Maintenance Analytics: Big Data & Strategic Optimization Methodologies

Big data pipeline chart linking sensors to analytics and cost outcomes.

Maintenance Analytics: Big Data & Strategic Optimization Methodologies

Location

Duration

Online /In-Class

5 days

Contact with our Team

Sector:

Cross-Industry – General

Technical Focus Area:

Operational Excellence & Performance (OPEX)

Picture	Location	Starting Date	Price	Enrollment

About the Course

Modern maintenance is a data discipline. This course builds the architecture—assets modeled to ISO 14224, telemetry via IoT, data secured by ISO 27001—then layers analytics/AI to predict failures, optimize interventions, and cut cost without risking reliability. You’ll learn how to choose and deploy PdM, CBM, and RCM within an ISO 55000 asset management framework, integrated to a cloud CMMS for planning, scheduling, and governance.
We translate buzzwords into practice: from streaming sensor data and feature engineering to KPIs and dashboards that drive decisions. You’ll quantify benefits through lifecycle costing, align roles and workflows to ISO 9001, and institute continuous improvement per ISO 9000—so gains persist beyond the pilot.

Learning Milestones

By the end of this course, participants will be able to:

- Reduce maintenance cost and downtime using cloud-based Big Data, IoT, and CMMS.
- Map enterprise maintenance strategy to ISO frameworks (55000, 14224, 27001, 9001, 14001, 9000).
- Design PdM/CBM/RCM programs that target true failure modes and risk.
- Build high-quality master data and telemetry pipelines for analytics and AI models.
- Prioritize work with data-driven planning/scheduling and role clarity across teams.
- Implement KPI suites for performance, reliability, and cost (incl. alert thresholds).
- Perform lifecycle and economic evaluation (LCC, payback, NPV) for initiatives.
- Integrate RCFA with analytics to accelerate learning and prevent recurrence.
- Establish a continuous improvement loop that refines PPM/PdM frequencies automatically.

Professional Audience

- Maintenance Managers & Planners, Supervisors, Technicians
- Maintenance & Reliability Engineers, Materials/Stores Management
- CMMS/EAM Power Users and Data Owners
- Operations Leaders partnering with Maintenance
- Stakeholders in Maintenance Support (Finance, IT, Procurement)

Modular Syllabus

Strategy & Standards—Building the Data Backbone

- Asset management context (What/Why of maintenance) aligned to **ISO 55000/1/2**

- Asset & failure data taxonomy to **ISO 14224** (classes, failure codes, object codes)

- Cloud CMMS architecture; data ownership, master data quality, and governance

- Information security for maintenance data (**ISO 27001**) and access control

- Maintenance strategies landscape: PM, CBM, PdM, RCM—selection criteria

- **Activity/Workshop:** Define an asset class schema and failure coding to ISO 14224

IoT, Cloud & Analytics—From Signals to Insights

- Sensors/IoT: condition channels (vibration, temperature, pressure, electrical, acoustics)

- Streaming to cloud: edge vs. cloud ingestion, data quality & labeling for models

- Analytics stack: descriptive → diagnostic → predictive → prescriptive

- PdM model basics: feature engineering, thresholds vs. ML classifiers/regression, remaining useful life (RUL)

- Work management integration to **ISO 9001** (requests → plan → schedule → execute → close)

- **Exercise:** Build a PdM opportunity register linking failure modes to signals & models

Program Management—KPIs, Cost & Performance

- Preventive vs. Predictive synergy; optimizing PPM with PdM discoveries

- KPI design: reliability (MTBF, MTTR, Availability), maintenance (Plan/Schedule compliance, Backlog health), cost ($/unit, OEE/OPE links)

- Cost impact analysis with cloud analytics; prioritization & scenario testing

- Lifecycle costing & sustainability context (ties to **ISO 14001**)

- Proactive maintenance via object codes, alerts, and automated work orders

- **Case Study:** Build a dashboard spec and KPI target set for a pilot area

Risk, RCFA & Roles—Making It Stick

- Risk assessment and criticality to focus data/modeling effort

- **RCFA** integrated with Big Data (event logs, trend backfills, evidence packs) aligned to **ISO 9001**

- RCM application steps within **ISO 55000** governance (functions, FFs, failure modes, tasks)

- Roles & responsibilities across Maintenance/Operations/IT/Data teams

- Inspection sheet design; mobile execution and data capture standards

- **Group Activity:** Close the loop—RCFA → task changes → CMMS → KPI shift

Continuous Improvement—Scaling PdM with ISO Discipline

- Spares & materials analytics; inventory optimization using demand & risk signals

- Determining PPM/PdM frequency cycles via performance feedback (auto-tuning)

- Evaluating PdM effectiveness and refining models (drift, retraining, MLOps basics)

- Failure analysis at scale; benchmarking and portfolio heatmaps

- Quality assurance and CI under **ISO 9000**; audit trails and management review

- **Capstone:** 12-month roadmap to scale a Big Data PdM program (KPI, budget, roles, risks)

Course Dates & Prices

Location	Starting Date	Price
Dubai (UAE)	29/12/2025	2999 $
Online	05/01/2026	2299 $
Online	05/01/2026	2299 $
Dubai (UAE)	12/01/2026	2749 $
Dubai (UAE)	12/01/2026	2999$
Cairo (Egypt)	19/01/2026	2749 $
Online	19/01/2026	2299 $
Online	26/01/2026	2299 $
Muscat (Oman)	29/01/2026	2999 $
Dubai (UAE)	02/02/2026	2999 $
Muscat (Oman)	16/02/2026	2999 $
Online	16/02/2026	2299 $
Online	23/02/2026	2299 $
Dubai (UAE)	23/02/2026	2999 $
Online	02/03/2026	2299 $
Online	09/03/2026	2299 $
London (UK)	09/03/2026	3499 $
Dubai (UAE)	09/03/2026	2999$
Online	16/03/2026	2299 $
Istanbul (Turkey)	16/03/2026	2999 $
Dubai (UAE)	16/03/2026	2999 $
Online	23/03/2026	2299 $
Kuala Lumpur (Malaysia)	23/03/2026	4099$
Doha (Qatar)	23/03/2026	2999 $
Kuala Lumpur (Malaysia)	30/03/2026	4199$
Online	30/03/2026	2299 $
Dubai (UAE)	06/04/2026	2999$
Istanbul	06/04/2026	2749 $
Online	06/04/2026	2299 $
Dubai (UAE)	13/04/2026	2999$
Cairo (Egypt)	13/04/2026	2749 $
Online	20/04/2026	2299 $
Dubai (UAE)	27/04/2026	2999$
Online	27/04/2026	2299 $
London (UK)	27/04/2026	3499 $
Istanbul (Turkey)	04/05/2026	2749 $
Dubai (UAE)	04/05/2026	2999$
Kuala Lumpur (Malaysia)	11/05/2026	4099$
Online	11/05/2026	2299 $
Doha (Qatar)	11/05/2026	2999 $

Enroll

Maintenance Analytics: Big Data & Strategic Optimization Methodologies

Maintenance Analytics: Big Data & Strategic Optimization Methodologies

Location

Duration

Online /In-Class

5 days

Sector:

Cross-Industry – General

Technical Focus Area:

Operational Excellence & Performance (OPEX)

About the Course

Learning Milestones

Professional Audience

- Maintenance Managers & Planners, Supervisors, Technicians - Maintenance & Reliability Engineers, Materials/Stores Management - CMMS/EAM Power Users and Data Owners - Operations Leaders partnering with Maintenance - Stakeholders in Maintenance Support (Finance, IT, Procurement)

Modular Syllabus

Strategy & Standards—Building the Data Backbone

Course Dates & Prices

- Maintenance Managers & Planners, Supervisors, Technicians
- Maintenance & Reliability Engineers, Materials/Stores Management
- CMMS/EAM Power Users and Data Owners
- Operations Leaders partnering with Maintenance
- Stakeholders in Maintenance Support (Finance, IT, Procurement)