Table 1From “What is measurement error? The gap between a construct and its indicator”
What are the construct, domain, indicator, and observation?
Table 1What are the construct, domain, indicator, and observation?
| Object | What it is | Example question | Failure when it is merged |
|---|---|---|---|
| Construct or target quantity | The concept or quantity a decision is about | What do we mean by customer value, productivity, or forecast confidence? | A familiar label is treated as a definition |
| Construct domain | The attributes or facets the definition includes and excludes | Does customer value include use, completed work, outcome, or all three? | The indicator covers one convenient facet and is called complete |
| Indicator | The observable variable, event, response, or record used as a measure | Which logged action or field stands in for the target? | A proxy is treated as the underlying construct |
| Observation | The value actually recorded at a unit, time, and version | What did the system record, when, and under which rule? | Recording noise, stale state, and missingness disappear |
| Validation evidence | An independent check of the interpretation or error mechanism | What second measure, repeated observation, or criterion can challenge the indicator? | One column is asked to prove its own accuracy |
Swipe or scroll horizontally if the table is wider than your screen.
Source: Table from this essay. Sources and interpretation are given in the article.

From the essay
From the research bench
What is measurement error? The gap between a construct and its indicator
Measurement error begins when an observed indicator is treated as the construct itself. Define the target, indicator, error mechanism, and validation path.
Read the essayThis exhibit belongs to an essay: the numbers live here, the argument lives there.
Cite or embed
Related exhibits

Figure 1Figure
The measurement-error indicator audit
What is measurement error? The gap between a construct and its indicator

Table 4Table
How should a team review an indicator?
What is measurement error? The gap between a construct and its indicator

Table 2Table
Which mechanisms can create the gap?
What is measurement error? The gap between a construct and its indicator
Contact
Bring the question you're working on.
Research, a guest lecture, or a commercial question.