OBSERVED. Observed elapsed time, simulated service assumptions and business outcomes are distinct. This report does not assess individual employees or calculate monetary savings.
BPI Challenge2019 · public Purchase-to-Pay log · Boudewijn van Dongen · 4TU.ResearchData · version1 · CC BY4.0. Original input:728,558,522bytes, checked against official MD5.
Full official BPI2019 XES is parsed using defusedxml streaming, with original MD5/size checked against4TU metadata. Required fields are validated; UTC timestamps are integer microseconds. Exact full-attribute duplicate candidates remain in the original analysis because no unique event identifier establishes erroneous duplication. Stable timestamp/source order constructs traces, category-specific DFG and variants. Durations are elapsed first-to-last observations, not processing/waiting time. A strict2018sensitivity excludes entire out-of-window cases separately. Repeated activities and Change/Cancel prefixes are descriptive proxies, not proven waste. No monetary costs or individual productivity are inferred.
Acquisition: 2026-11-06T11:24:17.701083+00:00 · Execution: 2026-11-06T12:19:53.092290+00:00.
Complete computed result
{
"experiment": "OTE-001",
"title": "Enterprise Process Reconstruction",
"kind": "OBSERVED",
"method_version": "ote-discovery-1.0",
"dataset": {
"dataset": "BPI Challenge2019",
"doi": "10.4121/uuid:d06aff4b-79f0-45e6-8ec8-e19730c248f1",
"version": 1,
"author": [
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],
"publisher": "4TU.ResearchData",
"license": {
"value": 1,
"name": "CC BY 4.0",
"url": "https://creativecommons.org/licenses/by/4.0/"
},
"metadata_url": "https://data.4tu.nl/v2/articles/12715853",
"original_file_url": "https://data.4tu.nl/file/35ed7122-966a-484e-a0e1-749b64e3366d/864493d1-3a58-47f6-ad6f-27f95f995828",
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"md5": "4eb909242351193a61e1c15b9c3cc814",
"official_md5_verified": true,
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"sources": [
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"id": "e01b148a7f84d278fdba47bd42b940f6a031b6dc43b33a0822a7c7d0ada80d51",
"url": "https://data.4tu.nl/v2/articles/12715853",
"organization": "4TU.ResearchData / ICPM2019",
"acquired_at": "2026-11-06T11:24:15.195956+00:00",
"release_date": null,
"etag": null,
"server_date": "Fri, 06 Nov 2026 11:24:15 GMT",
"sha256": "6632a3b7c43ccb2fd6981055ff117ea15a8fd3de51282dd0eddfe54284ec70cb",
"bytes": 8102,
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"parser_version": "ote-acquisition-1.0",
"record_counts": null,
"errors": []
},
{
"id": "88c88c0cb5be03f466336af405c1980a92cb95b89a2a6385c725c7433aff6d8c",
"url": "https://icpmconference.org/2019/wp-content/uploads/sites/6/2019/01/log_IEEE.xes_.gz",
"organization": "4TU.ResearchData / ICPM2019",
"acquired_at": "2026-11-06T11:24:17.701083+00:00",
"release_date": "Wed, 22 May 2024 20:43:25 GMT",
"etag": "\"101e4f5-61910fc69240c\"",
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}
],
"source_coverage": "2018, declared in official metadata; out-of-period observations audited separately",
"amounts": "Anonymized monetary values are excluded; no costs/savings inferred"
},
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"source_closed_case_status": "Not supplied; last observed event is not proof of business closure",
"service_and_waiting_times_identifiable": false,
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{
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"last_observations": 779
},
{
"date": "2018-11-21",
"observed_interval_WIP": 49079,
"first_observations": 738,
"last_observations": 401
},
{
"date": "2018-11-22",
"observed_interval_WIP": 49416,
"first_observations": 841,
"last_observations": 915
},
{
"date": "2018-11-23",
"observed_interval_WIP": 49342,
"first_observations": 207,
"last_observations": 615
},
{
"date": "2018-11-24",
"observed_interval_WIP": 48934,
"first_observations": 443,
"last_observations": 5
},
{
"date": "2018-11-25",
"observed_interval_WIP": 49372,
"first_observations": 325,
"last_observations": 1
},
{
"date": "2018-11-26",
"observed_interval_WIP": 49696,
"first_observations": 1127,
"last_observations": 441
},
{
"date": "2018-11-27",
"observed_interval_WIP": 50382,
"first_observations": 945,
"last_observations": 570
},
{
"date": "2018-11-28",
"observed_interval_WIP": 50757,
"first_observations": 1039,
"last_observations": 540
},
{
"date": "2018-11-29",
"observed_interval_WIP": 51256,
"first_observations": 950,
"last_observations": 8618
},
{
"date": "2018-11-30",
"observed_interval_WIP": 43588,
"first_observations": 334,
"last_observations": 489
},
{
"date": "2018-12-01",
"observed_interval_WIP": 43433,
"first_observations": 221,
"last_observations": 318
},
{
"date": "2018-12-02",
"observed_interval_WIP": 43336,
"first_observations": 287,
"last_observations": 1
},
{
"date": "2018-12-03",
"observed_interval_WIP": 43622,
"first_observations": 892,
"last_observations": 211
},
{
"date": "2018-12-04",
"observed_interval_WIP": 44303,
"first_observations": 874,
"last_observations": 245
},
{
"date": "2018-12-05",
"observed_interval_WIP": 44932,
"first_observations": 681,
"last_observations": 849
},
{
"date": "2018-12-06",
"observed_interval_WIP": 44764,
"first_observations": 875,
"last_observations": 805
},
{
"date": "2018-12-07",
"observed_interval_WIP": 44834,
"first_observations": 573,
"last_observations": 8027
},
{
"date": "2018-12-08",
"observed_interval_WIP": 37380,
"first_observations": 205,
"last_observations": 59
},
{
"date": "2018-12-09",
"observed_interval_WIP": 37526,
"first_observations": 345,
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{
"date": "2018-12-10",
"observed_interval_WIP": 37869,
"first_observations": 1060,
"last_observations": 812
},
{
"date": "2018-12-11",
"observed_interval_WIP": 38117,
"first_observations": 1083,
"last_observations": 958
},
{
"date": "2018-12-12",
"observed_interval_WIP": 38242,
"first_observations": 1235,
"last_observations": 1386
},
{
"date": "2018-12-13",
"observed_interval_WIP": 38091,
"first_observations": 774,
"last_observations": 1638
},
{
"date": "2018-12-14",
"observed_interval_WIP": 37227,
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"last_observations": 858
},
{
"date": "2018-12-15",
"observed_interval_WIP": 36761,
"first_observations": 181,
"last_observations": 75
},
{
"date": "2018-12-16",
"observed_interval_WIP": 36867,
"first_observations": 453,
"last_observations": 15
},
{
"date": "2018-12-17",
"observed_interval_WIP": 37305,
"first_observations": 839,
"last_observations": 1551
},
{
"date": "2018-12-18",
"observed_interval_WIP": 36593,
"first_observations": 969,
"last_observations": 831
},
{
"date": "2018-12-19",
"observed_interval_WIP": 36731,
"first_observations": 1066,
"last_observations": 1304
},
{
"date": "2018-12-20",
"observed_interval_WIP": 36493,
"first_observations": 542,
"last_observations": 1549
},
{
"date": "2018-12-21",
"observed_interval_WIP": 35486,
"first_observations": 220,
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{
"date": "2018-12-22",
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{
"date": "2018-12-23",
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},
{
"date": "2018-12-24",
"observed_interval_WIP": 34819,
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"last_observations": 613
},
{
"date": "2018-12-25",
"observed_interval_WIP": 34265,
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"last_observations": 17
},
{
"date": "2018-12-26",
"observed_interval_WIP": 34266,
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"last_observations": 3
},
{
"date": "2018-12-27",
"observed_interval_WIP": 34305,
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"last_observations": 532
},
{
"date": "2018-12-28",
"observed_interval_WIP": 33849,
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"last_observations": 929
},
{
"date": "2018-12-29",
"observed_interval_WIP": 32933,
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},
{
"date": "2018-12-30",
"observed_interval_WIP": 32907,
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},
{
"date": "2018-12-31",
"observed_interval_WIP": 32982,
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}
],
"explicit_rule_observations": {
"rules": "For after-GR matching only, an earlier invoice is a deviation from the stated model rule. Other categories legitimately permit different sequences. Missing events/censoring/ties prevent confirmed compliance conclusions.",
"classification": "Observed deviations; no confirmed business/regulatory violations claimed",
"by_category": [
{
"category": "2-way match",
"cases": 1044,
"invoice_observed_before_first_goods": 0,
"invoice_without_observed_goods": 687
},
{
"category": "3-way match, invoice after GR",
"cases": 15182,
"invoice_observed_before_first_goods": 0,
"invoice_without_observed_goods": 0
},
{
"category": "3-way match, invoice before GR",
"cases": 221010,
"invoice_observed_before_first_goods": 16356,
"invoice_without_observed_goods": 322
},
{
"category": "Consignment",
"cases": 14498,
"invoice_observed_before_first_goods": 0,
"invoice_without_observed_goods": 0
}
]
},
"model_cohort": {
"source_cases": 251734,
"core_projected_cases": 251734,
"core_events_retained": 1584325,
"invoice_endpoint_quarter_eligible_cases": 36535,
"cross_split_documents_excluded": 1,
"cross_split_document_cases_excluded": 3,
"cohort_cases": 36532,
"groups": [
{
"split": "calibration",
"category": "2-way match",
"cases": 2,
"documents": 2
},
{
"split": "calibration",
"category": "3-way match, invoice after GR",
"cases": 1062,
"documents": 602
},
{
"split": "calibration",
"category": "3-way match, invoice before GR",
"cases": 22822,
"documents": 5858
},
{
"split": "test",
"category": "2-way match",
"cases": 1,
"documents": 1
},
{
"split": "test",
"category": "3-way match, invoice after GR",
"cases": 104,
"documents": 90
},
{
"split": "test",
"category": "3-way match, invoice before GR",
"cases": 1652,
"documents": 595
},
{
"split": "validation",
"category": "3-way match, invoice after GR",
"cases": 435,
"documents": 273
},
{
"split": "validation",
"category": "3-way match, invoice before GR",
"cases": 10454,
"documents": 2721
}
],
"exclusion_rules": [
{
"reason": "case_crosses_quarter_boundary",
"cases": 112599
},
{
"reason": "core_timestamp_outside2018",
"cases": 7107
},
{
"reason": "eligible_before_document_gate",
"cases": 36535
},
{
"reason": "no_comparable_invoice_endpoint_category",
"cases": 14498
},
{
"reason": "projected_creation_not_observed_first",
"cases": 47709
},
{
"reason": "projected_invoice_clearance_not_observed_last",
"cases": 33286
}
]
},
"limits": [
"Elapsed first-to-last observation is not processing time or waiting time. No start/completion lifecycle supplied in inspected source schema; full distribution audited.",
"Repeated goods receipts/invoices can be legitimate installments; repetition is not automatically waste or rework. Change/Cancel is an explicit descriptive proxy.",
"Declared2018coverage differs from any out-of-period observed timestamps; flagged observations remain in full discovery and a strict-window sensitivity is separate.",
"WIP is an observed interval proxy and last-observation counts are not independently verified true business completions.",
"Long elapsed transitions suggest investigation; employee productivity, causes and monetary savings are not inferred.",
"All model validation uses an explicitly projected, endpoint-proxy, quarter-contained and document-disjoint subset; not all251734cases."
],
"results_sha256": "532a63990523a89438a28fd0b68fb52db5cca98183be0b59a7fc1c340ec9c3ea"
}