Data is Dead… Without What-If Models
Summary: Proposes a model-and-data paradigm pairing what-if models with data-centric DBs to enable decisions under uncertainty. Identifies extensions in data integration, query processing, and collaborative analytics to fuse data and models for decisions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,101 | Privacy-preserving and Verifiable Causal Prescriptive Analytics | 2026 | SIGMOD | 4.1905499e-05 |
| 11,316 | Augmenting Decision Making via Interactive What-If Analysis | 2022 | CIDR | 4.1905499e-05 |
| 11,976 | Model-Data Ecosystems: Challenges, Tools, and Trends | 2014 | PODS | 4.1905499e-05 |
| 12,026 | Towards Building Wind Tunnels for Data Center Design | 2014 | VLDB | 4.1905499e-05 |
| 12,029 | Υ-DB: Managing scientific hypotheses as uncertain data | 2014 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 322 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027523667 |
| 483 | Clio Grows Up: From Research Prototype to Industrial Tool | 2005 | SIGMOD | 0.00022101908 |
| 3,633 | Behavioral Simulations in MapReduce | 2010 | VLDB | 6.8959345e-05 |
| 8,889 | E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment | 2009 | SIGMOD | 4.4235206e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,722 | What If: Causal Analysis with Graph Databases | 2025 | VLDB | 4.1905499e-05 |
| 1,931 | Foundations of Data-Aware Process Analysis: A Database Theory Perspective | 2013 | PODS | 0.0001005178 |
| 13,384 | Computational Thinking, Inferential Thinking and "Big Data" | 2015 | PODS | - |
| 13,415 | Should we all be teaching “Intro to Data Science” instead of “Intro to Databases”? | 2014 | SIGMOD | - |
| 5,808 | The Integrated Data Model: A Database Perspective | 1983 | VLDB | 5.3180308e-05 |
| 11,976 | Model-Data Ecosystems: Challenges, Tools, and Trends | 2014 | PODS | 4.1905499e-05 |
| 2,120 | Using Probabilistic Models for Data Management in Acquisitional Environments | 2005 | CIDR | 9.5017579e-05 |
| 6,565 | Toward Interpretable and Actionable Data Analysis with Explanations and Causality | 2022 | VLDB | 5.0033542e-05 |
| 3,866 | Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML | 2020 | CIDR | 6.6795497e-05 |
| 2,085 | The Case for Predictive Database Systems: Opportunities and Challenges | 2011 | CIDR | 9.5749968e-05 |