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Ceiling effects in the Movement Assessment Battery for Children-2 (MABC-2) suggest that non-parametric scoring
Blandine French1, Nicole J Sycamore1, Hannah L McGlashan1
1School of Psychology, University of Nottingham, Nottingham, United Kingdom.
Insights
The Movement Assessment Battery for Children-2 (MABC-2) test scores often show ceiling effects and non-normal distributions. Non-parametric methods are needed for accurate analysis of children's movement data.
Area of Science:
- Pediatric motor development
- Psychometrics
- Movement science
Background:
- The Movement Assessment Battery for Children-2 (MABC-2) is a standard tool for assessing children's motor skills.
- Current MABC-2 scoring relies on parametric methods assuming normal data distribution.
- Previous studies indicated potential issues with MABC-2 score distributions.
Purpose of the Study:
- To investigate the normality of MABC-2 scores in children aged 7-10 years.
- To evaluate the impact of ceiling effects on MABC-2 data distributions.
- To explore alternative scoring and analysis methods for MABC-2 data.
Main Methods:
- Pilot study (n=35) and two experiments (n=161, n=81) with children aged 7-10 years.
- Modified MABC-2 administration and scoring to reduce ceiling effects.
- Statistical analysis including normality tests, goodness-of-fit, and non-parametric resampling methods.
Main Results:
- Significant deviations from normal distribution and ceiling effects were observed in MABC-2 scores.
- Modified administration and scoring partially reduced ceiling effects but scores remained non-parametrically distributed.
- Parametric and non-parametric methods yielded different score rankings, highlighting the need for appropriate analytic approaches.
Conclusions:
- Some MABC-2 item scores violate parametric assumptions due to non-normal distributions.
- Modified administration and scoring methods may partially mitigate issues but do not fully resolve them.
- Non-parametric methods, such as resampling, are necessary for accurate reference distributions and analysis of MABC-2 data, suggesting a need for re-standardization.
Abstract:
Initially designed to identify children's movement impairments in clinical settings, the Movement Assessment Battery for Children-2 (MABC-2) is also widely used to evaluate children's movement in research. Standardised scores on the test are calculated using parametric methods under the assumption of normally-distributed data. In a pilot study with thirty five 8-10 year old children (i.e., in Age Band 2 of the MABC-2), we found that maximal performance was often reached. These 'ceiling effects' created distributions of scores that may violate parametric assumptions. Tests of normality, skew, and goodness-of-fit revealed this violation, most clearly on three of the eight sub-tests. A strong deviation from normality was again observed in a sample of 161 children (8-10 years, Experiment 1), however ceiling effects were reduced by modifying the scoring methods, and administering items designed for older children when maximal performance was reached. Experiment 2 (n = 81, 7-10 years) further refined the administration and scoring methods, and again improved the distributions of scores. Despite reducing ceiling effects, scores remained non-parametrically distributed, justifying non-parametric analytic approaches. By randomly and repeatedly resampling from the raw data, we generated non-parametric reference distributions for assigning percentiles to each child's performance, and compared the results with the standardised scores. Distributions of scores obtained with both parametric and non-parametric methods were skewed, and the methods resulted in different rankings of the same data. Overall, we demonstrate that some MABC-2 item scores are not normally-distributed, and violate parametric assumptions. Changes in administering and scoring may partially address these issues. We propose that resampling or other non-parametric methods are required to create new reference distributions to which an individual child's performance can be referred. The modifications we propose are preliminary, but the implication is that a new standardisation is required to deal with the non-parametric data acquired with the MABC-2 performance test.
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