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Previous published work on CAT has been based on sample sizes ranging from less than one hundred to several thousand cases [ 9, 11, 14, 18, 66].
Based on sample sizes and designs of the surveys, the margin of sampling error for results based on the total sample is roughly ±3.0% in 1991, ±3.3% in 1998 and ±4.4% in 2008, with larger margins of error for subgroups.
Use of Fisher's exact test and chi-squared test was based on sample sizes.
Actual covariance matrices are based on sample sizes listed in Table 8.
The simulation analyses were based on sample sizes corresponding to our reduced sample and assuming items with psychometric characteristics that were the same as those included in PISA 2006.
Therefore, we calculated weights based on sample sizes in such a way that the group (or groups) with the largest sample size were given a weight of 1 (adapted from [31] page 42).
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The Bayes information criterion is a likelihood-based measure of fit, which adds a penalty for added covariates based on sample size.
Both the benchmark model based on sample size of over 6000 and the precise difference model based on sample size of over 2000 achieve consistent results.
These results may vary based on sample size, period of time, industry type, industry size and complementary factors such as R (bigwedge ) D and human capital.
A simulation of 1000 F R(c),S R c) pairs, each based on sample size 1000, with c=−.33 under SSM, yields ρ=−.91, while the Pearson r=−.87.
Using this approach, and including a sufficient number of participants based on sample size calculations, we expect to eliminate a bias like this.
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