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Qualitative, Semi-Quantitative and Quantitative Analysis

Assessment methods · 1 min read

Three approaches

Scale from qualitative to semi-quantitative to quantitative: quick and judgement-based to data-driven and in money.

Strengths and weaknesses

ApproachStrengthWeakness
QualitativeFast, easy to explain, no data neededSubjective; hard to compare with costs
Semi-quantitativeEasier ranking and aggregationScores look precise but aren’t
QuantitativeMoney terms; supports cost-benefitNeeds data; time-consuming

The heat map

Qualitative heat map of likelihood against impact, from low to critical.

Choosing an approach

  • What decision will the result support?
  • Is reliable loss and frequency data available?
  • How much time and expertise do we have?
  • Does it fit the enterprise risk method?

Example. A small firm with no incident data uses a qualitative heat map to prioritise its top 20 risks in two weeks. For its single largest investment, a new data centre, it builds a quantitative model with ranges.

How the exam asks about it

If the question asks…The answer is usually…
Advantage of qualitative analysisQuick, needs little data
Advantage of quantitative analysisSupports cost-benefit in money
Main weakness of quantitative analysisDepends on reliable data
MOST important when choosingFit with the decision and the data, applied consistently

In short

  • Qualitative analysis uses descriptive scales such as high, medium and low; it's fast but subjective.
  • Semi-quantitative analysis assigns numbers to scales and combines them; it ranks more easily but is still judgement-based.
  • Quantitative analysis uses money and probabilities; it supports cost-benefit decisions but needs reliable data.
  • Choose the approach that fits the decision and the data available, and apply it consistently.
  • Precise-looking numbers based on weak data can mislead.

Exam traps

  • Assuming quantitative analysis is always more accurate.
  • Treating semi-quantitative scores as if they were real measurements.
  • Mixing approaches so that ratings can't be compared.
  • Using qualitative ratings to justify detailed investment cases.

Slides

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CRISC · Domain 2 · Assessment methods

Qualitative, Semi-Quantitative and Quantitative Analysis

The three ways to analyse risk, what each is good and bad at, and how to choose the right approach for the decision and the data available.

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