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Uncertainty in grid data: a theory and comprehensive robustness test

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  • Akisato Suzuki

    (University College Dublin)

Abstract

This methodological note makes two novel contributions to spatial political and conflict research using grid data. First, it develops a methodological theory of how uncertainty specific to grid data affects inference. Second, it introduces a comprehensive robustness test on sensitivity to this uncertainty, implemented in R. The uncertainty stems from (1) establishing the correct size of grid cells, (2) deciding the correct locations where the dividing lines of grid data are drawn, and (3) a greater effect of measurement errors due to finer grid cells. The proposed test diversifies grid cell sizes, by aggregating original grid cells into a multiple of these grid cells. The test also varies the locations of the diving lines, by using different starting points of grid cell aggregation (e.g., starting the aggregation from the corner of the entire map or one grid cell of the original size away from the corner). I apply the test to Theisen et al. (Int. Secur. 36(3):79–106, 2011), who utilize the PRIO-GRID data (Tollefsen et al., J. Peace Res. 49(2):363–374, 2012), to substantiate its use.

Suggested Citation

  • Akisato Suzuki, 2023. "Uncertainty in grid data: a theory and comprehensive robustness test," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(5), pages 4477-4491, October.
  • Handle: RePEc:spr:qualqt:v:57:y:2023:i:5:d:10.1007_s11135-022-01555-x
    DOI: 10.1007/s11135-022-01555-x
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    1. Andrew Shaver & David B. Carter & Tsering Wangyal Shawa, 2019. "Terrain ruggedness and land cover: Improved data for most research designs," Conflict Management and Peace Science, Peace Science Society (International), vol. 36(2), pages 191-218, March.
    2. King, Gary & Zeng, Langche, 2001. "Logistic Regression in Rare Events Data," Political Analysis, Cambridge University Press, vol. 9(2), pages 137-163, January.
    3. Ragin, Charles C., 2000. "Fuzzy-Set Social Science," University of Chicago Press Economics Books, University of Chicago Press, edition 1, number 9780226702773.
    4. Keele, Luke & Stevenson, Randolph T. & Elwert, Felix, 2020. "The causal interpretation of estimated associations in regression models," Political Science Research and Methods, Cambridge University Press, vol. 8(1), pages 1-13, January.
    5. Justin H. Gross, 2015. "Testing What Matters (If You Must Test at All): A Context‐Driven Approach to Substantive and Statistical Significance," American Journal of Political Science, John Wiley & Sons, vol. 59(3), pages 775-788, July.
    6. Andrew M. Linke & Frank D. W. Witmer & Edward C. Holland & John O'Loughlin, 2017. "Mountainous Terrain and Civil Wars: Geospatial Analysis of Conflict Dynamics in the Post-Soviet Caucasus," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(2), pages 520-535, March.
    7. Lee, Dong Wook & Rogers, Melissa, 2019. "Measuring Geographic Distribution for Political Research," Political Analysis, Cambridge University Press, vol. 27(3), pages 263-280, July.
    8. repec:ucp:bkecon:9780226702766 is not listed on IDEAS
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