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A General Guide for Harmonizing Data

Author

Listed:
  • Cheng, Cindy

    (Technical University of Munich)

  • Messerschmidt, Luca
  • Bravo, Isaac
  • Waldbauer, Marco
  • Bhavikatti, Rohan
  • Schenk, Caress
  • Grujic, Vanja
  • Model, Tim
  • Kubinec, Robert

    (New York University Abu Dhabi)

  • Barceló, Joan

    (New York University - Abu Dhabi)

Abstract

Data harmonization is an important method for generating the requisite datasets to support big data analyses. To date however, articles about data harmonization are field-specific and highly technical, mak- ing it difficult for researchers to derive general principles for how to engage in and contextualize data harmonization efforts. This commentary provides general guidance and criteria for researchers who are considering undertaking such efforts or seek to evaluate the quality of existing ones. We derive these guidelines from the extant literature and our own experience in harmonizing data for the emergent and important new field of COVID-19 public health and safety measures (PHSM).

Suggested Citation

  • Cheng, Cindy & Messerschmidt, Luca & Bravo, Isaac & Waldbauer, Marco & Bhavikatti, Rohan & Schenk, Caress & Grujic, Vanja & Model, Tim & Kubinec, Robert & Barceló, Joan, 2023. "A General Guide for Harmonizing Data," OSF Preprints baf2j, Center for Open Science.
    • Handle: RePEc:osf:osfxxx:baf2j
    DOI: 10.31219/osf.io/baf2j
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    References listed on IDEAS

    as
    1. Daniele Pala & Enea Parimbelli & Cristiana Larizza & Cindy Cheng & Manuel Ottaviano & Andrea Pogliaghi & Goran Đukić & Aleksandar Jovanović & Ognjen Milićević & Vladimir Urošević & Paola Cerchiello & , 2022. "A New Interactive Tool to Visualize and Analyze COVID-19 Data: The PERISCOPE Atlas," IJERPH, MDPI, vol. 19(15), pages 1-16, July.
    2. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    3. repec:mpr:mprres:4832 is not listed on IDEAS
    4. G. Hurtt & L. Chini & S. Frolking & R. Betts & J. Feddema & G. Fischer & J. Fisk & K. Hibbard & R. Houghton & A. Janetos & C. Jones & G. Kindermann & T. Kinoshita & Kees Klein Goldewijk & K. Riahi & E, 2011. "Harmonization of land-use scenarios for the period 1500–2100: 600 years of global gridded annual land-use transitions, wood harvest, and resulting secondary lands," Climatic Change, Springer, vol. 109(1), pages 117-161, November.
    5. Bruno Henry de Frahan & Mark Vancauteren, 2006. "Harmonisation of food regulations and trade in the Single Market: evidence from disaggregated data," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 33(3), pages 337-360, September.
    6. Jerven, Morten, 2012. "An unlevel playing field: national income estimates and reciprocal comparison in global economic history," Journal of Global History, Cambridge University Press, vol. 7(1), pages 107-128, March.
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