#Predictive analytics

Predictive analytics crystal ball powered by Machine Learning. Divining impending crises from bruised profiles and bad history. Grabbing telemetry off rigs to hunt internal 'hot spots' where doom is statistically inevitable.

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items in this topic
Case
Aleksandr Bondarenko
Head of HSE
SSGPO (Iron Division)
September 3, 2026

From Video Monitoring to an AI Safety Ecosystem: How to Turn HSE Data into Incident Prevention

Building a comprehensive AI ecosystem for industrial safety using an internal team without hiring professional software developers. The solution includes a computer vision system, a hardware-software module for pupil-reaction fatigue monitoring, automated generation of training materials and standard operating procedures, as well as AI simulators for behavioral audits and knowledge checks.

Predictive analytics Injury prevention Artificial intelligence
Case
Aleksandr Dyakonov
Deputy CEO for HSE
Metalloinvest
January 20, 2025

HSE Strategy and Production Strategy: Points of Intersection

Integrating HSE strategy into production processes by including safety metrics in managing directors' KPIs, applying incident investigation methodology to analyze equipment downtime, and implementing the right to stop unsafe work. The practice also includes scaling safety standards to contractors by integrating them into the corporate risk management system.

Predictive analytics Safety culture Leadership
Case
Vasiliy Oreshkov
Deputy CEO for Energy Efficiency
Transneftenergo
March 10, 2022

Anticipate by Inspecting. Digitalization of Energy Supervision

Creation of a comprehensive automated system of departmental energy supervision (AS SVEN) to transition from paper reports to a unified digital ecosystem. Implementation of failure tracking modules, control of corrective actions with a strict 10-shift regulation, development of a desk audit mechanism, and transition to predictive analytics based on accumulated data.

Predictive analytics Risk management Training
Case
Yana Krukhmaleva
Director of Digital Infrastructure Development
Gazprom Media Holding
June 10, 2021

Project Risk Management System as Part of Digital Infrastructure

Integration of project risk management systems into enterprise digital infrastructure using Big Data and predictive analytics. Application of mathematical methods (Kendall's coefficient of concordance, Pearson's biserial correlation coefficient) to assess the consistency and efficiency of expert forecasts, as well as the transition to Russian IT solutions (e.g., RisGap) for risk management automation.

Predictive analytics Risk assessment Risk management
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