{ "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": {}, "allow_repeated_cells": true, "time_fe": null, "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s02-p014", "specification_id": "S02-P014", "source_specification_id": "AM005-P2587-T2-DSALES-QP-M1", "study_id": 2, "study": "Do Powerful Politicians Really Cause Corporate Downsizing?", "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204", "description": "AM005-P2587-T2-DSALES-QP-M1", "data": "analyses/full-archive/prepared/S02-P014.parquet", "output_dir": "analyses/full-archive/results/S02-P014" }, "source": { "file": "S02-P014.parquet", "bytes": 2114636, "sha256": "726be300cb1dc5d8010ea8437f6ddb03a90a066b803a148c0bc5a4a9becd12de" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 181489, "source_sd": 0.44138795731535097, "rows": 171347, "units": 15459, "clusters": 2028, "treated_units": 880, "never_treated_units": 14579, "treated_cohorts": 8, "latest_cohort_control_index": null, "unique_unit_period_cells": 171059, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 326, "post_adoption_untreated_rows_removed": 6925, "units_without_minus_one_removed": 19, "additional_rows_removed": 1919 }, "estimates": [ { "method": "Static TWFE", "estimate": -0.08296560274959391, "se": 0.04480111686807485, "pvalue": 0.06419058960422154, "lower": -0.17082664143155918, "upper": 0.004895435932371364 }, { "method": "Dynamic TWFE", "estimate": 0.04159920390949166, "se": 0.054027653176894556, "pvalue": 0.441412549507668, "lower": -0.06435631812914713, "upper": 0.14755472594813043 }, { "method": "BJS / did2s", "estimate": -0.1009102811780779, "se": 0.04885147205634503, "pvalue": 0.03898791090446736, "lower": -0.1967146132140956, "upper": -0.0051059491420601955 }, { "method": "Sun\u2013Abraham", "estimate": 0.04343236573361355, "se": 0.015365335598963316, "pvalue": 0.004749970106958353, "lower": 0.013298868182709627, "upper": 0.07356586328451747 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -31, "estimate": -0.006211558149077138, "se": 0.0956849293710766, "pvalue": 0.948246656236141, "lower": -0.19386262286492276, "upper": 0.18143950656676847 }, { "event_time": -30, "estimate": 0.02065347177746066, "se": 0.09438188933590765, "pvalue": 0.8268054730233383, "lower": -0.16444215550875, "upper": 0.2057490990636713 }, { "event_time": -29, "estimate": -0.14666350465207287, "se": 0.09394777826625272, "pvalue": 0.11865217303527913, "lower": -0.3309077815222764, "upper": 0.03758077221813064 }, { "event_time": -28, "estimate": -0.1326741526214172, "se": 0.09384469017527067, "pvalue": 0.15758505227557645, "lower": -0.3167162598275006, "upper": 0.0513679545846662 }, { "event_time": -27, "estimate": -0.14512392688839473, "se": 0.09385897272554175, "pvalue": 0.1222144761090571, "lower": -0.3291940441038165, "upper": 0.038946190327027036 }, { "event_time": -26, "estimate": -0.17834064162694746, "se": 0.06269472435729588, "pvalue": 0.004491528690943549, "lower": -0.3012934603732321, "upper": -0.05538782288066278 }, { "event_time": -25, "estimate": 0.2661947407536421, "se": 0.07594082960826881, "pvalue": 0.0004660172959215471, "lower": 0.11726452128165255, "upper": 0.4151249602256316 }, { "event_time": -24, "estimate": -0.06368823293114123, "se": 0.08607215756435202, "pvalue": 0.45942208590894096, "lower": -0.23248735433408732, "upper": 0.10511088847180486 }, { "event_time": -23, "estimate": 0.014705244520841845, "se": 0.06498365255335047, "pvalue": 0.8209975689265759, "lower": -0.11273647144124196, "upper": 0.14214696048292566 }, { "event_time": -22, "estimate": 0.0927820866261768, "se": 0.06219416595652866, "pvalue": 0.13590369326017504, "lower": -0.0291890695168764, "upper": 0.21475324276923002 }, { "event_time": -21, "estimate": 0.05910314621542338, "se": 0.06267835813502941, "pvalue": 0.34581404831091017, "lower": -0.06381757615942782, "upper": 0.18202386859027458 }, { "event_time": -20, "estimate": -0.005263624581600634, "se": 0.06143092571885601, "pvalue": 0.9317263794247466, "lower": -0.12573796357513373, "upper": 0.11521071441193245 }, { "event_time": -19, "estimate": 0.0502478504182731, "se": 0.06254083285260209, "pvalue": 0.4218142627755673, "lower": -0.07240316631074173, "upper": 0.17289886714728794 }, { "event_time": -18, "estimate": 0.06367604496426846, "se": 0.07151390866842257, "pvalue": 0.37335635418858387, "lower": -0.07657238487548537, "upper": 0.2039244748040223 }, { "event_time": -17, "estimate": 0.10198342006554367, "se": 0.0557556728181929, "pvalue": 0.06752954021257179, "lower": -0.0073609817859441595, "upper": 0.2113278219170315 }, { "event_time": -16, "estimate": 0.051668624426081604, "se": 0.06562853274139714, "pvalue": 0.43120472809317506, "lower": -0.07703778864866676, "upper": 0.18037503750082998 }, { "event_time": -15, "estimate": 0.08314335377850027, "se": 0.060000939730693786, "pvalue": 0.16599070310210903, "lower": -0.03452658963287447, "upper": 0.200813297189875 }, { "event_time": -14, "estimate": 0.07167542353032809, "se": 0.054320624566166, "pvalue": 0.18715496466634846, "lower": -0.034854654956117254, "upper": 0.17820550201677343 }, { "event_time": -13, "estimate": 0.12193633770898546, "se": 0.0539422621394434, "pvalue": 0.023896072899992352, "lower": 0.016148279023251055, "upper": 0.22772439639471986 }, { "event_time": -12, "estimate": 0.20331171162907108, "se": 0.08698160633319928, "pvalue": 0.01951472519426303, "lower": 0.03272903840766808, "upper": 0.3738943848504741 }, { "event_time": -11, "estimate": 0.16691648575367057, "se": 0.09912239778710423, "pvalue": 0.09234661660661515, "lower": -0.02747591861131793, "upper": 0.3613088901186591 }, { "event_time": -10, "estimate": 0.09326644215585628, "se": 0.05302089405276371, "pvalue": 0.07871975429858441, "lower": -0.010714689319950038, "upper": 0.1972475736316626 }, { "event_time": -9, "estimate": 0.16514780227865697, "se": 0.05898871965358022, "pvalue": 0.005164263488115017, "lower": 0.04946295909618549, "upper": 0.28083264546112846 }, { "event_time": -8, "estimate": 0.07121961953140157, "se": 0.06485800591738711, "pvalue": 0.2722976837992421, "lower": -0.05597568641427253, "upper": 0.19841492547707568 }, { "event_time": -7, "estimate": 0.22526805661445895, "se": 0.06992215877540262, "pvalue": 0.0012945364077068093, "lower": 0.08814126321369084, "upper": 0.3623948500152271 }, { "event_time": -6, "estimate": 0.29947875550961667, "se": 0.05132528330780951, "pvalue": 6.250262724006501e-09, "lower": 0.19882294562547223, "upper": 0.40013456539376113 }, { "event_time": -5, "estimate": 0.26364955422884134, "se": 0.07293281230499467, "pvalue": 0.00030771876130999, "lower": 0.12061846279460214, "upper": 0.40668064566308054 }, { "event_time": -4, "estimate": 0.21386632401318903, "se": 0.05077666582830977, "pvalue": 2.6431984695935354e-05, "lower": 0.11428642707402473, "upper": 0.3134462209523533 }, { "event_time": -3, "estimate": 0.09554633150509988, "se": 0.08263333984952763, "pvalue": 0.24770758884831834, "lower": -0.06650880409159692, "upper": 0.25760146710179666 }, { "event_time": -2, "estimate": 0.047321539939111285, "se": 0.06123895577816483, "pvalue": 0.4397687849799845, "lower": -0.0727763200832723, "upper": 0.16741939996149485 }, { "event_time": 0, "estimate": -0.10644217993182079, "se": 0.14203566416278623, "pvalue": 0.4537003400646816, "lower": -0.3849932932885054, "upper": 0.1721089334248638 }, { "event_time": 1, "estimate": 0.019449519236446864, "se": 0.060837012494830166, "pvalue": 0.7492296240575145, "lower": -0.09986007574180814, "upper": 0.13875911421470186 }, { "event_time": 2, "estimate": 0.06293539077717418, "se": 0.04600630739531184, "pvalue": 0.17147212502999012, "lower": -0.02728918923891717, "upper": 0.15315997079326554 }, { "event_time": 3, "estimate": 0.07926511882123587, "se": 0.07299088954355894, "pvalue": 0.27762622673366005, "lower": -0.06387986991871254, "upper": 0.2224101075611843 }, { "event_time": 4, "estimate": 0.14729397781926107, "se": 0.08359815178877385, "pvalue": 0.07823207182167691, "lower": -0.01665328424750906, "upper": 0.3112412398860312 }, { "event_time": 5, "estimate": 0.1038350906677309, "se": 0.04692393442533349, "pvalue": 0.027019830345579983, "lower": 0.011810920158890015, "upper": 0.1958592611765718 } ], "BJS / did2s": [ { "event_time": -31, "estimate": -0.09176507819085344, "se": 0.0655162088385552, "pvalue": 0.1614727323440558, "lower": -0.22025120892751712, "upper": 0.036721052545810234 }, { "event_time": -30, "estimate": -0.06625814785577891, "se": 0.06455068206334268, "pvalue": 0.3048012613521792, "lower": -0.19285075023253084, "upper": 0.060334454520973024 }, { "event_time": -29, "estimate": -0.2325324457423088, "se": 0.06417414443803063, "pvalue": 0.00029784509709662943, "lower": -0.35838660700027847, "upper": -0.10667828448433916 }, { "event_time": -28, "estimate": -0.21598317318220187, "se": 0.06433850023530528, "pvalue": 0.0008025417337864199, "lower": -0.34215965834795437, "upper": -0.08980668801644939 }, { "event_time": -27, "estimate": -0.23405629677467665, "se": 0.06437358984861423, "pvalue": 0.00028391484035325955, "lower": -0.3603015974095022, "upper": -0.10781099613985112 }, { "event_time": -26, "estimate": -0.2476843211062608, "se": 0.02841325612641475, "pvalue": 5.8181392244421835e-18, "lower": -0.3034065523835452, "upper": -0.19196208982897642 }, { "event_time": -25, "estimate": 0.1946100793112376, "se": 0.05072684164704212, "pvalue": 0.00012865292414626422, "lower": 0.09512789431819609, "upper": 0.29409226430427915 }, { "event_time": -24, "estimate": -0.1313365054947754, "se": 0.0545023103959672, "pvalue": 0.016052402727930647, "lower": -0.23822289442247904, "upper": -0.024450116567071772 }, { "event_time": -23, "estimate": -0.06546774207881018, "se": 0.02331932515678394, "pvalue": 0.0050413971181738635, "lower": -0.11120008700384332, "upper": -0.019735397153777035 }, { "event_time": -22, "estimate": 0.009705013742814373, "se": 0.018749122805752923, "pvalue": 0.6047764546581543, "lower": -0.027064547358530595, "upper": 0.04647457484415934 }, { "event_time": -21, "estimate": -0.023906451780516414, "se": 0.02001619783515525, "pvalue": 0.23247875861040124, "lower": -0.06316091807962892, "upper": 0.015348014518596093 }, { "event_time": -20, "estimate": -0.08693103944306435, "se": 0.019195666027601806, "pvalue": 6.280157005636519e-06, "lower": -0.1245763320893073, "upper": -0.049285746796821406 }, { "event_time": -19, "estimate": -0.03787665834485954, "se": 0.01999935626366983, "pvalue": 0.0583813557292846, "lower": -0.07709809604854431, "upper": 0.0013447793588252446 }, { "event_time": -18, "estimate": -0.027124623465691732, "se": 0.03672721444579422, "pvalue": 0.46027010895195863, "lower": -0.09915164945714049, "upper": 0.044902402525757015 }, { "event_time": -17, "estimate": 0.0037886509161154653, "se": 0.016384634642280363, "pvalue": 0.8171579524927003, "lower": -0.02834382967213294, "upper": 0.03592113150436387 }, { "event_time": -16, "estimate": -0.047342123804329006, "se": 0.025455054825871078, "pvalue": 0.06305407461598764, "lower": -0.09726292295077026, "upper": 0.002578675342112244 }, { "event_time": -15, "estimate": -0.021930491537259716, "se": 0.019651398054304568, "pvalue": 0.26456462037376827, "lower": -0.06046953621528013, "upper": 0.016608553140760703 }, { "event_time": -14, "estimate": -0.028424649073466833, "se": 0.013811381056924935, "pvalue": 0.03971198181325804, "lower": -0.05551063197132999, "upper": -0.0013386661756036727 }, { "event_time": -13, "estimate": 0.009519482258950787, "se": 0.023392865484676208, "pvalue": 0.6840953487738652, "lower": -0.03635708517760263, "upper": 0.055396049695504206 }, { "event_time": -12, "estimate": 0.08145060357894535, "se": 0.05547447069949084, "pvalue": 0.14219044512112164, "lower": -0.027342322953266718, "upper": 0.1902435301111574 }, { "event_time": -11, "estimate": 0.04251754814174844, "se": 0.06989019037561989, "pvalue": 0.5430249405368268, "lower": -0.09454655091105996, "upper": 0.17958164719455683 }, { "event_time": -10, "estimate": -0.02817181321657198, "se": 0.017195098681756928, "pvalue": 0.10150119445854942, "lower": -0.061893723205263186, "upper": 0.005550096772119227 }, { "event_time": -9, "estimate": 0.042988202430012314, "se": 0.03338730245635767, "pvalue": 0.19804566250716052, "lower": -0.02248880523572467, "upper": 0.1084652100957493 }, { "event_time": -8, "estimate": -0.04116679729012901, "se": 0.0338556249722224, "pvalue": 0.22414499158843235, "lower": -0.1075622486367053, "upper": 0.02522865405644728 }, { "event_time": -7, "estimate": 0.10508298015915998, "se": 0.04279013930414729, "pvalue": 0.014141480647430683, "lower": 0.021165739977868026, "upper": 0.18900022034045194 }, { "event_time": -6, "estimate": 0.15065640273036243, "se": 0.027842822008250067, "pvalue": 7.010248409314743e-08, "lower": 0.0960528697718982, "upper": 0.20525993568882667 }, { "event_time": -5, "estimate": 0.11367231776521539, "se": 0.051838117880746444, "pvalue": 0.028432720688774747, "lower": 0.012010770046834748, "upper": 0.215333865483596 }, { "event_time": -4, "estimate": 0.06690375141514653, "se": 0.032834221524994316, "pvalue": 0.04171730917561797, "lower": 0.002511410126095362, "upper": 0.13129609270419768 }, { "event_time": -3, "estimate": -0.04504486049076573, "se": 0.07066229583551961, "pvalue": 0.5238928894516427, "lower": -0.18362316259075634, "upper": 0.09353344160922489 }, { "event_time": -2, "estimate": -0.09611340256103851, "se": 0.057930758103757925, "pvalue": 0.09724866848688107, "lower": -0.2097234403111658, "upper": 0.017496635189088783 }, { "event_time": -1, "estimate": -0.13652985848356922, "se": 0.056281789108418925, "pvalue": 0.015360338094920907, "lower": -0.24690604541003364, "upper": -0.02615367155710481 }, { "event_time": 0, "estimate": -0.26005681986368057, "se": 0.1745135383910225, "pvalue": 0.13633214085089243, "lower": -0.6023014293507818, "upper": 0.0821877896234206 }, { "event_time": 1, "estimate": -0.13561297770904782, "se": 0.07471460402338087, "pvalue": 0.06965935711115569, "lower": -0.28213840325895934, "upper": 0.010912447840863676 }, { "event_time": 2, "estimate": -0.09171081465743867, "se": 0.042169689076626285, "pvalue": 0.029760071325562732, "lower": -0.174411268176894, "upper": -0.009010361137983341 }, { "event_time": 3, "estimate": -0.05734576891998747, "se": 0.054476743274216415, "pvalue": 0.2926199556962071, "lower": -0.164182017270175, "upper": 0.04949047943020005 }, { "event_time": 4, "estimate": 0.025018898364120235, "se": 0.0681693079069296, "pvalue": 0.7136489856286393, "lower": -0.10867031783489804, "upper": 0.15870811456313852 }, { "event_time": 5, "estimate": -0.019308169021101256, "se": 0.03657846185504433, "pvalue": 0.5976569014459602, "lower": -0.091043471099318, "upper": 0.05242713305711548 } ], "Sun\u2013Abraham": [ { "event_time": -31, "estimate": -0.2009221991852997, "se": 0.19050163631803915, "pvalue": 0.2916879516504011, "lower": -0.5745216272264371, "upper": 0.17267722885583775 }, { "event_time": -30, "estimate": -0.16908236207674707, "se": 0.18979127260467368, "pvalue": 0.3730961342115343, "lower": -0.5412886709712781, "upper": 0.20312394681778392 }, { "event_time": -29, "estimate": -0.3366247943187066, "se": 0.18964689693275502, "pvalue": 0.0760465730429891, "lower": -0.7085479630287521, "upper": 0.03529837439133893 }, { "event_time": -28, "estimate": -0.325118646054712, "se": 0.18963138481403027, "pvalue": 0.08659402056296574, "lower": -0.6970113934056801, "upper": 0.04677410129625609 }, { "event_time": -27, "estimate": -0.33962507000401376, "se": 0.18966241562351574, "pvalue": 0.07349351761487546, "lower": -0.7115786729617866, "upper": 0.03232853295375909 }, { "event_time": -26, "estimate": -0.22731615126353397, "se": 0.09982619722168143, "pvalue": 0.022882883008391287, "lower": -0.4230888013381958, "upper": -0.03154350118887214 }, { "event_time": -25, "estimate": 0.22512510536594332, "se": 0.09798750524025417, "pvalue": 0.021692400766191732, "lower": 0.03295837850476102, "upper": 0.4172918322271256 }, { "event_time": -24, "estimate": -0.13190020778422712, "se": 0.05030451651912339, "pvalue": 0.00880606191366835, "lower": -0.2305541561842011, "upper": -0.033246259384253116 }, { "event_time": -23, "estimate": -0.07550547910694808, "se": 0.039006810364434694, "pvalue": 0.05304336929193813, "lower": -0.15200310045825594, "upper": 0.00099214224435977 }, { "event_time": -22, "estimate": 0.003679295195861422, "se": 0.036311680304077526, "pvalue": 0.9193021823125687, "lower": -0.06753281224329863, "upper": 0.07489140263502148 }, { "event_time": -21, "estimate": -0.02979394704794839, "se": 0.035724520148182955, "pvalue": 0.4043840280805557, "lower": -0.09985455415015315, "upper": 0.04026666005425638 }, { "event_time": -20, "estimate": -0.09644829731431658, "se": 0.03513998582192283, "pvalue": 0.006110262351372205, "lower": -0.16536255368598687, "upper": -0.027534040942646276 }, { "event_time": -19, "estimate": -0.04301033623452585, "se": 0.0369165829190794, "pvalue": 0.244128481697521, "lower": -0.11540873936832236, "upper": 0.02938806689927065 }, { "event_time": -18, "estimate": -0.002090975813424856, "se": 0.033090611492125215, "pvalue": 0.9496219175042606, "lower": -0.06698613244268482, "upper": 0.06280418081583512 }, { "event_time": -17, "estimate": 0.07691651085232198, "se": 0.030594021973047156, "pvalue": 0.012010479344663769, "lower": 0.016917503329224516, "upper": 0.13691551837541946 }, { "event_time": -16, "estimate": 0.025973216278710614, "se": 0.029365978877007114, "pvalue": 0.37654948818101647, "lower": -0.03161743293756121, "upper": 0.08356386549498243 }, { "event_time": -15, "estimate": 0.0663846740245779, "se": 0.027810449983241874, "pvalue": 0.017075799683992452, "lower": 0.011844626977633096, "upper": 0.1209247210715227 }, { "event_time": -14, "estimate": 0.058934431259477324, "se": 0.027677032217072583, "pvalue": 0.03334449486248591, "lower": 0.004656034464439851, "upper": 0.1132128280545148 }, { "event_time": -13, "estimate": 0.11611007667242844, "se": 0.027758826351229917, "pvalue": 3.0019531625078857e-05, "lower": 0.06167127053745604, "upper": 0.17054888280740083 }, { "event_time": -12, "estimate": 0.1972041259629289, "se": 0.029157390478793985, "pvalue": 1.7570259654778112e-11, "lower": 0.1400225467566298, "upper": 0.254385705169228 }, { "event_time": -11, "estimate": 0.16528185408512439, "se": 0.02900931239218264, "pvalue": 1.3931364581835469e-08, "lower": 0.10839067599837823, "upper": 0.22217303217187054 }, { "event_time": -10, "estimate": 0.08925440856409436, "se": 0.027092278439618242, "pvalue": 0.0010030976889031974, "lower": 0.036122792873010845, "upper": 0.14238602425517788 }, { "event_time": -9, "estimate": 0.15784013835618563, "se": 0.029619063115385705, "pvalue": 1.0972970652909506e-07, "lower": 0.0997531567800877, "upper": 0.21592711993228356 }, { "event_time": -8, "estimate": 0.06408319594238322, "se": 0.026794749266433743, "pvalue": 0.016864284676608186, "lower": 0.01153507512869649, "upper": 0.11663131675606996 }, { "event_time": -7, "estimate": 0.21716018008289295, "se": 0.020257603189560335, "pvalue": 4.0529722425432783e-26, "lower": 0.1774322852921677, "upper": 0.2568880748736182 }, { "event_time": -6, "estimate": 0.2783897001502508, "se": 0.026898045516175414, "pvalue": 1.688300740851727e-24, "lower": 0.22563900144501325, "upper": 0.3311403988554883 }, { "event_time": -5, "estimate": 0.254659718284194, "se": 0.02921768889233527, "pvalue": 5.881194978225246e-18, "lower": 0.19735988574817964, "upper": 0.3119595508202083 }, { "event_time": -4, "estimate": 0.21183770691348977, "se": 0.02017634460719038, "pvalue": 3.795404581024358e-25, "lower": 0.1722691711733407, "upper": 0.25140624265363887 }, { "event_time": -3, "estimate": 0.10135154870759017, "se": 0.02240962201246447, "pvalue": 6.459080124171287e-06, "lower": 0.05740325446565761, "upper": 0.14529984294952272 }, { "event_time": -2, "estimate": 0.04971798735586111, "se": 0.01978174604924368, "pvalue": 0.012036851811970397, "lower": 0.010923312661759041, "upper": 0.08851266204996318 }, { "event_time": 0, "estimate": -0.1090516328977979, "se": 0.01814287619229202, "pvalue": 2.184616140957792e-09, "lower": -0.1446322625420779, "upper": -0.07347100325351791 }, { "event_time": 1, "estimate": 0.015883150457224847, "se": 0.022314603401212687, "pvalue": 0.47668120521818086, "lower": -0.027878799459781993, "upper": 0.05964510037423169 }, { "event_time": 2, "estimate": 0.0634625521932901, "se": 0.01819806990717323, "pvalue": 0.0004982783662209312, "lower": 0.0277736802225418, "upper": 0.0991514241640384 }, { "event_time": 3, "estimate": 0.08715548374549123, "se": 0.01876399882179951, "pvalue": 3.622109660317679e-06, "lower": 0.05035674876829956, "upper": 0.12395421872268289 }, { "event_time": 4, "estimate": 0.15370221456137442, "se": 0.0204697152227948, "pvalue": 8.89172386096738e-14, "lower": 0.11355833943668112, "upper": 0.19384608968606773 }, { "event_time": 5, "estimate": 0.10902614863896509, "se": 0.020036929892021813, "pvalue": 5.930681569326455e-08, "lower": 0.06973102397734628, "upper": 0.14832127330058392 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0 ], "weights": [ 0.2012735956333864, 0.18262451671594268, 0.17102569934045941, 0.15919945417329998, 0.14737320900614054, 0.138503525130771 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17, "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17, "saturated_vs_deviations_relative_rss_difference": 4.753498317753396e-12 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 2.4104628443384244, "df_num": 29, "df_den": 155669, "pvalue": 3.1353089477552046e-05, "log10_pvalue": -4.503719658120532, "inference": "Homoskedastic nested-model F", "observations": 171347, "design_columns": 179, "restricted_design_columns": 150, "fixed_effect_rank": 15499, "covariance_rank": 29, "rss_unrestricted": 125556.42419065305, "rss_restricted": 125612.80551105729, "test_horizon": null, "reference_cohort": 3, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-31.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-30.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-29.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-28.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-27.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-26.0]" ], "data": [ [ -4.242306832488535e-06, -4.275792545654818e-06, -4.426599379389857e-06, -4.488119160171868e-06, -4.755895947607983e-06, -2.255570811428626e-05 ], [ -3.0180781193514017e-06, -3.041203387573778e-06, -3.1646002590510324e-06, -3.204553541737368e-06, -3.4081664185429585e-06, -1.5279557385063168e-05 ], [ -1.7409097189471775e-06, -1.7717707129984521e-06, -1.878995489137037e-06, -1.9184116178858785e-06, -2.049761391062637e-06, -7.716838124096052e-06 ], [ -8.651135638530409e-07, -8.83041135300098e-07, -9.483052947931638e-07, -9.834870796331843e-07, -1.059753036600816e-06, -2.442818171741199e-06 ], [ -1.767851558250745e-07, -2.0045163821728816e-07, -2.5580672061614127e-07, -2.9765073002099474e-07, -3.642344854698592e-07, 1.5717654869927233e-06 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33" ], "deviations": [ { "event_time": -16.0, "cohort": 17, "estimate": -2.7494550329895717 }, { "event_time": -15.0, "cohort": 17, "estimate": 0.15144155724277153 }, { "event_time": -14.0, "cohort": 17, "estimate": 0.8201905224569364 }, { "event_time": -13.0, "cohort": 17, "estimate": 1.0601014171507201 }, { "event_time": -12.0, "cohort": 17, "estimate": 0.3843426967149739 }, { "event_time": -11.0, "cohort": 17, "estimate": 0.6871114992526655 }, { "event_time": -10.0, "cohort": 17, "estimate": 0.4627083664470033 }, { "event_time": -9.0, "cohort": 17, "estimate": 0.4395108512431084 }, { "event_time": -8.0, "cohort": 17, "estimate": 0.49461294176687 }, { "event_time": -7.0, "cohort": 17, "estimate": 0.7830681672324309 }, { "event_time": -6.0, "cohort": 17, "estimate": 0.9185172217560792 }, { "event_time": -5.0, "cohort": 17, "estimate": 0.7521848877813795 }, { "event_time": -4.0, "cohort": 17, "estimate": 0.10147639161683211 }, { "event_time": -3.0, "cohort": 17, "estimate": 0.4775382282226382 }, { "event_time": -2.0, "cohort": 17, "estimate": 0.5917458631576822 }, { "event_time": 0.0, "cohort": 17, "estimate": 0.4392416359816387 }, { "event_time": 1.0, "cohort": 17, "estimate": 0.2795751038608847 }, { "event_time": 2.0, "cohort": 17, "estimate": -0.013175536815008937 }, { "event_time": 3.0, "cohort": 17, "estimate": 0.1078238522080743 }, { "event_time": 4.0, "cohort": 17, "estimate": -0.03873933760643436 }, { "event_time": 5.0, "cohort": 17, "estimate": 0.08073578471735468 }, { "event_time": -18.0, "cohort": 19, "estimate": 0.6338850785418995 }, { "event_time": -17.0, "cohort": 19, "estimate": 0.6446017938399579 }, { "event_time": -16.0, "cohort": 19, "estimate": -2.590069309294384 }, { "event_time": -15.0, "cohort": 19, "estimate": 0.17075194585769268 }, { "event_time": -14.0, "cohort": 19, "estimate": 0.746027635915818 }, { "event_time": -13.0, "cohort": 19, "estimate": 0.7377665319575619 }, { "event_time": -12.0, "cohort": 19, "estimate": 0.32467429886575855 }, { "event_time": -11.0, "cohort": 19, "estimate": 0.6047994510319836 }, { "event_time": -10.0, "cohort": 19, "estimate": 0.32066939541242895 }, { "event_time": -9.0, "cohort": 19, "estimate": 0.23591218859945814 }, { "event_time": -8.0, "cohort": 19, "estimate": 0.1895617436074566 }, { "event_time": -7.0, "cohort": 19, "estimate": 0.5528308639135412 }, { "event_time": -6.0, "cohort": 19, "estimate": 0.7834792609295148 }, { "event_time": -5.0, "cohort": 19, "estimate": 0.8677346225165258 }, { "event_time": -4.0, "cohort": 19, "estimate": -0.018586084551349774 }, { "event_time": -3.0, "cohort": 19, "estimate": 0.27263225748829567 }, { "event_time": -2.0, "cohort": 19, "estimate": 0.3254103415948834 }, { "event_time": 0.0, "cohort": 19, "estimate": -0.43892237693815944 }, { "event_time": 1.0, "cohort": 19, "estimate": -0.24403701123254337 }, { "event_time": 2.0, "cohort": 19, "estimate": -0.06235876976129234 }, { "event_time": 3.0, "cohort": 19, "estimate": 0.2114844049645232 }, { "event_time": 4.0, "cohort": 19, "estimate": -0.06617621497503216 }, { "event_time": 5.0, "cohort": 19, "estimate": -0.23188558278427934 }, { "event_time": -5.0, "cohort": 20, "estimate": 4.1416512520716795 }, { "event_time": -4.0, "cohort": 20, "estimate": 4.5175347135939425 }, { "event_time": -3.0, "cohort": 20, "estimate": 0.5989278539785147 }, { "event_time": -2.0, "cohort": 20, "estimate": 0.6305842146069631 }, { "event_time": 0.0, "cohort": 20, "estimate": -0.11308948419773841 }, { "event_time": 1.0, "cohort": 20, "estimate": 6.178125604989145 }, { "event_time": 2.0, "cohort": 20, "estimate": 4.165809343052383 }, { "event_time": 3.0, "cohort": 20, "estimate": 1.201708928858098 }, { "event_time": 4.0, "cohort": 20, "estimate": 0.5307429192030922 }, { "event_time": -22.0, "cohort": 24, "estimate": -0.5396542768300587 }, { "event_time": -21.0, "cohort": 24, "estimate": -0.43679080251290836 }, { "event_time": -20.0, "cohort": 24, "estimate": -0.48985915171253513 }, { "event_time": -19.0, "cohort": 24, "estimate": -0.08507611264767792 }, { "event_time": -18.0, "cohort": 24, "estimate": 0.10491804654804318 }, { "event_time": -17.0, "cohort": 24, "estimate": 0.5118069083936942 }, { "event_time": -16.0, "cohort": 24, "estimate": -3.397906214322162 }, { "event_time": -15.0, "cohort": 24, "estimate": -0.4857121200713783 }, { "event_time": -14.0, "cohort": 24, "estimate": 0.2737369541100388 }, { "event_time": -13.0, "cohort": 24, "estimate": 0.25459120028472604 }, { "event_time": -12.0, "cohort": 24, "estimate": -0.3328554739169163 }, { "event_time": -11.0, "cohort": 24, "estimate": -0.4161229709804388 }, { "event_time": -10.0, "cohort": 24, "estimate": -0.1982000468848991 }, { "event_time": -9.0, "cohort": 24, "estimate": 0.4123195797603945 }, { "event_time": -8.0, "cohort": 24, "estimate": -0.7132377931082972 }, { "event_time": -7.0, "cohort": 24, "estimate": -0.30887083420388406 }, { "event_time": -6.0, "cohort": 24, "estimate": -0.003549584329025062 }, { "event_time": -5.0, "cohort": 24, "estimate": -0.5866416547578633 }, { "event_time": -4.0, "cohort": 24, "estimate": -0.9186680278478443 }, { "event_time": -3.0, "cohort": 24, "estimate": 0.07120807148732336 }, { "event_time": -2.0, "cohort": 24, "estimate": 0.20432348253953975 }, { "event_time": 0.0, "cohort": 24, "estimate": -1.1350559428461322 }, { "event_time": -24.0, "cohort": 25, "estimate": -0.17499896214724 }, { "event_time": -23.0, "cohort": 25, "estimate": 0.07601863367598577 }, { "event_time": -22.0, "cohort": 25, "estimate": 0.055205818883712066 }, { "event_time": -21.0, "cohort": 25, "estimate": -0.055937362232579335 }, { "event_time": -20.0, "cohort": 25, "estimate": -0.1476242776215303 }, { "event_time": -19.0, "cohort": 25, "estimate": 0.29053601042233634 }, { "event_time": -18.0, "cohort": 25, "estimate": 0.15224562144438192 }, { "event_time": -17.0, "cohort": 25, "estimate": 0.44929978816481164 }, { "event_time": -16.0, "cohort": 25, "estimate": -2.889199304171477 }, { "event_time": -15.0, "cohort": 25, "estimate": -0.09910828277824668 }, { "event_time": -14.0, "cohort": 25, "estimate": 0.5347547545631773 }, { "event_time": -13.0, "cohort": 25, "estimate": 0.5803858517351961 }, { "event_time": -12.0, "cohort": 25, "estimate": -0.06761866844099768 }, { "event_time": -11.0, "cohort": 25, "estimate": 0.18661806517472873 }, { "event_time": -10.0, "cohort": 25, "estimate": 0.11830934103171714 }, { "event_time": -9.0, "cohort": 25, "estimate": 0.12750248792565638 }, { "event_time": -8.0, "cohort": 25, "estimate": -0.11992656538878266 }, { "event_time": -7.0, "cohort": 25, "estimate": 0.22202792352495887 }, { "event_time": -6.0, "cohort": 25, "estimate": 0.5701963253902496 }, { "event_time": -5.0, "cohort": 25, "estimate": 0.505674714380173 }, { "event_time": -4.0, "cohort": 25, "estimate": -0.21642377392942969 }, { "event_time": -3.0, "cohort": 25, "estimate": 0.33097982509203183 }, { "event_time": -2.0, "cohort": 25, "estimate": 0.3279826286480334 }, { "event_time": 0.0, "cohort": 25, "estimate": -0.12323620437933026 }, { "event_time": 1.0, "cohort": 25, "estimate": -0.24781840784167997 }, { "event_time": 2.0, "cohort": 25, "estimate": -0.18512964483078032 }, { "event_time": 3.0, "cohort": 25, "estimate": -0.11380377132974359 }, { "event_time": 4.0, "cohort": 25, "estimate": -0.4316919894039861 }, { "event_time": 5.0, "cohort": 25, "estimate": -0.3634910216579974 }, { "event_time": -26.0, "cohort": 28, "estimate": 0.12374194972613506 }, { "event_time": -25.0, "cohort": 28, "estimate": -0.09237918473402018 }, { "event_time": -24.0, "cohort": 28, "estimate": 0.05342451959907457 }, { "event_time": -23.0, "cohort": 28, "estimate": 0.24112406736846137 }, { "event_time": -22.0, "cohort": 28, "estimate": 0.08116118924365245 }, { "event_time": -21.0, "cohort": 28, "estimate": 0.15962161899106658 }, { "event_time": -20.0, "cohort": 28, "estimate": -0.025728261874012837 }, { "event_time": -19.0, "cohort": 28, "estimate": 0.3645773670224767 }, { "event_time": -18.0, "cohort": 28, "estimate": 0.2657766299140262 }, { "event_time": -17.0, "cohort": 28, "estimate": 0.47196467845525714 }, { "event_time": -16.0, "cohort": 28, "estimate": -2.4415687506512516 }, { "event_time": -15.0, "cohort": 28, "estimate": 0.17415275062930824 }, { "event_time": -14.0, "cohort": 28, "estimate": 0.7891270351644256 }, { "event_time": -13.0, "cohort": 28, "estimate": 0.5991927494379525 }, { "event_time": -12.0, "cohort": 28, "estimate": -0.1832423508836779 }, { "event_time": -11.0, "cohort": 28, "estimate": 0.6009276928853481 }, { "event_time": -10.0, "cohort": 28, "estimate": 0.14012586601773674 }, { "event_time": -9.0, "cohort": 28, "estimate": -0.16168345800207728 }, { "event_time": -8.0, "cohort": 28, "estimate": -0.09216178017752619 }, { "event_time": -7.0, "cohort": 28, "estimate": 0.06893447240451916 }, { "event_time": -6.0, "cohort": 28, "estimate": 0.5671861895010617 }, { "event_time": -5.0, "cohort": 28, "estimate": 0.49958566588187403 }, { "event_time": -4.0, "cohort": 28, "estimate": 0.11929015969886261 }, { "event_time": -3.0, "cohort": 28, "estimate": 0.2140063526709218 }, { "event_time": -2.0, "cohort": 28, "estimate": 0.5110961493192521 }, { "event_time": 0.0, "cohort": 28, "estimate": -0.06872431340643909 }, { "event_time": 1.0, "cohort": 28, "estimate": -0.20421803967168844 }, { "event_time": 2.0, "cohort": 28, "estimate": -0.18354208052360171 }, { "event_time": 3.0, "cohort": 28, "estimate": -0.08324941946300655 }, { "event_time": 4.0, "cohort": 28, "estimate": -0.4664606524929298 }, { "event_time": 5.0, "cohort": 28, "estimate": -0.5631365734809035 }, { "event_time": -16.0, "cohort": 33, "estimate": -3.231544741778039 }, { "event_time": -2.0, "cohort": 33, "estimate": 0.7470027691645751 }, { "event_time": 0.0, "cohort": 33, "estimate": 0.3550582640354517 }, { "event_time": 1.0, "cohort": 33, "estimate": 0.18362389359351713 }, { "event_time": 2.0, "cohort": 33, "estimate": -0.4704012513853475 }, { "event_time": 3.0, "cohort": 33, "estimate": -0.3009527020560916 }, { "event_time": 4.0, "cohort": 33, "estimate": -0.09098642803576076 }, { "event_time": 5.0, "cohort": 33, "estimate": -0.20508341633506044 } ] } } }, "code_sha256": { "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0", "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909", "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3", "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2", "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec" } }