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CDT504 Chap.5 Metrics, Targets and Final Specifications

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Chapter 5 of 9 · CDT504

Metrics, Targets and Final Specifications

Metrics make needs testable

A specification pairs a metric with a value. Build a needs-metrics matrix to check that each important need is represented and that every metric has a reason to exist. Specify units and direction.

At least, at most and exactly create different failure conditions, and an exactly target is defensible only when movement either way harms performance.

Targets become final through trade-offs

Early targets use customer and competitive evidence. Final values incorporate selected concepts, technical models, bills of materials, prototype results and subsystem budgets.

Benchmarking cannot justify combining the best number from every competitor if the resulting package is infeasible.

In this chapter

What this chapter covers

  • 01

    Needs-metrics matrix

  • 02

    Units and direction

  • 03

    Marginal and ideal values

  • 04

    Competitive benchmarking

  • 05

    Technical and cost models

  • 06

    Final specification flow-down

Worked example · free

Interpret conflicting targets

Q [6 marks]. Concept A meets mass but misses runtime; Concept B meets runtime but misses mass. What does the table prove? This study mark allocation is not an official University allocation.
The links connect user outcomes to observable measures, illustrating why a team checks coverage in both directions before setting target values.The links connect user outcomes to observable measures, illustrating why a team checks coverage in both directions before setting target values.Customer needsMeasurable metricseasy to carryquick to set upsafe near childrenmass, grip forcesetup secondsedge radiusOne need may require several metrics; one metric may influence several needs.
The links connect user outcomes to observable measures, illustrating why a team checks coverage in both directions before setting target values.
  • 2Compare each concept with both limits.
  • 2Reject invalid averaging across units.
  • 2Name the next model or test.
Neither concept meets both targets. The team should inspect need importance and model whether battery, housing or feature changes can move one concept inside both limits at acceptable cost. Kilograms and hours cannot be averaged into a meaningful gap.
Sia tip — After computing a value, reread the unit and direction word as a separate check.
Glossary

Key terms

Metric
An observable quantity used to represent performance against a need.
Marginal Value
The boundary of acceptable performance for a specification.
Ideal Value
The preferred performance level pursued when trade-offs allow it.
Needs-Metrics Matrix
A map showing which measures represent each customer need.
Bill of Materials
A list of parts and estimated purchase or fabrication costs used as an evolving cost model.
FAQ

Metrics, Targets and Final Specifications FAQ

Why can one need require several metrics?

Complex outcomes such as usability or safety may not be represented faithfully by one product property. Combining objective properties with observed task performance can preserve the link to user value.

What is the difference between target and final specifications?

Targets are set early from needs and competitive evidence. Final specifications are revised after concepts, technical and cost models, prototypes and trade-offs reveal what can responsibly be promised.

How can a metric be gamed?

A team can improve the number while weakening the outcome it was meant to represent. Recheck the linked need and add another measure when the proxy can be optimised independently of user value.

Why should test conditions sit beside a metric?

The same label can produce incomparable results under different loads, environments, instruments or participant groups. A specification needs a definition and method as well as a value. Recording conditions lets later teams repeat the test and recognise when a design change invalidates an earlier comparison.

How are subsystem budgets checked?

Confirm that allocated mass, cost or power totals remain inside the system limit, then add interface demands and shared resources that local budgets may omit. Compliant subsystems can still fail at system level if connections, packaging or controls consume unallocated capacity.

When should a target be written as a range?

Use a range when performance is acceptable between two defensible boundaries and movement beyond either boundary harms the outcome or creates another cost. State the linked need and test method. A range should reflect evidence and trade-offs rather than conceal uncertainty about what value matters.

Study strategy

Assessment move

Create a needs-metrics matrix for one product and look for orphan needs and metrics. Label each value as minimum, maximum, exact or range and explain the direction. Recompute a simple bill of materials under high and low estimates. Finish by identifying one metric that could be gamed and pairing it with an outcome measure. Start with the needs list rather than available sensors or easy measurements.

For each important need, ask what observable change would demonstrate improvement and under what test condition. Give the metric a unit, direction, test method and owner. Where one measure cannot represent the outcome, use a small set and explain how the measures complement one another. Audit every direction word.

If lower force helps a user, an upper bound is likely; if sufficient runtime is required, a lower bound is likely; if deviation either way harms performance, justify an exact target or range. Write the reason beside the symbol before calculating anything. Add marginal and ideal values, keeping the boundary of acceptability distinct from the preferred result.

Use competitive evidence as a reference rather than constructing an impossible product from the best number in every column. Then build one technical model and one cost model. A bill of materials with high and low estimates is enough to expose whether performance gains consume the target cost. Update it when the concept or supplier assumption changes.

Flow system budgets to subsystems and check their sum, but also examine interface demands that local budgets omit. For revision, work a trade-off case with unlike units and explain why kilograms and hours cannot be averaged. Identify the need priorities or models that should resolve the decision. Finally, test proxy fidelity. Ask whether a team could improve the number while weakening the user outcome.

If so, revise the measure or add an observed-performance metric. This check turns quantified specifications into evidence rather than decorative precision.

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