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>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34028652.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Public administration · Public administration · Public administration · Public administration · Public administration · Public administration · Public policy · Public policy · Public policy · Public policy · Public policy · Public policy · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science
Provenance · 6 source records, 62 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34028652 | 13 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34028652 | 12 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34028652 | 12 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34028652 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34028652 | 11 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34028652 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:440708 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Public administration'] |
| concepts[field].anzsrc:field:440708 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Public administration'] |
| concepts[field].anzsrc:field:440708 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Public administration'] |
| concepts[field].anzsrc:field:440708 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Public administration'] |
| concepts[field].anzsrc:field:440708 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Public administration'] |
| concepts[field].anzsrc:field:440708 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Public administration'] |
| concepts[field].anzsrc:field:440709 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |