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Exploratory Data Analysis of the Multilevel Anthropogenic Zinc Cycle

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  • T.E. Graedel
  • Marlen Bertram
  • Barbara Reck

Abstract

A comprehensive multilevel contemporary cycle for stocks and flows of zinc is analyzed by the tools of exploratory data analysis. The analysis is performed at three discrete organizational levels—country (53 countries and 1 country group that together comprise essentially all anthropogenic stocks and flows of zinc), world region (9 world regions), and the planet as a whole. The results demonstrate the following: (1) Exploratory data analysis provides valuable and otherwise unobtainable information about material flows, especially those across multiple spatial levels. (2) All distributions of countrylevel zinc stock and flow data are highly skewed, a few countries having large magnitudes, many having small magnitudes. Rates of fabrication of zinc‐containing products for the countries are poorly correlated with rates of extraction, reflecting the fact that many countries that extract zinc do not fabricate products from zinc to any significant degree, and vice versa. (4) Virtually all countries are adding zinc to stock in the use phase (in galvanizing applications, zinc castings, etc.). These rates of addition are highly correlated with rates of zinc entering use in all regions, and are higher in regions under vigorous development. (5) With weak confidence, the rate of zinc landfilling by countries appears to be highly correlated with the rate of discard. (6) The statistical distributions of regional‐level zinc cycle parameters are approximately log normal. (7) The extremes of normalized statistical distributions of zinc flow values are broader at lower spatial levels (country versus region, for example), but regional interquartile ranges for zinc entering use and zinc discards are higher at regional level then at country level.

Suggested Citation

  • T.E. Graedel & Marlen Bertram & Barbara Reck, 2005. "Exploratory Data Analysis of the Multilevel Anthropogenic Zinc Cycle," Journal of Industrial Ecology, Yale University, vol. 9(3), pages 91-108, July.
  • Handle: RePEc:bla:inecol:v:9:y:2005:i:3:p:91-108
    DOI: 10.1162/1088198054821654
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    Cited by:

    1. Gsodam, Petra & Lassnig, Melanie & Kreuzeder, Andreas & Mrotzek, Maximilian, 2014. "The Austrian silver cycle: A material flow analysis," Resources, Conservation & Recycling, Elsevier, vol. 88(C), pages 76-84.
    2. Klinglmair, Manfred & Fellner, Johann, 2011. "Historical iron and steel recovery in times of raw material shortage: The case of Austria during World War I," Ecological Economics, Elsevier, vol. 72(C), pages 179-187.
    3. Yuhua Guo & Junmao Qie & Chunxia Zhang & Yuantao Yang, 2021. "Material flow analysis of zinc during the manufacturing process in integrated steel mills in China," Journal of Industrial Ecology, Yale University, vol. 25(4), pages 1009-1020, August.

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