The Rise and Fall of Local Elections in China — expanded estimators

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

Treatment adoption timing

S12-P001: seeded sample of 13 of 13 eligible units. Purple untreated; yellow treated; white unobserved.

Indicator for expropriation of village land

LOCAL-ELECTIONS-T5-C3-LAND-EXPROPRIATION · Main-text Equation (1), Table 5 column 3, panel E · Data & fit details

195 observations · 13 units · 13 clusters · 11 treated / 2 control units.

Controls: latest-adopting cohort; analysis ends before period 16.

Estimate comparison

S12-P001: point estimates, targets and available 95% intervals
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.

Dynamic TWFE event study BJS / did2s event study Sun–Abraham event study

Number of one-child-policy exemptions granted by the village government

LOCAL-ELECTIONS-T5-C3-ONE-CHILD · Main-text Equation (1), Table 5 column 3, panel D · Data & fit details

195 observations · 13 units · 13 clusters · 11 treated / 2 control units.

Controls: latest-adopting cohort; analysis ends before period 16.

Estimate comparison

S12-P002: point estimates, targets and available 95% intervals
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.

Dynamic TWFE event study BJS / did2s event study Sun–Abraham event study

Public-goods expenditure funded by villagers (10,000 constant RMB)

LOCAL-ELECTIONS-T5-C3-PUBLIC-GOODS · Main-text Equation (1), Table 5 column 3, panel B · Data & fit details

195 observations · 13 units · 13 clusters · 11 treated / 2 control units.

Controls: latest-adopting cohort; analysis ends before period 16.

Estimate comparison

S12-P003: point estimates, targets and available 95% intervals
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.

Dynamic TWFE event study BJS / did2s event study Sun–Abraham event study

Sum of policies unilaterally decided by the elected village committee chairman

LOCAL-ELECTIONS-T5-C3-VC-UNILATERAL · Main-text Equation (1), Table 5 column 3, panel A · Data & fit details

195 observations · 13 units · 13 clusters · 11 treated / 2 control units.

Controls: latest-adopting cohort; analysis ends before period 16.

Estimate comparison

S12-P004: point estimates, targets and available 95% intervals
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.

Dynamic TWFE event study BJS / did2s event study Sun–Abraham event study