Concepedia

Human-in-the-loop Data Wrangling

Human-In-The-Loop Data Wrangling is a data wrangling paradigm that integrates human expertise and decision-making directly into the iterative process of cleaning, transforming, and structuring raw data, distinguishing itself from fully automated approaches by leveraging human judgment to resolve ambiguities, validate transformations, and improve data quality under uncertainty.

7

Publications

538

Citations

30

Authors

26

Institutions

Publications per year

2017–2026

5

Variants

Hitl Data Wrangling

Parents

Publications

7

Research directions in data wrangling: Visualizations and transformations for usable and credible data

Sean Kandel, Jeffrey Heer, Catherine Plaisant et al. · Information Visualization · 2011 · 331 citations · Full text

, , +13

AI in health: keeping the human in the loop

Suzanne Bakken · Journal of the American Medical Informatics Association · 2023 · 47 citations · Full text

, , +13

Special Considerations for the Acquisition and Wrangling of Big Data

Michael T. Braun, Goran Kuljanin, Richard P. DeShon · Organizational Research Methods · 2017 · 46 citations

, , +17

Applying the CRISP‐DM Framework for Teaching Business Analytics

Sanjiv Jaggia, Alison Kelly, Kevin Lertwachara et al. · Decision Sciences Journal of Innovative Education · 2020 · 38 citations

, , +6

Generating and using real-world data: A worthwhile uphill battle

Karin Verkerk, Emile E. Voest · Cell · 2024 · 34 citations · Full text

, , +12

1–5 of 7

Authors

30

  1. DB
    Dominique Brodbeck

    Union Bank of Switzerland, Switzerland

    1 publications · 331 citations

    1

    h-index

  2. MT
    Michael T. Braun

    Michigan State University, United States

    1 publications · 46 citations

    1

    h-index

  3. KT
    Khoa Thi-Minh Tran

    Dongguk University, South Korea

    1 publications · 24 citations

    1

    h-index

  4. PB
    Paolo Buono

    University of Bari Aldo Moro, Italy

    1 publications · 331 citations

    1

    h-index

  5. FP
    Fred Popowich

    Simon Fraser University, Canada

    1 publications · 24 citations

    1

    h-index

1–5 of 30

Institutions

26

  1. Human Media

    Belmont, United States

    1 h-index

    1 publications

    331 citations

  2. University of Oslo

    Oslo, Norway

    1 h-index

    1 publications

    18 citations

  3. Institute for Cognitive Science Studies

    Tehran, Iran

    1 h-index

    2 publications

    48 citations

  4. The Alan Turing Institute

    London, United Kingdom

    1 h-index

    4 publications

    72 citations

  5. California Polytechnic State University

    San Luis Obispo, United States

    1 h-index

    3 publications

    114 citations

  6. DePaul University

    Chicago, United States

    1 h-index

    1 publications

    46 citations

  7. Michigan State University

    East Lansing, United States

    1 h-index

    1 publications

    46 citations

  8. University of Oxford

    Oxford, United Kingdom

    1 h-index

    1 publications

    18 citations

1–8 of 26

Venues

  1. Cell

    1 publications · 34 citations

    1

    h-index

  2. Decision Sciences Journal of Innovative Education

    DSJIE · 1 publications · 38 citations

    1

    h-index

  3. Information Visualization

    1 publications · 331 citations

    1

    h-index

  4. Organizational Research Methods

    ORM · 1 publications · 46 citations

    1

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 1 publications · 18 citations

    1

    h-index

1–5