Combining Probabilities Across Studies
It is possible to combine the probabilities obtained from
independent studies into one overall probability level. The formula
is: χ² = -2Σ Ln(p).
The
chi square ( χ²) is based on 2k
degrees of freedom where k is the number
of probabilities being combined. This test is typically conducted
using
one-tailed
probability values.
Consider a researcher who conducted three experiments comparing an
experimental and a control condition. None of the three studies
revealed significant differences (one-tailed p's = 0.08, 0.21, and
0.11). Combining the three p's into one,
χ² = -2(-2.53 -1.56 - 2.21) = 12.6.
A
Table of the Chi Square
distribution can be used to find that the probability value for a
chi square of 12.6 with 6 df is 0.0498.