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: h832796a4f99160b6
Venue: SIGMOD
Year: 2022
Pagerank: 5.5917354e-05
Overall Rank: 7,183 | 51.71%
DOI: 10.1145/3514221.3517864

Incoming Non-self Citations Over Time

Authors

1. Sainyam Galhotra (University of Chicago)
2. Anna Fariha (Microsoft)
3. Raoni Lourenço (New York University)
4. Juliana Freire (New York University)
5. Alexandra Meliou (University of Massachusetts Amherst)
6. Divesh Srivastava (AT&T)

BibTeX Citation

@inproceedings{galhotra_sigmod22,
        title = {{DataPrism: Exposing Disconnect between Data and Systems}},
        author = {Galhotra, Sainyam and Fariha, Anna and Lourenço, Raoni and Freire, Juliana and Meliou, Alexandra and Srivastava, Divesh},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3517864},
        url = {https://dl.acm.org/doi/10.1145/3514221.3517864},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,921	CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning	2024	SIGMOD	5.6432616e-05
9,025	Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search	2024	VLDB	5.2346997e-05
10,855	PipeLens: Identifying Interventions for Resolving Malfunctioning Data Science Pipelines	2026	VLDB	4.9793485e-05
11,142	CausalExplain: Causal Explanations of Black-box Models with Training Data Subsets	2025	SIGMOD	4.9793485e-05
11,515	Counterfactual Explanation at Will, with Zero Privacy Leakage	2024	SIGMOD	4.9793485e-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
104	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00033690989
160	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00027837289
350	Discovering Denial Constraints	2013	VLDB	0.00020253521
727	Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms	2015	VLDB	0.00014443394
803	Interventional Fairness : Causal Database Repair for Algorithmic Fairness	2019	SIGMOD	0.00013836858
878	Interpretable and Informative Explanations of Outcomes	2015	VLDB	0.00013302631
1,833	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.5405247e-05
2,153	Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets	2016	SIGMOD	8.9480694e-05
2,315	Causal Relational Learning	2020	SIGMOD	8.6532142e-05
2,371	SCODED: Statistical Constraint Oriented Data Error Detection	2020	SIGMOD	8.5615698e-05
2,392	From Data Fusion to Knowledge Fusion	2014	VLDB	8.5332502e-05
2,598	Complaint-driven Training Data Debugging for Query 2.0	2020	SIGMOD	8.2385793e-05
2,686	Data X-Ray: A Diagnostic Tool for Data Errors	2015	SIGMOD	8.1308928e-05
3,735	Learning to Validate the Predictions of Black Box Classifiers on Unseen Data	2020	SIGMOD	7.0642839e-05
4,246	Divide & Conquer-based Inclusion Dependency Discovery	2015	VLDB	6.7061689e-05
4,347	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	6.6469984e-05
4,449	Data Debugging and Exploration with Vizier	2019	SIGMOD	6.5953404e-05
5,252	Dagger: A Data (not code) Debugger	2020	CIDR	6.2087063e-05
7,505	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	5.5074181e-05
7,626	BugDoc: Algorithms to Debug Computational Processes	2020	SIGMOD	5.4814815e-05
8,517	Causality-Guided Adaptive Interventional Debugging	2020	SIGMOD	5.3244052e-05
9,675	Debugging Large-Scale Data Science Pipelines using Dagger	2020	VLDB	5.1438113e-05

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1	4,982	XInsight: eXplainable Data Analysis Through The Lens of Causality	2023	SIGMOD
2	4,827	QFix: Diagnosing Errors through Query Histories	2017	SIGMOD
3	7,505	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD
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6	6,817	Error Diagnosis and Data Profiling with Data X-Ray	2015	VLDB
7	10,855	PipeLens: Identifying Interventions for Resolving Malfunctioning Data Science Pipelines	2026	VLDB
8	8,517	Causality-Guided Adaptive Interventional Debugging	2020	SIGMOD
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