B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Dated
40%
40% -- automatable cost items percentage for Norwegian road project BIM takeoff (2023)
Only 40% of 486 cost estimate items could be automated in a Norwegian road project using BIM models.
- 70% of takeoff was project-specific; reproducibility was questioned
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
40%
Unit
Percentage
Data Vintage
2023
Entity
Sample Size
486
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Nature Scientific Reports
Primary
Tier A
https://bimtakeoff.com/pl/zasoby/publikacje/ai-przedmiary-deklaracje-vs-rzeczywistosc.html ↗
Source Article
BIM Takeoff - AI w przedmiarach budowlanych: między deklaracjami marketingowymi a rzeczywistością
Original Research
Nature Scientific Reports
· Original study ↗
Methodology
Nature Scientific Reports study on automated takeoff in Norwegian road project using BIM models
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Norwegian road project BIM takeoff: 40% automatable cost items percentage. Source: Nature Scientific Reports (2023). Via Lighthouse Intelligence -- https://lighthousedata.io/data/norway-bim-automatable-items
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<blockquote cite="https://lighthousedata.io/data/norway-bim-automatable-items" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40%</strong> -- automatable cost items percentage for Norwegian road project BIM takeoff<br><small>Source: Nature Scientific Reports (2023) · <a href="https://lighthousedata.io/data/norway-bim-automatable-items" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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