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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
12140
Venue
VLDB
Year
2019
Pagerank
5.093636e-05
Overall Rank
11,886 | 18.46%
DOI
10.14778/3352063.3352148

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}
}

Incoming Citations (Sorted by Pagerank)

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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 0.00077458002
94 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034616103
314 Making Database Systems Usable 2007 SIGMOD 0.00021574636
327 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00021091539
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
986 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001281777
1,472 M4: A Visualization-Oriented Time Series Data Aggregation 2014 VLDB 0.00010668946
1,569 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010335423
1,634 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010163938
1,680 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 0.00010024295
1,946 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.4334506e-05
2,050 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.2546631e-05
2,185 Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets 2016 SIGMOD 9.0026006e-05
2,559 dbTouch: Analytics at your Fingertips 2013 CIDR 8.4156672e-05
2,840 Towards Sustainable Insights or why polygamy is bad for you 2017 CIDR 8.0650295e-05
2,946 Gestural Query Specification 2014 VLDB 7.93259e-05
3,249 Spreadsheet As a Relational Database Engine 2010 SIGMOD 7.5977673e-05
3,288 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.5578177e-05
3,753 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.1505817e-05
3,894 Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets 2018 SIGMOD 7.0417782e-05
4,046 Expressive Query Construction through Direct Manipulation of Nested Relational Results 2016 SIGMOD 6.9392871e-05
6,028 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 6.0019322e-05
6,391 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.8893647e-05
6,395 DataSpread: Unifying Databases and Spreadsheets 2015 VLDB 5.8876003e-05
7,275 Efficient Evaluation of Object-Centric Exploration Queries for Visualization 2015 VLDB 5.658426e-05
9,482 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 5.2634238e-05
11,853 Anti-Freeze for Large and Complex Spreadsheets: Asynchronous Formula Computation 2019 SIGMOD 5.093636e-05
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