Assessing risks and opportunities in mineral resource estimates
Many times, I was told by the geologists that the drilling is tight enough to classify mineral resources in Indicated and Measured Category based on 'uncertainty'. Then I become really curious. So, 'how did you measure' - I would like to know with this kind of open-ended question. My expectations vary. Sometimes, the discussion leads to an extremely useful actionable outcome and other times it turns out to be really a 'guestimate'. I feel like really helping the team: helping them in understanding what 'risk' and 'uncertainty' really means, how to measure risk statistically, etc.
It is almost impossible to correctly assess risks and opportunities with certainty without proper statistical modeling, which does not take too much work. There are many tools available to quantify risk and opportunity with statistical terms for mineral resource estimates. It just takes a slightly different approach to realize the uncertainty and then measure the risks.
I recall a phone call: 'It takes weeks to do conditional simulation' the voice of very experienced geologist on the other side of the line said. I said 'it can, but it took 30 mins for your iron ore deposit.' The point is ' one should always try, experiment and have the exposure and experience before making such a claim.
As market warms up, the mining operators and exploration companies need to change their outlook towards the funds that are available for them to spend on exploration to get the best outcome possible. The ultimate outcome is the 'mineral resource' that is ultimately mined and processed to realize the actual value in the market. Therefore, it is crucial for them to have accurate knowledge of the uncertainty associated with the estimates. The financial institutions should always assess risk and opportunity in order to minimize the effect.
Geostatistical tools such as variants of conditional simulations are very powerful in providing all necessary information in assessing the extents of the risks and opportunities. It is important to acknowledge the uncertainty is real and can not be avoided. Understanding the causes leads to quantification of uncertainty. Some known causes are geological, poor modeling techniques and an inadequate number of sample.
Many managers believe that uncertainty is a problem and should be avoided. In reality, investors (banks or corporates) can take advantage of uncertainty. With the knowledge of the uncertainties, the strategic investments can be protected from its adverse effects while remaining exposed to its upside potential. Uncertainty can create opportunities and value.
Please contact me (arsamal@geoglobal.co), if you like to test how the 'uncertainty modeling' can lead you to make better decisions and protect your investment from its adverse effects.
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Managing a StartUp
6yThe problem of uncertainty is because of the segmented approach to mineral exploration. Exploration companies do basically data analysis on the sample and report on content based on computerised modelling where as obtaining actual marketable product from the ore is done by the mining company. The investor always get complete divergent data on the same reserve from both the parties. In my opinion exploration companies should also have through knowledge on mining & extraction methodology of the ore so that the terms inferred, probable and proven terms are correctly used in reserve estimation. Mere simulation of data by software’s invariably land investors into maze of data where the real focus is lost and can end up like sub prime crisis
Geology Superintendent chez Alufer Mining Limited
6yJ'adore
IFIA Certified | Cargo Surveyor | Field Chemist | SGS International | Oil, Gas & Chemical | Cargo Inspection | Lab analysis | Prince2 aspirant
6ySometimes giving something a second try can be really helpful. I really liked the "STONE AGE" pic😅, it made me read the entire post.
CEO na Miola & Miola Ph.D. em Engenharia de Minas
6yI would rather look at it as a way to bring "centainty" to the estimates. Yes, knowing the actual distribution of grades is fundamental, but more than that is to "correctly abide to it" which is most often not the case. There is a big confusion in ore resources/reserves estimates worldwide causing huge losses to minning ventures just beacuse of statistical misconceptions.
Consulting Mining Engineer & Mining Geologist Managing Partner Peninsular Minerals/ Social Worker Rural Development
6yWhat should be the cost of generation of relevant data in relation to the projected level of investment - as a general thumb rule.