Understand behaviour and anticipate outcomes
Data science and AI
MNC Analytics develops analytical solutions that help organisations understand performance, identify emerging problems and make informed decisions. We work with business records, operational data, sensor measurements, images and technical documents to extract information relevant to a defined objective.
Our services span exploratory analysis, statistical modelling, machine learning and AI-enabled applications. We select methods according to the problem, the quality of the available data and the consequences of an incorrect prediction or recommendation.
What we offer
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Investigate patterns, relationships, anomalies and changes in performance. Examine potential causes of underperformance and identify where further evidence or experimentation is required.
Develop classification and regression models for quality, failure likelihood, process outcomes, operational risk and other clearly defined targets.
Model demand, workload, production, energy consumption and resource requirements, accounting for seasonality, changing conditions and uncertainty.
Identify unusual behaviour and signs of deterioration. Develop condition indicators and failure forecasts where the available evidence supports them.
Develop visual inspection, defect detection, object recognition, tracking and measurement applications, together with the image capture and validation requirements they depend on.
Extract, classify and organise information from reports, records, logs and technical documentation.
Develop assistants and knowledge tools grounded in approved information, with task-specific evaluation, output checks and appropriate review workflows.
Assess predictive performance, robustness, uncertainty and the factors influencing model outputs.
What this enables
Earlier identification of operational issues, more informed planning and a consistent basis for evaluating decisions. Depending on the engagement, outputs include analytical reports, trained models, prediction services, dashboards and decision-support applications.
Related work
All workVibration and motor-current sensing on gearboxes and main drives, fused with process data, gave maintenance teams three to six weeks of warning before bearing and gear faults.
A line-scan camera station with controlled lighting and an edge inference unit now grades surface defects at full line speed, replacing sampled manual inspection.
Contact
You may have a defined project, an underperforming process or a technical question that needs investigation. We can help assess the challenge, identify the information required and define an appropriate next step.