9 Sections
34 Lessons
30 Hours
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Data Analysis Fundamentals
Build a practical foundation in industrial technical data and understand how engineering data supports performance analysis and decision-making.
3
1.1
Industrial Technical Data Analysis, Purpose, Applications & Decision-Making
1.2
Industrial Data Sources: Logbook, Checklist, CMMS, HMI, SCADA, Meter & Field Data
1.3
Data Structure, Classification, Collection & Reporting Requirements
Data Cleaning & Validation
Learn how to identify data-quality problems and prepare reliable datasets for engineering analysis.
3
2.1
Data Cleaning: Missing, Duplicate, Invalid & Inconsistent Data
2.2
Data Validation, Cross-Checking, Source Verification & Historical Comparison
2.3
Engineering Units, Conversion, Standardization & Data Quality
Statistics & KPI
Develop practical statistical and KPI skills for measuring industrial performance and establishing meaningful performance references.
4
3.1
Practical Statistics for Industrial Data: Mean, Range, Variation & Standard Deviation
3.2
Industrial KPI: Availability, MTBF, MTTR, OEE, Energy, Cost & Efficiency
3.3
KPI Definition, Formula, Target, Variance & Performance Tracking
3.4
Baseline Development & Performance Benchmarking
Trend & Comparative Analysis
Learn how to analyze time-based data, compare performance and identify deterioration, variation and performance gaps.
4
4.1
Time-Series Analysis: Hourly, Daily, Weekly & Monthly Data
4.2
Trend Analysis, Moving Average, Variation & Performance Deterioration
4.3
Actual vs Target, Previous Period, Design Value & Benchmark Comparison
4.4
Normalized Performance, Seasonal Variation & Performance Gap Analysis
Equipment, Maintenance & Loss Analysis
Apply data analysis to equipment performance, breakdowns, reliability and recurring losses to support maintenance and reliability decisions.
4
5.1
Equipment Performance, Runtime, Load, Efficiency & Cost Analysis
5.2
Breakdown, Downtime, Failure & Reliability Data Analysis
5.3
MTBF, MTTR, Availability, Repeat Failure & Chronic Loss Analysis
5.4
Pareto Analysis, Major Losses & Maintenance Priority Identification
Energy, Utility & Cost Analysis
Develop the ability to analyze energy, utility and maintenance-related costs and evaluate specific consumption and savings opportunities.
4
6.1
Energy & Utility Data Analysis: Electricity, Fuel, Steam, Air & Water
6.2
Equipment Efficiency & Utility Performance Analysis
6.3
Energy, Water, Maintenance & Downtime Cost Analysis
6.4
Intensity, Specific Consumption, Savings & Performance Comparison
Abnormality, Risk & Root Cause Analysis
Use technical data to identify abnormal conditions, investigate performance gaps and support evidence-based root-cause analysis.
4
7.1
Variance, Abnormality, Threshold & Early-Warning Analysis
7.2
Data-Based Root Cause Analysis: Trend, Timeline, Comparison & Evidence
7.3
5 Why, Fishbone, Pareto & Correlation-Based Technical Analysis
7.4
Data-to-Action: Finding, Root Cause, Recommendation & Verification
Visualization & Management Reporting
Learn how to present technical analysis clearly through charts, dashboards and concise management reports that support decisions.
4
8.1
Technical Data Visualization: Trends, Bar Charts, Pareto, Scatter & KPI Charts
8.2
Industrial Performance Dashboard: KPI, Loss, Trend & Action Monitoring
8.3
Management Reporting: Executive Summary, Finding, Impact & Recommendation
8.4
Performance Review, Action Tracking & Decision-Oriented Reporting
Practical Industrial Data Analysis
Integrate the complete data-analysis workflow through practical industrial datasets, equipment and utility analysis, RCA and a final management presentation.
4
9.1
Practical Data Cleaning, Validation, KPI & Trend Analysis
9.2
Practical Equipment, Maintenance, Energy, Water & Cost Analysis
9.3
Complete Industrial Case Study: Data → Analysis → Finding → RCA → Recommendation
9.4
Final Industrial Data Analysis Project, Dashboard & Management Presentation
Industrial Technical Data Analysis
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