All papers and comparison plots · Results JSON · Quarto source
7 of 7 registered specifications have estimates. Every registered specification appears below.
Hansman et al. (2020), JPE. https://doi.org/10.1086/708818
Data and estimation
Outcomes are divided by their unweighted source-sample standard deviation (ddof=1), before exclusions; they are not centered. Treatment adoption is the first observed treated period. Models share an eligible sample, fixed effects, controls and weights. Initially treated units, missing −1 baselines and unsupported untreated-outcome predictions are removed. For switching treatments, untreated rows after first adoption are removed. Exact counts and settings are in the JSON.
Static TWFE uses the treatment indicator. Dynamic TWFE omits event time −1. BJS/did2s fits untreated outcomes, then averages imputation residuals. Sun–Abraham estimates cohort-by-event-time effects. The three dynamic estimates share post-period aggregation weights. Event-study tails are unbinned. These are common-sample reruns, not Peter’s original estimator-specific sample and tail-binning rules.
The homogeneity test restricts identified cohort deviations at positive event times to zero; leads and event time 0 remain unrestricted. It is a homoskedastic nested-model F-test. Estimate intervals are separately cluster-robust, with the did2s two-stage correction. Large panels use algebraically equivalent sparse regressions; backend and validation results are recorded in JSON.
Adoption timing
S09-P007: seeded sample of 100 of 820 eligible units. Purple untreated; yellow treated; white unobserved. Calendar periods follow the configured time grid. Each specification uses its own full eligible sample.
| Specification | Status | F_pvalue | Static TWFE | Dynamic TWFE | BJS / did2s | Sun–Abraham |
|---|---|---|---|---|---|---|
| S09-P001 | estimated | 0.07256 | -0.1993 | -0.2002 | -0.1416 | -0.2303 |
| S09-P002 | estimated | 0.6478 | -0.2471 | -0.5867 | -0.4411 | -0.3588 |
| S09-P003 | estimated | 0.6547 | -0.2593 | -0.2181 | -0.27 | -0.04367 |
| S09-P004 | estimated | 0.8118 | -0.2787 | -0.3244 | -0.185 | -0.5533 |
| S09-P005 | estimated | — | -0.728 | -0.7503 | -0.7872 | -0.7503 |
| S09-P006 | estimated | — | -0.08017 | -0.08658 | -0.2407 | -0.08658 |
| S09-P007 | estimated | 1.709e-05 | 0.458 | 0.5245 | 0.488 | 0.5367 |
Specifications
Open a specification for its estimates, event studies and homogeneity test. Plots display −10 through 10; JSON contains the full paths. Large-panel intervals are calculated over the displayed window.
S09-P001 · HHLT-T5-PA-C1-QUANTITY
Specification JSON · Configuration
HHLT-T5-PA-C1-QUANTITY
Source rows: 315,442; fitted rows: 205,126; units: 12,244; clusters: 1,028; treated cohorts: 4. Source outcome SD: 1.072208.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | -0.1993 | 0.067707 | -0.33216 | -0.06644 |
| Dynamic TWFE | -0.20016 | 0.090992 | -0.37871 | -0.021608 |
| BJS / did2s | -0.14156 | 0.02071 | -0.1822 | -0.10092 |
| Sun–Abraham | -0.23027 | 0.14468 | -0.51418 | 0.053639 |
Post-period weighting: observations. Homogeneity F(27, 190713) = 1.42; p = 0.07256.
S09-P002 · HHLT-T5-PA-C2-DISTANCE
Specification JSON · Configuration
HHLT-T5-PA-C2-DISTANCE
Source rows: 137,248; fitted rows: 90,618; units: 7,782; clusters: 936; treated cohorts: 2. Source outcome SD: 0.63696908.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | -0.24706 | 0.18793 | -0.61587 | 0.12175 |
| Dynamic TWFE | -0.58667 | 0.2144 | -1.0074 | -0.16591 |
| BJS / did2s | -0.44109 | 0.085702 | -0.60928 | -0.2729 |
| Sun–Abraham | -0.35878 | 0.092886 | -0.54107 | -0.17649 |
Post-period weighting: observations. Homogeneity F(8, 81513) = 0.7493; p = 0.6478.
S09-P003 · HHLT-T5-PA-C3-TIMESEA
Specification JSON · Configuration
HHLT-T5-PA-C3-TIMESEA
Source rows: 159,724; fitted rows: 103,870; units: 8,623; clusters: 947; treated cohorts: 3. Source outcome SD: 0.45123877.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | -0.25926 | 0.073944 | -0.40437 | -0.11414 |
| Dynamic TWFE | -0.21807 | 0.37474 | -0.95349 | 0.51736 |
| BJS / did2s | -0.27004 | 0.05824 | -0.38434 | -0.15575 |
| Sun–Abraham | -0.043665 | 0.15601 | -0.34983 | 0.2625 |
Post-period weighting: observations. Homogeneity F(16, 93836) = 0.8279; p = 0.6547.
S09-P004 · HHLT-T5-PB-C1-QUANTITY
Specification JSON · Configuration
HHLT-T5-PB-C1-QUANTITY
Source rows: 315,442; fitted rows: 218,915; units: 12,429; clusters: 1,030; treated cohorts: 2. Source outcome SD: 1.072208.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | -0.27866 | 0.058253 | -0.39297 | -0.16435 |
| Dynamic TWFE | -0.32444 | 0.092918 | -0.50677 | -0.14211 |
| BJS / did2s | -0.18504 | 0.012567 | -0.2097 | -0.16038 |
| Sun–Abraham | -0.55334 | 0.041481 | -0.63474 | -0.47194 |
Post-period weighting: observations. Homogeneity F(2, 204574) = 0.2085; p = 0.8118.
S09-P005 · HHLT-T5-PB-C2-DISTANCE
Specification JSON · Configuration
HHLT-T5-PB-C2-DISTANCE
Source rows: 137,248; fitted rows: 96,966; units: 7,939; clusters: 942; treated cohorts: 1. Source outcome SD: 0.63696908.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | -0.72798 | 0.26922 | -1.2563 | -0.19964 |
| Dynamic TWFE | -0.75025 | 0.16707 | -1.0781 | -0.42239 |
| BJS / did2s | -0.78716 | 0.081683 | -0.94746 | -0.62686 |
| Sun–Abraham | -0.75025 | 0.16707 | -1.0781 | -0.42239 |
Post-period weighting: observations. Homogeneity F(—, —) = —; p = —.
Only one treated cohort remains on the common supported sample.
S09-P006 · HHLT-T5-PB-C3-TIMESEA
Specification JSON · Configuration
HHLT-T5-PB-C3-TIMESEA
Source rows: 159,724; fitted rows: 110,998; units: 8,784; clusters: 951; treated cohorts: 1. Source outcome SD: 0.45123877.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | -0.080173 | 0.38335 | -0.83248 | 0.67213 |
| Dynamic TWFE | -0.086585 | 0.36856 | -0.80988 | 0.63671 |
| BJS / did2s | -0.2407 | 0.1304 | -0.4966 | 0.015202 |
| Sun–Abraham | -0.086585 | 0.36856 | -0.80988 | 0.63671 |
Post-period weighting: observations. Homogeneity F(—, —) = —; p = —.
Only one treated cohort remains on the common supported sample.
S09-P007 · HHLT-T5-PC-C1-TRIPS · homogeneity rejected
Specification JSON · Configuration
HHLT-T5-PC-C1-TRIPS
Source rows: 12,911; fitted rows: 9,742; units: 820; clusters: 820; treated cohorts: 10. Source outcome SD: 0.62247678.
| method | estimate | se | lower | upper |
|---|---|---|---|---|
| Static TWFE | 0.45798 | 0.086555 | 0.28808 | 0.62788 |
| Dynamic TWFE | 0.52454 | 0.1245 | 0.28016 | 0.76893 |
| BJS / did2s | 0.48804 | 0.10011 | 0.29154 | 0.68454 |
| Sun–Abraham | 0.53673 | 0.099792 | 0.34085 | 0.73261 |
Post-period weighting: observations. Homogeneity F(64, 8761) = 1.913; p = 1.709e-05.
Reproduce
Code, configurations and environments · Generic Quarto template · Editable Jot template. Source datasets remain local. Run python templates/full_archive/run_archive.py, then python templates/full_archive/build_collection.py.