the mining industry. Viktor Lishchuk, through his research entitled 'bringing predictability into a
geometallurgical program:An iron ore case study provides recommendation in essence of geometallurgy studies
that are applying under proper techniques and programs since the early stages of mining operations. The scope
of activities coverstesting hypothesis, and the use methods reduce the degree of uncertainty for production
planning, in respective views of geometallurgical aspect.
The study and research focus on case studies happens for open-pit mining operations under varying depths of
reserve block deposits. Research limit to review the open-pit mining operations and not to discuss studies related
to the underground mining. Margarida Rodrigues et al. (2022) through the research entitled 'mapping the
literature on Social Responsibility and Stakeholder Pressure in the Mining Industry' emphasize the importance
of knowledge in examining the social impacts for communities and becoming another need of expertise in mining
plan. Research do not specifically address the skill requirements for geometallurgy studies and the environmental
impacts of the rock chemical composition in the ore bodies. Farhad Faramarzi et al. (2019) in their research and
written technical paper entitled 'Simulating the impact of ore competence variability on process performance –
case study of a large copper mine' arguing the there is increasing the need of expertise in quantifying the
characteristics of ore bodies when designing the mine and processing facility. This is related to effort of
comminutions ore to deal with requirement of process under the high energy needs. This study not extended into
review the rock characterization in underground mining who also contribute into higher cost and the complexity
of block minerals. Viktor Lishchuk et al. (2019) in their research and writing entitled 'Toward integrated
geometallurgical approach: critical review of current practice and future trends' stressed the importance of
expertise in geometallurgical studies for managing the risks of mining production operations and improve
economic performance in the mining industry. The condition implies the need for collaboration from the early
stages of mining operations (automation engineer, maintenance engineer, environmental engineer, data analyst)
to achieve maximum production benefits despite the complexities and heterogeneities of geological-
mineralogical rock situations. Geometallurgy, which was previously in collaboration between geology and
mineral processing only will no longer be considered sufficient due to the needs of other discipline knowledge.
It respectively in look into the plan integration targeting mine value chain achievement. This research and writing
have not compared with the standards of expertise established for each of the processes undertaken. Moshood
Onifade et al. (2024), through research and journal writing titled 'advancing toward sustainability: the emergence
of green mining technologies and practices,' conclude that the main target for future mining is to significantly
reduce energy consumption and minimize ecological disruption.To achieve this target, a study is needed that
combines several initiatives across different fields of discipline that can qualitatively and quantitatively develop
operational concepts with reduced greenhouse gas emissions, low energy consumption, and decreased use of
chemicals. Research and writing do not elaborate on the expertise needed for the main targets of future mines
that are environmentally friendly. Juxing Tang et al. (2024) through their research and journal writing entitled
'Potential and Future Direction for Copper Resource Exploration in China' conducted a study on the magnitude
of copper mineral production in the future by analyzing the percentage of mining stages in several countries.
This is done through the percentage of reserve value, current copper mining production operations, and the
volume of copper refining. The research study shows that with the concept of down streaming in the mining
industry, there will be a need for an understanding of the importance of fulfilling strategies for locating reserves
that are aligned with the investments in purification and processing infrastructure that have been made. Strategies
for exploring copper minerals and understanding geology-mineralogy then become one area of knowledge that
will play an important role in achieving production operation targets with the concept of upstream-downstream
integration in mining operations. The research study shows that with the concept of downstreaming in the mining
industry, there will be a need for an understanding of the importance of fulfilling strategies for locating reserves
that are aligned with the investments in purification and processing infrastructure that have been made. Strategies
for exploring copper minerals and understanding geology-mineralogy then become one area of knowledge that
will play an important role in achieving production operation targets with the concept of upstream-downstream
integration in mining operations. The activities carried out will reduce the risk impact on an effective and efficient
production operation due to errors in the design engineering of mining operations. M Daniel et al. (2018) in their
research and journal writing titled efficiency, economics, energy and emissions – emerging criteria for
comminution circuit decision making provide a reference concept for evaluating efficiency through the