Datasets:
Tasks:
Tabular Classification
Formats:
parquet
Languages:
English
Size:
< 1K
Tags:
economics
quantitative-finance
causal-inference
macroeconomics
housing-economics
market-microstructure
License:
| { | |
| "all_treated_budget_scale": 1.0, | |
| "analysis_rows": 192, | |
| "analysis_share": 1.0, | |
| "assignment_seed": 202503, | |
| "budget": 5000.0, | |
| "budget_feasible": true, | |
| "budget_scale": 1.0, | |
| "config": { | |
| "base_demand": 2.8677823154776916, | |
| "base_fare": 22.475, | |
| "base_supply": 2.222531294495211, | |
| "base_wait_minutes": 5.0, | |
| "budget": 5000.0, | |
| "capacity_per_driver": 1.35, | |
| "demand_noise_sd": 0.06, | |
| "design": { | |
| "budget": 5000.0, | |
| "cluster_size": 2, | |
| "n_clusters": 2, | |
| "name": "geo_cluster", | |
| "seed": 202503, | |
| "treatment_duration": 4, | |
| "treatment_probability": 0.5, | |
| "treatment_saturation": 1.0, | |
| "washout_periods": 0 | |
| }, | |
| "direct_demand_effect": 0.16, | |
| "direct_supply_effect": 0.1, | |
| "discount_rate": 0.1, | |
| "driver_mobility": 0.06, | |
| "incentive_per_driver": 1.5, | |
| "individuals_per_cell": 100, | |
| "matching_efficiency": 0.94, | |
| "n_periods": 48, | |
| "n_zones": 4, | |
| "operating_cost_per_trip": 8.0, | |
| "periods_per_day": 24, | |
| "persistence": 0.25, | |
| "reference_incentive_per_driver": 1.5, | |
| "rider_substitution": 0.04, | |
| "rider_value": 28.0, | |
| "seed": 202503, | |
| "spillover_strength": 0.15, | |
| "supply_noise_sd": 0.05, | |
| "time_pattern_strength": 0.22, | |
| "treatment_version": "bundled", | |
| "wait_disutility_per_minute": 0.25, | |
| "zone_heterogeneity_sd": 0.12 | |
| }, | |
| "design": "geo_cluster", | |
| "driver_incentive_response_scale": 1.0, | |
| "estimation_population_id": "full_horizon", | |
| "evidence_type": "semi_synthetic_known_ground_truth", | |
| "exposure_mapping": "row-normalized ring adjacency", | |
| "full_policy_spend": 1826.7715877060323, | |
| "ground_truth": { | |
| "all_treated_market_total_effect": 0.6197162193591356, | |
| "analysis_horizon_cumulative_effect": 118.98551411695404, | |
| "analysis_population_controlled_zone_direct_effect": 0.45825276469632636, | |
| "analysis_population_market_total_effect": 0.6197162193591356, | |
| "analysis_population_persistent_effect": 0.16772801805209328, | |
| "analysis_population_short_run_effect": 0.45198820130704237, | |
| "analysis_population_spillover_effect": 0.12081058552246828, | |
| "analysis_rows": 192.0, | |
| "analysis_share": 1.0, | |
| "assignment_first_stage": null, | |
| "average_treatment_effect": 0.6197162193591356, | |
| "controlled_zone_direct_effect": 0.45825276469632636, | |
| "cumulative_effect": 118.98551411695404, | |
| "direct_effect": null, | |
| "first_stage": null, | |
| "full_horizon_incremental_trips": 118.98551411695404, | |
| "full_horizon_incremental_welfare": 1885.077339926111, | |
| "full_horizon_market_total_effect": 0.6197162193591356, | |
| "full_policy_mean_exposure": 1.0, | |
| "full_policy_spend": 1826.7715877060323, | |
| "incremental_trips": 118.98551411695404, | |
| "incremental_trips_per_dollar": 0.06513431395458151, | |
| "incremental_welfare": 1885.077339926111, | |
| "incremental_welfare_per_dollar": 1.0319173741328527, | |
| "intent_to_treat": null, | |
| "itt_available": 0.0, | |
| "market_total_effect": 0.6197162193591356, | |
| "persistent_effect": 0.16772801805209328, | |
| "realized_schedule_assigned_mean_effect": 0.5180194764229592, | |
| "realized_schedule_cumulative_effect": 55.81395520453171, | |
| "realized_schedule_mean_effect": 0.29069768335693597, | |
| "realized_schedule_mechanism_direct_component": 0.15197658921616639, | |
| "realized_schedule_mechanism_spillover_component": 0.13872109414076964, | |
| "realized_schedule_persistent_component": 0.07617902718266502, | |
| "realized_schedule_short_run_component": 0.21451865617427102, | |
| "short_run_effect": 0.45198820130704237, | |
| "spillover_effect": 0.12081058552246828, | |
| "treatment_on_treated": null | |
| }, | |
| "ground_truth_availability": { | |
| "controlled_zone_direct_effect": { | |
| "available": true, | |
| "reason": null | |
| }, | |
| "direct_effect": { | |
| "available": false, | |
| "reason": "individual rider outcomes are not represented in the aggregate panel" | |
| }, | |
| "intent_to_treat": { | |
| "available": false, | |
| "reason": "assignment contrast differs from the structural full-policy contrast" | |
| } | |
| }, | |
| "ground_truth_definitions": { | |
| "analysis_population_market_total_effect": "the same policy contrast restricted to assignment-specific analysis_eligible rows", | |
| "controlled_zone_direct_effect": "unconstrained focal-zone saturation policy versus zone control with mapped neighbors at zero; the shared market budget is not re-scaled separately for each focal contrast", | |
| "direct_effect": "individual rider direct effect is unavailable in this aggregate zone-time simulator", | |
| "full_horizon_incremental_trips": "sum of all-zone policy versus zero effects over every configured zone-period", | |
| "full_policy_spend": "treatment spend for the feasible all-zone policy path", | |
| "intent_to_treat": "randomized-arm assignment contrast when no interference, carryover, or shared-budget coupling is configured; unavailable (NaN) otherwise", | |
| "market_total_effect": "all-zone treatment policy versus all-zero, averaged per zone-period over the fixed configured horizon", | |
| "persistent_effect": "all-zone total effect minus its no-persistence path", | |
| "short_run_effect": "all-zone policy with persistence disabled versus all-zero", | |
| "spillover_effect": "untreated focal zone with mapped neighbors treated at configured saturation versus all-zero; the shared market budget is not applied to this controlled exposure contrast", | |
| "true_effect_panel_column": "realized mixed-schedule effect versus all-zero" | |
| }, | |
| "itt_available": false, | |
| "n_periods": 48, | |
| "n_zones": 4, | |
| "realized_spend": 856.732542389379, | |
| "reference_incentive_per_driver": 1.5, | |
| "simulation_seed": 202503, | |
| "target_population_id": "all_4_zones_x_48_periods_equal_cell_weight", | |
| "treatment_version": "bundled", | |
| "treatment_version_description": "rider discount and driver incentive delivered at one common intensity", | |
| "treatment_version_limitation": "each experiment has one selected treatment version; simultaneous factorial rider-versus-driver arms require separate randomized assignments" | |
| } | |