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Home Tech

Sociometric data can disrupt the traditional value chain and revolutionise the mining industry

June 5, 2023
in Tech
Mentoring certification is now mandatory for mining engineers – but this is not a bad thing
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The mining industry is rapidly evolving as mines embrace the Fourth Industrial Revolution (4IR) with increasingly sophisticated equipment and automation. The ‘connected mine’ has become a reality, driving increased production, improving safety, optimising equipment utilisation and more. However, alongside this technological revolution, we are also seeing both leadership and employee competence struggling to keep up. People, leadership, and human behaviour are not being integrated with 4IR technologies, which can cause numerous challenges. Sociometric sensors with Artificial Intelligence (AI) and Machine Learning (ML) capabilities can help to address this challenge, disrupt the traditional value chain, and constructively improve culture, behaviour, and leadership within mines.

Built on technology, underpinned by people

From heavy machinery and working at scale, the mining industry has now progressed to continuous and autonomous production, with an increased emphasis on electrification, renewables, and the reduction of emissions. Safety remains a priority, and with 4IR technologies that offer increased automation and autonomy, people can be moved away from the coal face and farther from danger.

However, despite technological advances, mines still rely heavily on the human component. As a result, suboptimal human behaviour and leadership have a significant negative impact on production, equipment utilisation, safety, and the environment. People and leadership are obstacles on the road to leveraging technology and achieving increased production output, enhanced equipment utilisation, and better safety. Mining organisations need to look at human behaviour and leadership solutions that will complement technology, improve people and leadership performance, and improve metrics that matter across the board.

Measure it to manage it

Sociometric sensors measure things such as eye contact, voice pitch, body orientation and proximity to others, all of which can be analysed and used to add value. This is done by collecting data that can be used to support leadership in improving production, equipment utilisation and safety. Through machine learning, this data can be further used to predict what behaviour contributes to specific outcomes.

For example, certain sociometric data could suggest that an accident is imminent. This could function as a prompt to shut down equipment or warn employees. Sociometric data can also be used to objectively assess different leadership and learning styles and measure performance against KPIs, with data as evidence to help drive behaviour change. This information can also be combined with other data from wearables, such as heart rate, breathing rate, pulse oxygen levels, and more, to deliver enhanced value.

Disruption drives innovation

A positive impact on human efficiency and leadership can be enormously beneficial, but human behaviour is typically difficult to objectively measure and monitor. Sociometric sensor technology can effectively address this challenge and help mines bridge the gap between machinery advances and human performance, giving mining organisations the ability to measure and monitor metrics around social and emotional intelligence as well as traditional metrics of leadership and engagement.

Sensor output from machines and the environment, together with sociometric sensors, can be integrated to create a complete picture of what is happening at any point in time in a mine, with live feedback and ML to radically transform every element of the connected mine. By mapping leadership and personal interactions against real data, mining organisations will be able to understand what behaviour produces certain results and adjust behaviour and leadership styles in real-time.

By integrating disruptive technologies such as mining automation technology, renewable energy technology, and sociometric sensor technology into mine and process design in an innovative way, it is possible to achieve radical performance improvement breakthroughs.

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  • Home
  • News
    • Mining News
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    • Environmental News
    • Safety News
    • Training
    • Press Releases
  • Intro
    • About Us
    • Your Road Map to a Safer Workplace
    • Mining Safety in SA
    • Zero Injuries
    • Prevent Repeat Accidents at Mines
  • Vehicles
    • Tyre Safety
      • Introduction to Tyre Safety
      • The Different Machines And Their Applications
      • Tyre Use
      • Factors affecting tyre wear life
      • Machine Inspection
      • Tyre Inspection
      • Mounting & Demounting Tyres
      • Tyre Inflation
      • Twinning Tyres
      • Ballasting the Tyres
      • Regrooving Tyres
      • Tyre Repairs
      • Tyre Retreading
      • Tyre Handling and Storage
      • Tyre Workshops
      • Glossary
      • Tyre safety, Fires and Explosions in Mines
      • Minimising Tyre Fires and Explosions at our Mines
    • Safe Working/Driving Conditions at Mines
    • Transportation of Dangerous Goods
      • Behaviour Based Safety and Accidents
      • Transportation of Chemicals and AARTO
      • Awareness of Chemicals in Transit
      • Steps to Transport Dangerous Goods Safely
    • Traffic Calming
    • 4×4 Off-Road Driving
      • 4×4 Off-Road Driving Techniques
      • 4×4 Water Crossings
      • 4×4 Driving Hills & Rocky Surfaces
      • 4×4 Driving with Mud Tyres and Mud Driving
      • 4×4 Sand Driving Safety
      • Tools and Spare Parts for Safe 4×4 Driving
      • 4×4 Jacking & Snatch Recovery
      • 4×4 Terrain Knowledge
      • 4×4 Off-Road Driving and Conservation
      • 4×4 Winter Driving
      • 4×4 Driving and Usage of Recovery Straps
      • 4X4 Winch Guide
      • 4×4 Driving and Vehicle Insurance
    • Ctrack Fleet Management
    • Vehicle Maintenance
    • Driver Fitness
    • Rail /Level Crossings and Mining Safety
    • Safe Driving Techniques
    • Fleet Management in the Mining Industry
    • Overloading of Vehicles
  • Tools
    • Essential Tips for Power Tool Safety
    • Prevent and Control Fires when Welding
  • Health
    • Medical Condition
      • Alcohol and Drugs
      • Back Pain
      • Cholera
      • Cholesterol
      • Diabetes
      • Malaria
      • Nutrition
      • STI’S and HIV
      • Tuberculosis
      • Steps to Safer, Healthier Mining Employees
      • Respiratory Silicosis
    • Battery Charging Rooms
    • Vision
      • Eyesight
      • Eye Care and Mining Safety
      • Eye Conditions
      • Clear Vision and Mining Safety
    • Fitness
      • Fatigue
      • Driver Fatigue
    • Hearing
    • Trauma Counseling
  • Gear And Clothing
    • Eye Protection
    • Protective Clothing
    • Preventing Hand Injuries
    • Gloves for Mining Safety
    • Gloves Selection
    • Harness Safety
      • Selection, Fit and Use
      • Equipment Hazards
      • Adjustment of Harnesses
      • Inspection and Maintenance
  • Machinery
    • Lock Out Machinery in the Mining Industry
    • Safety and Mining Machinery
    • Preventing Amputations
      • Introduction
      • Recognizing Amputation
      • Controlling Amputation Hazards Part 1
      • Controlling Amputation Hazards Part 2
      • Specific Machine Hazards Part 1
      • Specific Machine Hazards Part 2
    • Avoiding Accidents
    • Live Testing in the Mining Industry
  • Emergency
    • How to Handle an Emergency!
    • Accident Scene Safety
    • CPR and Mining Safety
    • Post-Traumatic Stress After An Accident
    • Trapped Miner Locators
    • Emergency Preparedness and Response
    • Emergency Medical Response
  • Environment
    • Spill Prevention
    • Environmental Sensing Instruments
  • Training
    • Young Workers Safety at Mines
    • First Rule of Safety: Know Your Job
    • Incident and non-conformance management in the Mining Industry
    • Reducing Mining Accidents by Evaluating Behavior
    • The effect of training on the risk tolerance of workers
    • Hazard Identification at the Mining Site
    • Special Lifting Situations
    • Zero Incidents through SLAM

© 2021 Mining Safety - Mining Safety and Health Education, Information and Advice.