LKI Consulting

Exploring mineral deposits with confidence starts far before full-scale sampling efforts or large expenditures. For exploration teams, one of The post Orientation Surveys: A Question of Context, Not Convention appeared first on LKI Consulting .

Exploration in covered terrains presents unique challenges for mineral exploration and mining projects. In many regions, thick regolith or The post Beyond the Grid: Exploration in Regolith appeared first on LKI Consulting .

earth-sciencegeology

Spatial autocorrelation is often treated as confirmation in geochemistry, but clustered anomalies do not automatically indicate mineralization. This blog explores how Moran’s I, local spatial association, and variography help distinguish meaningful geological signal from patterns created by background spatial structure. The post Spatial Autocorrelation: From Confidence to Quantification in Geoche…

earth-sciencegeochemistry

Spatial autocorrelation is often treated as confirmation in geochemistry, but clustered anomalies do not automatically indicate mineralization. This blog explores how Moran’s I, local spatial association, and variography help distinguish meaningful geological signal from patterns created by background spatial structure. The post Spatial Autocorrelation: From Confidence to Quantification in Geoche…

earth-sciencegeochemistry

Exploration teams have used satellite imagery for decades to understand regional geology, map alteration systems, and prioritize targets. Until recently, however, satellite remote sensing was limited in its ability to identify specific minerals at the surface. A new generation of hyperspectral satellites is changing that. These systems measure reflected light in hundreds of narrow wavelength… The…

earth-sciencegeologyremote-sensing

Exploration teams have used satellite imagery for decades to understand regional geology, map alteration systems, and prioritize targets. Until recently, however, satellite remote sensing was limited in its ability to identify specific minerals at the surface. A new generation of hyperspectral satellites is changing that. These systems measure reflected light in hundreds of narrow wavelength… The…

earth-sciencegeologyremote-sensing

Stream sediment geochemistry is one of the most established tools in mineral exploration, providing a practical and powerful tool for targeting mineral deposits across wide terrains. The method involves the collection and analysis of sediments from streams and rivers to identify trace amounts of target and pathfinder elements. By understanding how these elements distribute themselves… The post St…

earth-sciencegeochemistry

Stream sediment geochemistry is one of the most established tools in mineral exploration, providing a practical and powerful tool for targeting mineral deposits across wide terrains. The method involves the collection and analysis of sediments from streams and rivers to identify trace amounts of target and pathfinder elements. By understanding how these elements distribute themselves… The post St…

earth-sciencegeochemistry

Legacy geochemical datasets often contain hidden structural inconsistencies caused by mixed analytical methods, detection limits, and missing metadata. This blog explores why understanding data structure must come before interpretation and how a method-family approach can help restore comparability without distorting geological signal. The post Data Before Interpretation: Understanding Structure …

earth-sciencegeochemistry

Legacy geochemical datasets often contain hidden structural inconsistencies caused by mixed analytical methods, detection limits, and missing metadata. This blog explores why understanding data structure must come before interpretation and how a method-family approach can help restore comparability without distorting geological signal. The post Data Before Interpretation: Understanding Structure …

earth-sciencegeochemistry

Predictive models now drive high stakes decisions throughout the mining industry. The promise is clear: Enhanced targeting, improved resource estimates and more consistent mine profitability. Yet, many sites find that their models fail after real world deployment. Discrepancies appear between predicted grades and actual results, unexpected processing challenges surface and anticipated profits sli…

earth-sciencegeochemistry

Predictive models now drive high stakes decisions throughout the mining industry. The promise is clear: Enhanced targeting, improved resource estimates and more consistent mine profitability. Yet, many sites find that their models fail after real world deployment. Discrepancies appear between predicted grades and actual results, unexpected processing challenges surface and anticipated profits sli…

algorithmscomputer-science
1/27/2026

Geochemistry Incorporating fundamental geochemical principles is essential towards unraveling the history of your rocks, vectoring towards ore and mining sustainably. Geochemistry Consulting Services Geochemical Data Interpretation At LKI Consulting, we combine rigorous QA/QC, comprehensive exploratory data analysis, and specialized geochemical expertise to deliver clear, meaningful interpretatio…

earth-sciencegeochemistry

As we wrap up our series on geochemistry laboratories, we want to take a moment to thank you for following along. Your interest in elevating the standard of geochemical data management inspires us to keep sharing insights that make a difference in exploration and mining. For our final post, we’re focusing on the Quality Assurance… The post QA Basics: Closing Out Our Lab Series with Quality Assura…

As we wrap up our series on geochemistry laboratories, we want to take a moment to thank you for following along. Your interest in elevating the standard of geochemical data management inspires us to keep sharing insights that make a difference in exploration and mining. For our final post, we’re focusing on the Quality Assurance… The post QA Basics: Closing Out Our Lab Series with Quality Assura…

earth-sciencegeochemistry

In the world of geochemistry, finishes often take a backseat to more headline-grabbing topics like sample digestion. But finishes are crucial to the accuracy and utility of geochemical data, and it is time they took center stage. Analytical finishes are the final analytical step that determines the concentrations of elements in your sample, and your… The post Shining a Light on Finishes in Geoche…

earth-sciencegeochemistry

In the world of geochemistry, finishes often take a backseat to more headline-grabbing topics like sample digestion. But finishes are crucial to the accuracy and utility of geochemical data, and it is time they took center stage. Analytical finishes are the final analytical step that determines the concentrations of elements in your sample, and your… The post Shining a Light on Finishes in Geoche…

earth-sciencegeochemistry
LKI Consulting
3/1/2025

Geochemical digests are the backbone of many geochemical analyses, providing critical insights into the composition of rocks, soils, and sediments. Selecting the right digest for your project is essential, as it dictates the elements you can analyze and the interpretability of your data. In this edition we are exploring the more common digests, weak and… The post Understanding Geochemical Digests…

earth-sciencegeochemistry
research.ioresearch.io

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