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Technical Methods Report: Statistical Power for Regression Discontinuity Designs in Education Evaluations

NCEE 2008-4026
August 2008

Table 4.1.  Formulas for TS ρ Under RD Designs, by Score Distribution


Score Distribution Formulas for ρTS Parameter Definitions
Normal Formula Parameter Definition;
Φ-1(.) is
the inverse of the standard
normal distribution
Uniform Formula  
Truncated Normal Formula k1 and k2 are the number of
standard deviations from
the mean of the full normal
distribution that the left
and right truncation points
fall (see Figure 4.2).
Symmetric Bimodal
Distribution: Mixture
of Two Normal Distributions
With Different Means but
the Same Variances
Formula w is the weight assigned to
the first normal distribution
(.5 in our case); l is the
number of standard
deviations to the right (left)
of the mean of the overall
bimodal distribution where
the first (second)
component normal distribution is centered
(see Figure 4.2); d is the
location of the cutoff score
in the bimodal distribution.
Notes: The parameter p is the treatment group sampling rate and equals q—the percentage of the score distribution that lies to the right of the cutoff score K. The formulas for ρTS were calculated using the following relations:
Formula
The moments for truncated normal random variables were obtained using results in Maddala (1983).