Survey sources are identified.

A limited sample size.

Aggregate data is trimmed.

Data in aggregate values

Data in individual values

Data in summarized form only

Data in narrative format only

Estimating the change in market rates for jobs based on scope data

Determining the market rate composite from several survey sources

Determining the premium for a hybrid job

Customer information

Financial information

Information related to individual employees

Marketing materials

No. of months to age x annual aging factor

No. of months to age/12 months

No. of months to age/12 months x annual aging factor

Annual aging factor x 12 months

General information and vague messages

Inaccurate information and specific messages

Accurate information and vague messages

Accurate information and specific messages

By aligning with the organization's business strategy

By using a standardized approach for all employees

By offering the highest salaries in the market

By providing only monetary rewards

By using a complex compensation structure