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Producer Price Index Manual: Theory and Practice ... - METAC

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11. Errors <strong>and</strong> Bias in the PPI<br />

A. Introduction<br />

11.1 A number of sources of error <strong>and</strong> bias<br />

have been discussed in the preceding chapters <strong>and</strong><br />

will be discussed again in subsequent chapters.<br />

The purpose of this chapter is to briefly summarize<br />

such sources to provide a readily accessible overview.<br />

Both conceptual <strong>and</strong> practical issues will be<br />

covered. To be aware of the limitations of any PPI,<br />

it is necessary to consider what data are required,<br />

how they are to be collected, <strong>and</strong> how they are to<br />

be used to obtain overall summary measures of<br />

price changes. The production of PPIs is not a trivial<br />

task, <strong>and</strong> any program of improvement must<br />

match the estimated cost of a potential improvement<br />

in accuracy against the likely gain. In some<br />

instances, one may have to take into account the<br />

user requirements necessary to meet specific needs<br />

or engender more faith in the index, in spite of the<br />

relatively limited gains in accuracy matched<br />

against their cost.<br />

11.2 Figure 11.1 outlines the potential sources<br />

of error <strong>and</strong> bias in PPIs. The distinction between<br />

errors <strong>and</strong> bias is, however, first considered in Section<br />

B. In sampling, for example, the nature of the<br />

sample design (example, the use of cutoff sampling–see<br />

Chapter 5) may bias the sample toward<br />

larger establishments whose average item price<br />

changes are below the average of all establishments.<br />

In contrast, an unrepresentative sample with<br />

Figure 11.1. Outline of Sources of Error <strong>and</strong> Bias<br />

Uses <strong>and</strong> Concepts<br />

Coverage, valuation,<br />

<strong>and</strong> sampling unit<br />

Sampling error <strong>and</strong><br />

bias:<br />

- sampling of<br />

establishments<br />

- sampling of products<br />

<strong>Price</strong> measurement<br />

- response error or bias<br />

- missing establishments<br />

- missing products<br />

Substitution bias<br />

- elementary level<br />

- weighted level<br />

295

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