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Managing the Educational Dataset Lifecycle with DataShop

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Artificial Intelligence in Education (AIED 2011)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 6738))

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Abstract

An ideal scenario for educational research is to perform an experiment, report and publish results, make the results and data available for verification, and finally allow the data to be used in follow up experiments or for secondary analyses. Unfortunately, this scenario often fails after the results are published. Researchers move on to new data and the old data may linger on a legacy server for a short while before disappearing or becoming impossible to comprehend. Managing the dataset lifecycle is a way to address this problem. DataShop (http://pslcdatashop.org) is a central hub for data management of educational data, and in this paper we show how DataShop fits into the dataset lifecycle.

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References

  1. Aleven, V., McLaren, B.M., Sewall, J., Koedinger, K.R.: The cognitive tutor authoring tools (CTAT): Preliminary evaluation of efficiency gains. In: Ikeda, M., Ashley, K.D., Chan, T.-W. (eds.) ITS 2006. LNCS, vol. 4053, pp. 61–70. Springer, Heidelberg (2006)

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  2. Koedinger, K.R., Baker, R.S.J.d., Cunningham, K., Skogsholm, A., Leber, B., Stamper, J.: A Data Repository for the EDM community: The PSLC DataShop. In: Romero, C., Ventura, S., Pechenizkiy, M., Baker, R.S.J. (eds.) Handbook of Educational Data Mining, pp. 43–56. CRC Press, Boca Raton (2010)

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Author information

Authors and Affiliations

  1. Human-Computer Interaction Institute, Carnegie Mellon University, USA

    John C. Stamper, Kenneth R. Koedinger, Alida Skogsholm, Brett Leber, Sandy Demi, Shawnwen Yu & Duncan Spencer

  2. Department of Social Science and Policy Studies, Worcester Polytechnic Institute, USA

    Ryan S. J. d. Baker

Authors
  1. John C. Stamper
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  2. Kenneth R. Koedinger
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  3. Ryan S. J. d. Baker
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  4. Alida Skogsholm
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  5. Brett Leber
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  6. Sandy Demi
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  7. Shawnwen Yu
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  8. Duncan Spencer
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Editor information

Editors and Affiliations

  1. EECS Department/ISIS, Vanderbilt University, TN 37235, Nashville, USA

    Gautam Biswas

  2. Electronic, Electrical and Computer Engineering, University of Birmingham, U.K.

    Susan Bull

  3. School of Information Technologies, University of Sydney, 1 Cleveland Street, 2006, Sydney, Australia

    Judy Kay

  4. College of Engineering, Department of Computer Science and Software Engineering, University of Canterbury, Private Bag 4800, 8140, Christchurch, New Zealand

    Antonija Mitrovic

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© 2011 Springer-Verlag Berlin Heidelberg

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Stamper, J.C. et al. (2011). Managing the Educational Dataset Lifecycle with DataShop. In: Biswas, G., Bull, S., Kay, J., Mitrovic, A. (eds) Artificial Intelligence in Education. AIED 2011. Lecture Notes in Computer Science(), vol 6738. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21869-9_100

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  • DOI: https://doi.org/10.1007/978-3-642-21869-9_100

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21868-2

  • Online ISBN: 978-3-642-21869-9

  • eBook Packages: Computer ScienceComputer Science (R0)

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