# From Qualitative to Quantitative – How Visual Data Analytics has Transformed Downhole Video Diagnostic Services

> Research article (SPE Offshore Europe Conference and Exhibition, 2019) · cited 15× · AI/ML

**Wikidata**: [openalex:W2969955895](https://www.wikidata.org/wiki/openalex:W2969955895)  
**Source**: https://4ort.xyz/entity/from-qualitative-to-quantitative-how-visual-data-analytics-has-transformed-downhole-video-diagnostic-services