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Enabling Data Science for the Majority

Summary: A research agenda for democratizing large-scale data science through tools usable without programming expertise. DATA SPREAD unifies spreadsheets with database scalability, while ZEN VISAGE supports visual pattern discovery, validated across diverse scientific and industrial domains. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hf0d50dd2416783c9
Venue
VLDB
Year
2019
Pagerank
4.9769913e-05
Overall Rank
12,192 | 18.06%
DOI
10.14778/3352063.3352148
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{parameswaran_vldb19,
        title = {{Enabling Data Science for the Majority}},
        author = {Parameswaran, Aditya},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {12},
        pages = {2309--2322},
        doi = {10.14778/3352063.3352148},
        url = {https://doi.org/10.14778/3352063.3352148},
        year = {2019}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 28 of 28 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076265429
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034367518
319 Making Database Systems Usable 2007 SIGMOD 0.00021155013
335 The Aqua Approximate Query Answering System 1999 SIGMOD 0.000206533
372 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0001971778
395 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00019156481
924 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001305096
1,500 M4: A Visualization-Oriented Time Series Data Aggregation 2014 VLDB 0.00010460169
1,568 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010208225
1,662 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9502569e-05
1,703 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 9.8269486e-05
1,994 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.232331e-05
2,097 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.0525341e-05
2,155 Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets 2016 SIGMOD 8.9438447e-05
2,607 dbTouch: Analytics at your Fingertips 2013 CIDR 8.2260445e-05
2,840 Towards Sustainable Insights or why polygamy is bad for you 2017 CIDR 7.948968e-05
3,005 Gestural Query Specification 2014 VLDB 7.7609244e-05
3,305 Spreadsheet As a Relational Database Engine 2010 SIGMOD 7.4394494e-05
3,341 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.4028264e-05
3,842 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 6.9871413e-05
3,913 Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets 2018 SIGMOD 6.9274273e-05
4,048 Expressive Query Construction through Direct Manipulation of Nested Relational Results 2016 SIGMOD 6.8293035e-05
5,930 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9410245e-05
6,259 DataSpread: Unifying Databases and Spreadsheets 2015 VLDB 5.8307986e-05
6,519 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.755832e-05
7,424 Efficient Evaluation of Object-Centric Exploration Queries for Visualization 2015 VLDB 5.5298149e-05
9,670 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 5.142891e-05
12,159 Anti-Freeze for Large and Complex Spreadsheets: Asynchronous Formula Computation 2019 SIGMOD 4.9769913e-05
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