Multivariate Data Analysis & Chemometrics training

Multivariate Analysis - Level 1
M201 - 2 days

The world is Multivariate and, as a result, MVA of complex datasets is practised in almost all types of manufacturing sectors and research-based institutions. This workshop introduces the powerful methods and tools that are available to help you to turn large complex multivariate data into informed decisions. The workshop features the Unscrambler®X software package from CAMO.

Topics covered

  • Introduction to Multivariate Data Modelling
  • Principles and applications of Principal Components Analysis (PCA)
  • Multivariate regression:
  • Multilinear regression (MLR)
  • Principal Components Regression (PCR)
  • Partial Least Squares (PLS)
  • Relevant data collection
  • Pretreatment and scaling
  • Detecting and dealing with Outliers
  • Calibration
  • Validation
  • Prediction
  • Basic rules for successful data analysis

Software Tools Used

We regularly run this course using the following software packages, but please just contact us if you'd like to discuss using your current in-house tool instead:

Attendees may also be interested in exploring Prism's free online 3D Visualiser tool.

Who should attend?

  • Scientists, Engineers, Statisticians, Spectroscopists, Chemometricians and others involved in the following disciplines or functions:
  • Consumer insights
  • R&D
  • Product development
  • Process optimisation
  • Quality control & monitoring
  • Working with spectroscopic instruments
  • NIR, FTIR, UV, UV/VIS, NMR, DAS, Raman, Mass Spectoscopy
  • Working with chromatography instruments
  • LC, CE, GC, HPLC
  • Production data & sensory data
  • Production processes

Recommended Preparation

This is an introductory workshop. No prior knowledge of the Unscrambler®X is required.

Please also see the following workshops:

Upcoming public deliveries of this workshop...

To view our full public training programme, please click here.


Date Workshop Software Venue Price
22 - 23 May 2018 Multivariate Analysis - Level 1 The Unscrambler® from CAMO Stansted £1200 Reserve now
20 - 21 November 2018 Multivariate Analysis - Level 1 The Unscrambler® from CAMO Stansted £1200 Reserve now
All prices exclude VAT. For full day workshops, the fee includes tea/coffee, lunch and a pdf copy of the workshop notes. Payment is required to secure reservation. Substitution of delegate names is allowed.

Note: public deliveries of this workshop are offered in collaboration with an external partner, so our partner's prices, discounts, cancellation policy and other T&Cs will be applied instead of our own. Please contact us for more information.