predictive maintenance
The use of data analytics and mathematical calculation to manage and monitor the conditions of machines and production processes.
predictive maintenance — the use of data analytics and mathematical calculation to manage and monitor the conditions of machines and production processes. McKinsey's Skill Change Index places it in the evolving band (SCI 50.68/100) — the skill will still matter in 2030 but the nature of the work is changing. ESCO classifies it as a occupation-specific (rooted in one role family) skill within knowledge. It is currently listed by 4 occupations in our catalogue, including battery maintenance technician, dependability engineer, environmental technician, and predictive maintenance expert.
Occupations that require predictive maintenance
Showing top 4 of 4 occupations · ranked by India employment volume, then AI-durability.
Frequently asked questions
What is predictive maintenance?
The use of data analytics and mathematical calculation to manage and monitor the conditions of machines and production processes.
What category of skill is predictive maintenance?
ESCO classifies predictive maintenance under the knowledge category, specifically in the engineering, manufacturing and construction not elsewhere classified subcategory.
Is predictive maintenance an AI-durable skill?
McKinsey's Skill Change Index places it in the evolving band (SCI 50.68/100) — the skill will still matter in 2030 but the nature of the work is changing. Continue investing, but pair it with the AI-tool workflow that is reshaping the field so you evolve with it.
Which jobs require predictive maintenance?
In our catalogue, 4 occupations list predictive maintenance as a required or important skill. The top occupations by employment volume include battery maintenance technician, dependability engineer, environmental technician, predictive maintenance expert.
How transferable is predictive maintenance between industries?
ESCO tags predictive maintenance as a occupation-specific (rooted in one role family) skill — a signal of how portable it is when you change field.
Is predictive maintenance the same as total predictive maintenance?
Yes — predictive maintenance is also known as total predictive maintenance, predictive and preventative maintenance, predictive models for maintenance, predictive maintenance techniques, or PdM. They refer to the same underlying capability in the ESCO taxonomy.
How can I learn predictive maintenance?
The most reliable path is to pick a job or project that demands predictive maintenance and learn through delivery. Complement that with role-specific roadmaps and short courses. Explore the occupations below to see where this skill is used in practice.