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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
4.9605343e-05
Overall Rank
12,235 | 17.99%
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 0.00076079812
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034319763
321 Making Database Systems Usable 2007 SIGMOD 0.00021093212
337 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00020593498
374 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019698889
395 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00019125046
924 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00013033863
1,504 M4: A Visualization-Oriented Time Series Data Aggregation 2014 VLDB 0.00010425951
1,567 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010179013
1,668 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9190265e-05
1,713 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 9.7948649e-05
2,001 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.2020796e-05
2,108 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.0229444e-05
2,170 Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets 2016 SIGMOD 8.9149718e-05
2,618 dbTouch: Analytics at your Fingertips 2013 CIDR 8.1988906e-05
2,848 Towards Sustainable Insights or why polygamy is bad for you 2017 CIDR 7.9234942e-05
3,016 Gestural Query Specification 2014 VLDB 7.7360586e-05
3,317 Spreadsheet As a Relational Database Engine 2010 SIGMOD 7.4148507e-05
3,348 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.3783668e-05
3,850 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 6.9646837e-05
3,897 Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets 2018 SIGMOD 6.9202872e-05
4,073 Expressive Query Construction through Direct Manipulation of Nested Relational Results 2016 SIGMOD 6.8067223e-05
5,944 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9213827e-05
6,270 DataSpread: Unifying Databases and Spreadsheets 2015 VLDB 5.8115184e-05
6,530 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.7368132e-05
7,445 Efficient Evaluation of Object-Centric Exploration Queries for Visualization 2015 VLDB 5.5115326e-05
9,699 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 5.1258854e-05
12,202 Anti-Freeze for Large and Complex Spreadsheets: Asynchronous Formula Computation 2019 SIGMOD 4.9605343e-05
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