Leadership in Social Movements — expanded estimators

Dippel and Heblich (2021), AER. https://doi.org/10.1257/aer.20191137

2 specifications. Effects are in outcome standard deviations; intervals are 95%.

Treatment adoption

Treatment adoption timing

S10-P001: seeded sample of 100 of 255 eligible units. Purple untreated; yellow treated; white unobserved.

German-language newspaper presence

paper_c1d607ca2b0f194bccaf989b_table4_col2 · Equation (2); Table 4, column (2) · Data & fit details

5,334 observations · 255 units · 255 clusters · 57 treated / 198 control units.

Estimate comparison

S10-P001: point estimates, targets and available 95% intervals
Estimator Estimate (SDs) SE 95% CI Averaging
Static TWFE 0.432 0.152 [0.133, 0.731] Coefficient
Dynamic TWFE 0.241 0.150 [-0.054, 0.536] Treated cells
BJS / did2s 0.422 0.162 [0.102, 0.741] Treated cells
Sun–Abraham 0.295 0.129 [0.041, 0.549] 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

Turner Society presence

paper_c1d607ca2b0f194bccaf989b_table4_col4 · Equation (2); Table 4, column (4) · Data & fit details

5,334 observations · 255 units · 255 clusters · 57 treated / 198 control units.

Estimate comparison

S10-P002: point estimates, targets and available 95% intervals
Estimator Estimate (SDs) SE 95% CI Averaging
Static TWFE 0.691 0.239 [0.221, 1.162] Coefficient
Dynamic TWFE 0.491 0.233 [0.033, 0.949] Treated cells
BJS / did2s 0.744 0.252 [0.247, 1.241] Treated cells
Sun–Abraham 0.610 0.219 [0.178, 1.042] 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