR	5.3720749e-05
7,202	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	4.8023314e-05
8,341	BugDoc: Algorithms to Debug Computational Processes	2020	SIGMOD	4.5433282e-05
9,024	Causality-Guided Adaptive Interventional Debugging	2020	SIGMOD	4.4075011e-05
9,306	Debugging Large-Scale Data Science Pipelines using Dagger	2020	VLDB	4.3572942e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
2,602	Tracing Data Errors with View-Conditioned Causality	2011	SIGMOD	8.4667197e-05
5,313	XInsight: eXplainable Data Analysis Through The Lens of Causality	2023	SIGMOD	5.573009e-05
5,445	QFix: Diagnosing Errors through Query Histories	2017	SIGMOD	5.5020909e-05
7,202	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	4.8023314e-05
6,449	Causal Data Integration	2023	VLDB	5.0587746e-05
6,565	Toward Interpretable and Actionable Data Analysis with Explanations and Causality	2022	VLDB	5.0081626e-05
6,817	Error Diagnosis and Data Profiling with Data X-Ray	2015	VLDB	4.9171711e-05
9,024	Causality-Guided Adaptive Interventional Debugging	2020	SIGMOD	4.4075011e-05
3,105	Data X-Ray: A Diagnostic Tool for Data Errors	2015	SIGMOD	7.5568954e-05
9,871	From Logs to Causal Inference: Diagnosing Large Systems	2025	VLDB	4.2667743e-05