#Methodology

HSE Methodology sculpting the genesis of protection logic. Dissects elite theories (Vision Zero, LTI Free, Safety-II). Explains how to drag glossy textbook ideals spanning risk spheres straight down into harsh, filthy trenches.

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items in this topic
Expert blog
August 24, 2026

🛡️ Safety: Unpacking the System

Over 30+ years of working in HSE, I have seen a wide variety of 'assemblies' of occupational health and safety and industrial safety management systems. How is an effectively functioning mechanism of such a system structured? Let's unpack this box!

Methodology Safety culture Safety leadership
Expert blog
July 13, 2026

🛡️ Safety: HSE Risk Management — Sharing My Experience

An overview of the occupational health, safety, and industrial safety risk management system at OMK: from methodology to real case studies of fatal risk reduction and automation. Learn how to combine best practices and avoid a formal approach.

Methodology Risk management Occupational safety
Case
Vitaliy Kirilin
Head of the educational and methodical department
SIBUR
March 18, 2026

How to Establish a Technical Training Center: Lessons Learned

Creation of corporate technical training centers with a focus on practical training and the rejection of the academic approach. Educational programs are formed based on incident investigation reports, and active production staff are involved as instructors. The effectiveness of the system is measured by the trend of reducing production incidents after at least 60% of the target audience has completed the training.

Methodology Incident investigation Internal trainers
Expert blog
Vladimir Stepanov
Director of Industrial Safety and Occupational Health Department
OTEKO
December 8, 2025

The "Digital Oracle" Illusion: Why AI in Safety Remains a Calculator, Not an Expert

The implementation of artificial intelligence in occupational health and safety creates a dangerous illusion of automatic elimination of workplace risks, although technically AI remains a probability calculator that does not understand real context. The author relies on practical experience working with neural networks since 2024 and details the pitfalls of digitalization: from hidden financial costs and "metric blindness" to the risks of algorithmic hallucinations. The material shows why AI sho...

Methodology Digitalization Artificial intelligence
Expert blog
Arsen Azizov
Lead Occupational Safety Specialist
Gazprom Transgaz Ukhta
November 21, 2025

The Swiss Cheese Model in Occupational Safety

The "Swiss cheese" concept, proposed by psychologist James Reason, explains how the overlap of vulnerabilities in different protection systems leads to industrial accidents. The article analyzes the functioning of the main levels of industrial safety — from design solutions to personal protective equipment — and the potential weaknesses of each of them. From the material, you will learn which practical methods, including barrier audits, redundancy of measures, and digitalization, help build a re...

Methodology Risk management Incident investigation
Case
Vitaliy Kirilin
Senior Manager of Training and Methodology Division
SIBUR
December 11, 2023

The Role of Methodology and a Systematic Approach in Technical Training

Methodology for adult technical training with HSE modules integrated into professional programs. Includes problematization, skill practice, reflection, outdoor training grounds, and post-training monitoring.

Methodology LOTOTO Lockout / Tagout
Case
Mikhail Omelchuk
Head of department
MHC "EuroChem"
March 10, 2022

The Role of the Educational and Methodological Component in Safety Training

Creating a corporate technical HSE training center focusing on the educational methodology and practical skill development. Implementing unified teaching standards ("karaoke programs") by engaging internal experts (foremen, mechanics) as paid trainers.

Methodology Motivation Training
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