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Advanced Excel Formulas for Engineering Data Analysis

30 Chapters
View Course Samples Online
01
Engineering data analysis workflow in Excel
importing sensor logs, structuring raw data, and planning formula-driven analysis.
analysisworkflow
02
Dynamic array fundamentals for engineering datasets
spilled ranges, SEQUENCE, RANDARRAY, and reshaping measurement tables.
datasetsSEQUENCE
03
Lookup and reference formulas for equipment records
XLOOKUP, INDEX/MATCH, and FILTER for multi-condition retrieval.
referenceformulas
04
Conditional aggregation with SUMIFS, COUNTIFS, and AVERAGEIFS for grouped test results and tolerance bands.
Conditional aggregation with SUMIFS, COUNTIFS, and AVERAGEIFS for grouped test results and tolerance bands.
Conditionalaggregation
05
Statistical engineering formulas
AVERAGE, STDEV.S, MEDIAN, QUARTILE, and outlier flagging with formulas.
Statisticalformulas
06
Error handling and data validation in engineering calculations
IFERROR, ISNUMBER, and structured validation rules.
handlingvalidation
07
Text parsing formulas for instrument exports
TEXTBEFORE, TEXTAFTER, TEXTSPLIT, and cleaning unit-bearing values.
formulasinstrument
08
Date and time formulas for time-series logs
DATEDIF, NETWORKDAYS, and elapsed-time calculations across shifts.
formulastime-series
09
Unit conversion and normalization formulas
CONVERT, arithmetic scaling, and building reusable conversion tables.
conversionnormalization
10
Interpolation and curve fitting formulas
FORECAST.LINEAR, TREND, LINEST, and slope/intercept extraction for calibration data.
Interpolationformulas
11
Regression diagnostics with formulas
RSQ, STEYX, and residual analysis for experimental measurements.
Regressiondiagnostics
12
Matrix and array formulas for engineering systems
MMULT, TRANSPOSE, and solving linear equations with MINVERSE.
formulasMMULT
13
Tolerance stack-up analysis using formulas
worst-case and statistical tolerance accumulation with SUMPRODUCT.
Tolerancestack-up
14
Signal processing basics in Excel
moving averages, smoothing formulas, and peak detection with array logic.
processingaverages
15
Conditional formatting and formula-driven dashboards for engineering KPIs
thresholds, color scales, and icon sets.
Conditionalformatting
16
What-if analysis with data tables and formulas
sensitivity studies for design parameters and load cases.
analysisformulas
17
Goal Seek and Solver integration with formula models
reverse-engineering inputs from target performance metrics.
integrationreverse-engineering
18
Monte Carlo simulation using formulas and RAND
probabilistic engineering risk assessment without VBA.
simulationformulas
19
Power Query and formula integration
shaping large engineering datasets and loading to the data model.
integrationdatasets
20
Dynamic named ranges and OFFSET/INDEX for expanding engineering datasets and chart automation.
Dynamic named ranges and OFFSET/INDEX for expanding engineering datasets and chart automation.
OFFSET/INDEXexpanding
21
PivotTable calculated fields and formulas for engineering test summaries and cross-tabulation.
PivotTable calculated fields and formulas for engineering test summaries and cross-tabulation.
PivotTablecalculated
22
Advanced charting with formula-driven series
trendlines, error bars, and dynamic ranges for report automation.
Advancedcharting
23
Auditing and debugging complex engineering formulas
Evaluate Formula, Trace Precedents, and formula tracing techniques.
Auditingdebugging
24
Performance optimization for large engineering workbooks
volatile functions, array sizing, and calculation control.
Performanceoptimization
25
Case study
fatigue life estimation using S-N curves and formula-based interpolation.
estimationS-N
26
Case study
heat exchanger performance analysis with LMTD and effectiveness-NTU formulas.
exchangerperformance
27
Case study
structural beam deflection and stress calculations using formula-driven spreadsheets.
structuraldeflection
28
Case study
fluid flow and pressure drop analysis with Darcy-Weisbach and Moody chart approximations.
pressureanalysis
29
Case study
quality control charts (X-bar and R) built with formulas and dynamic ranges.
formulas
30
Capstone project
end-to-end engineering data analysis workbook integrating advanced formulas, validation, and reporting.
Capstoneend-to-end