Bootstrap Functions#
The bootstrap module provides functions for computing bootstrap standard errors and confidence intervals for all DiD estimators in the package. Both weighted bootstrap and multiplier bootstrap methods are supported.
Multiplier Bootstrap#
Compute multiplier bootstrap for DiD influence functions. |
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Compute multiplier bootstrap for doubly robust DiD estimator using Mammen weights. |
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Compute multiplier bootstrap for TWFE panel data DiD using Mammen weights. |
Weighted Bootstrap#
Panel Data Bootstrap#
Compute improved bootstrap estimates for doubly-robust DiD with panel data. |
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Compute bootstrap estimates for traditional doubly-robust DiD with panel data. |
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Compute bootstrap estimates for IPW DiD with panel data. |
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Compute bootstrap estimates for standardized IPW DiD with panel data. |
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Compute bootstrap estimates for regression-based robust DiD with panel data. |
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Compute bootstrap estimates for Two-Way Fixed Effects DiD with panel data. |
Repeated Cross-Section Bootstrap#
Compute bootstrap estimates for control-only doubly-robust DiD with repeated cross-sections. |
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Compute bootstrap estimates for locally efficient doubly-robust DiD with repeated cross-sections. |
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Compute IPT bootstrap estimates for control-only doubly-robust DiD with repeated cross-sections. |
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Compute IPT bootstrap estimates for locally efficient doubly-robust DiD with repeated cross-sections. |
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Compute bootstrap estimates for IPW DiD with repeated cross-sections. |
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Compute bootstrap standardized IPW DiD estimator for repeated cross-sections. |
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Compute bootstrap estimates for regression-based robust DiD with repeated cross-sections. |
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Compute bootstrap estimates for Two-Way Fixed Effects DiD with repeated cross-sections. |