Computes all performance metrics from a data frame of simulation iteration results. Returns a single-row data frame with bias, variance, MSE, rejection rate, coverage, Type S error, and correct rejection rate.
Usage
summarize_simulation(
results,
true_effect,
estimate_col = "estimate",
se_col = "se",
p_value_col = "p_value",
t_stat_col = "t_stat"
)Arguments
- results
Data frame with one row per simulation iteration.
- true_effect
Scalar true effect value (signed).
- estimate_col
Column name for point estimates (default "estimate").
- se_col
Column name for standard errors (default "se").
- p_value_col
Column name for p-values (default "p_value").
- t_stat_col
Column name for t-statistics (default "t_stat").
Value
Single-row data frame with columns: mean_estimate, mean_bias, mean_se, mean_variance, simulated_variance, mse, rmse, rejection_rate, correction_factor, coverage, type_s_error, correct_rejection_rate, n_valid.
See also
Other simulation-performance:
sim_bias(),
sim_correct_rejection_rate(),
sim_correction_factor(),
sim_coverage(),
sim_mse(),
sim_rejection_rate(),
sim_type_s_error()