, Volume 156, Issue 1, pp 227–235 | Cite as

Bias in phenology assessments based on first appearance data of butterflies

  • Arco J. van Strien
  • Willem F. Plantenga
  • Leo L. Soldaat
  • Chris A. M. van Swaay
  • Michiel F. WallisDeVries
Global Change Ecology - Original Paper


Data on the first appearance of species in the field season are widely used in phenological studies. However, there are probabilistic arguments for bias in estimates of phenological change if sampling methods or population abundances change. We examined the importance of bias in three measures of phenological change: (1) the date of the first X appearances, (2) the date of the first Y% of all first appearances and (3) the date of the first Z% of the individuals observed during the entire flight period. These measures were tested by resampling the data of the Dutch Butterfly Monitoring Scheme and by simulations using artificial data. We compared datasets differing in the number of sampling sites, population abundance and the start of the observation period. The date of the first X appearances proved to be sensitive to the number of sampling sites. Both the date of the first X appearances and the date of the first Y% of all first appearances were sensitive to population trend. No such biases were found for estimates of the first Z% of the flight period, but all three measures were sensitive to changes in the start of the observation period. The conclusions were similar for both the study on butterfly data and the simulation study. Bias in phenology assessments based on first appearance data may be considerable and should no longer be ignored in phenological research.


Climate change First observation Flight period 



Lodewijk van Duuren and Adriaan Gmelig Meyling helped with part of the analyses. Jeroen Pannekoek, Willy van Strien, Arnold van Vliet and two anonymous referees gave helpful comments on earlier versions of the manuscript. Lieneke Hoeksma improved the English. The DBMS is a joint scheme of the Dutch Butterfly Conservation and Statistics Netherlands in the framework of the Dutch Network Ecological Monitoring programme. The DBMS is financed by the Ministry of Agriculture, Nature and Food quality. This work would not have been possible without the help of many voluntary field workers.


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Copyright information

© Springer-Verlag 2008

Authors and Affiliations

  • Arco J. van Strien
    • 1
  • Willem F. Plantenga
    • 1
  • Leo L. Soldaat
    • 1
  • Chris A. M. van Swaay
    • 2
  • Michiel F. WallisDeVries
    • 2
  1. 1.Statistics NetherlandsVoorburgThe Netherlands
  2. 2.De Vlinderstichting/Dutch Butterfly ConservationWageningenThe Netherlands

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