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Table · dataset · 2026

Early warning of low execution in Peruvian public investment projects: project-year panel dataset, 2015–2025

Listed in ZivaHub and HKU DataHub and DaYta Ya Rona and figshare and Loughborough Research Repository and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.34028652.v1

<p dir="ltr">This dataset supports the article "Early warning of low execution in public investment: prediction with LightGBM and SHAP explainability".

Description

It contains a project-year panel of 539,871 observations covering all Peruvian public investment projects with a modified budget (PIM > 0) between 2015 and 2025, across national, regional and local governments.</p><p dir="ltr">Unit of analysis: investment project (CUI) by budget year t.</p><p dir="ltr">Target variable: annual execution rate in year t (accrued expenditure / PIM), with binary low-execution indicators at 40%, 50% and 60% thresholds for sensitivity analysis.</p><p dir="ltr">Predictors: only information available at the start of year t, to prevent data leakage.

They include the opening budget (PIA) of year t and its financing sources; the project's budget, expenditure and execution rate in t-1; accumulated execution up to t-1; financial progress relative to the viable amount; the executing unit's execution rate and portfolio size in t-1; and fixed project attributes (government level, sector, function, location, viable amount, viability year, investment type, modality and typology).

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Current-snapshot variables such as updated cost and physical progress were excluded because their historical values are not published.</p><p dir="ltr">Files: the ZIP contains nine Excel workbooks split by year (2015–2016, 2017–2018, and one per year from 2019 to 2025). Each workbook has four sheets: Panel_proyecto_anio (data, 57 variables), Diccionario (variable definitions, role and time of availability), Resumen_por_anio (annual counts and low-execution rates) and Fuentes (source URLs).</p><p dir="ltr">Source: Peru's Ministry of Economy and Finance (MEF) Open Data Portal (<a href="datosabiertos.mef.gob.pe" target="_blank">datosabiertos.mef.gob.pe</a>), datasets "Seguimiento de Proyectos de Inversión" 2014–2025 and the Investment Bank records of active, closed and deactivated investments.

Downloaded on 29 September 2026. Variable names and category labels are in Spanish, as published by the MEF.</p>

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Where it is published

Catalogue records · 1

Topics

Provenance · 6 source records, 62 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/3402865213 d agoJSON v1
HKU DataHuboai:figshare.com:article/3402865212 d agoJSON v1
DaYta Ya Ronaoai:figshare.com:article/3402865212 d agoJSON v1
figshareoai:figshare.com:article/3402865212 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/3402865211 d agoJSON v1
UP Research Data Repositoryoai:figshare.com:article/3402865211 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
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concepts[field].anzsrc:field:440708mapping · figshare comvocabulary-mapper@1.0.0keywords['Public administration']
concepts[field].anzsrc:field:440708mapping · researchdata up ac zavocabulary-mapper@1.0.0keywords['Public administration']
concepts[field].anzsrc:field:440708mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Public administration']
concepts[field].anzsrc:field:440708mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Public administration']
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concepts[field].anzsrc:field:440709mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Public policy']
concepts[field].anzsrc:field:440709mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Public policy']
concepts[field].anzsrc:field:440709mapping · dayta nwu ac zavocabulary-mapper@1.0.0keywords['Public policy']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
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concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:computer-science-aimapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
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concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
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concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
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concepts[field].local:field:economics-financemapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
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concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
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concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
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concepts[field].local:field:social-sciencemapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
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