Data Validation

What is Data Validation

Data validation is performed by cross referencing reports produced by PMM against reports produced by other global reporting bodies. These other reporting bodies include: peak bodies, geological survey organisations, state and national government agencies, intergovernmental organisations (IGO), non-governmental organisations (NGO), royalty companies and most importantly the mining companies themselves. Comparisons require that “apples are being compared with apples”, which necessitates developing a set of definitions which can be found here.

Data Validation Dashboard

The table below shows the Precious Metals Mining (PMM) annual production in troy ounces for silver and gold compared to: the World Gold Council (WGC), the Silver Institute (SI), the United States Geological Survey (USGS), the British Geological Survey (BGS) and World Mining Data (WMD) for the years between 2019 and 2024.

Dashboard Variances

Comparing the figures above, three issues clearly emerge in terms of the quality of output of various reporting systems.

First, countries with poor transparency and reporting histories, appear to show the biggest differences. These countries include: China, Russia, Russian satellite countries, like Kazakhstan and less developed sub Saharan African countries.

Second, the treatment of ASM production (artisanal and small-scale mining), which is, in many countries, is the largest estimated annual figure, is a key consideration. These countries include: countries in South America forming part of both the Andes mountain range and the Amazon rainforest, countries in West and Central Africa and countries in South East Asia.

Third, silver shows the largest under-reporting. This is because silver is commonly mined as a by-product and is not reported as well as gold. When silver is properly valued, in the future, companies will start reporting mined volumes more accurately.

Peak Body Reporting

The World Gold Council (WGC) is the peak body for gold, globally. The Silver Institute (SI) performs the same role for silver.

Geological Surveys Reporting

Global data is provided by the United States Geological Survey (USGS) and the British Geological Survey (BGS). These reports usually lag the peak body reports by a year. World Mining Data (WMD) is another survey which has a global perspective. WMD is an arm of the Austrian Government.

Nation State Reporting

Reporting agencies of individual nation states include: Bureau of Statistics, Government Ministry of Mining, Chamber of Mining, Mining Associations, Geological Surveys and the national Central Bank.

Intergovernmental Organisation (IGO) Reporting

PMM reports are also compared against reporting from IGOs like EITI (Extractive Industry Transparency Initiative), the World Bank and the International Labour Organisation.