The Rise and Fall of Local Elections in China — expanded estimators
Archive index · Regression tests · Results & settings (JSON) · Methods & code
Martinez-Bravo et al. (2022), AER. https://doi.org/10.1257/aer.20181249
4 specifications. Effects are in outcome standard deviations; intervals are 95%.
Treatment adoption
S12-P001: seeded sample of 13 of 13 eligible units. Purple untreated; yellow treated; white unobserved.
Indicator for expropriation of village land
195 observations · 13 units · 13 clusters · 11 treated / 2 control units.
Controls: latest-adopting cohort; analysis ends before period 16.
Estimate comparison
| Estimator | Estimate (SDs) | SE | 95% CI | Averaging |
|---|---|---|---|---|
| Static TWFE | -0.014 | 0.055 | [-0.134, 0.106] | Coefficient |
| Dynamic TWFE | -0.015 | 0.083 | [-0.195, 0.166] | Treated cells |
| BJS / did2s | 0.086 | 0.080 | [-0.087, 0.259] | Treated cells |
| Sun–Abraham | 0.086 | 0.000 | [0.086, 0.086] | Treated cells |
Event studies
Periods −10 to +10; pointwise 95% intervals where available.

Number of one-child-policy exemptions granted by the village government
195 observations · 13 units · 13 clusters · 11 treated / 2 control units.
Controls: latest-adopting cohort; analysis ends before period 16.
Estimate comparison
| Estimator | Estimate (SDs) | SE | 95% CI | Averaging |
|---|---|---|---|---|
| Static TWFE | -0.135 | 0.216 | [-0.606, 0.336] | Coefficient |
| Dynamic TWFE | 0.301 | 0.296 | [-0.345, 0.947] | Treated cells |
| BJS / did2s | 0.319 | 0.197 | [-0.110, 0.747] | Treated cells |
| Sun–Abraham | 0.455 | 0.101 | [0.234, 0.675] | Treated cells |
Event studies
Periods −10 to +10; pointwise 95% intervals where available.

Public-goods expenditure funded by villagers (10,000 constant RMB)
195 observations · 13 units · 13 clusters · 11 treated / 2 control units.
Controls: latest-adopting cohort; analysis ends before period 16.
Estimate comparison
| Estimator | Estimate (SDs) | SE | 95% CI | Averaging |
|---|---|---|---|---|
| Static TWFE | -0.000 | 0.017 | [-0.038, 0.037] | Coefficient |
| Dynamic TWFE | -0.004 | 0.030 | [-0.069, 0.061] | Treated cells |
| BJS / did2s | 0.023 | 0.022 | [-0.024, 0.070] | Treated cells |
| Sun–Abraham | 0.024 | 0.009 | [0.004, 0.045] | Treated cells |
Event studies
Periods −10 to +10; pointwise 95% intervals where available.

Sum of policies unilaterally decided by the elected village committee chairman
195 observations · 13 units · 13 clusters · 11 treated / 2 control units.
Controls: latest-adopting cohort; analysis ends before period 16.
Estimate comparison
| Estimator | Estimate (SDs) | SE | 95% CI | Averaging |
|---|---|---|---|---|
| Static TWFE | 0.189 | 0.157 | [-0.154, 0.531] | Coefficient |
| Dynamic TWFE | 0.038 | 0.111 | [-0.204, 0.280] | Treated cells |
| BJS / did2s | 0.044 | 0.070 | [-0.109, 0.198] | Treated cells |
| Sun–Abraham | -0.027 | 0.166 | [-0.389, 0.334] | Treated cells |
Event studies
Periods −10 to +10; pointwise 95% intervals where available.
