Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems
Summary: Vision for next-gen visual analytics: seamless interactive exploration, data-enrichment, and cleaning in a continuous analysis cycle. Identifies data-mgmt challenges and opportunities to build end-to-end services for uninterrupted analyst workflows. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kristi Morton (University of Washington)
- 2. Magdalena Balazinska (University of Washington)
- 3. Dan Grossman (University of Washington)
- 4. Jock Mackinlay (Tableau Research)
BibTeX Citation
@article{morton_vldb14,
title = {{Support the Data Enthusiast: Challenges for Next-Generation Data-Analysis Systems}},
author = {Morton, Kristi and Balazinska, Magdalena and Grossman, Dan and Mackinlay, Jock},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {6},
pages = {453--464},
doi = {10.14778/2732279.2732282},
url = {https://doi.org/10.14778/2732279.2732282},
year = {2014}
}
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 395 | SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics | 2015 | VLDB | 0.00019165452 |
| 9,330 | QUEPA: QUerying and Exploring a Polystore by Augmentation | 2016 | SIGMOD | 5.1922811e-05 |
| 11,323 | LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes | 2025 | VLDB | 4.9793485e-05 |
| 12,411 | ShareInsights - An Unified Approach to Full-stack Data Processing | 2015 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 189 | Scorpion: Explaining Away Outliers in Aggregate Queries | 2013 | VLDB | 0.00025840026 |
| 514 | Data Curation at Scale: The Data Tamer System | 2013 | CIDR | 0.00017006745 |
| 717 | Finding Related Tables | 2012 | SIGMOD | 0.00014532116 |
| 2,139 | Analytic Database Technologies for a New Kind of User - The Data Enthusiast | 2012 | SIGMOD | 8.973568e-05 |
| 3,543 | Interactive Data Integration through Smart Copy & Paste | 2009 | CIDR | 7.2154261e-05 |
| 5,338 | Dynamic Workload Driven Data Integration in Tableau | 2012 | SIGMOD | 6.1744641e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,560 | Interactive Analysis of Web-Scale Data | 2009 | CIDR |
| 2 | 8,006 | Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities | 2016 | VLDB |
| 3 | 924 | Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System | 2017 | VLDB |
| 4 | 14,527 | IDEA: Interactive Data Exploration and Analysis | 1996 | SIGMOD |
| 5 | 3,283 | An Analytic Data Engine for Visualization in Tableau | 2011 | SIGMOD |
| 6 | 5,180 | The Case for Data Visualization Management Systems | 2014 | VLDB |
| 7 | 9,781 | Optimizing Dataflow Systems for Scalable Interactive Visualization | 2024 | SIGMOD |
| 8 | 2,139 | Analytic Database Technologies for a New Kind of User - The Data Enthusiast | 2012 | SIGMOD |
| 9 | 13,878 | Data Visualization Management Systems | 2015 | CIDR |
| 10 | 14,062 | Data Visualization and Social Data Analysis | 2009 | VLDB |