What ethical considerations arise when using external data providers or third-party analytics in a CFE case?

• A. Data privacy, accuracy, source reliability, potential bias; require due diligence, disclosure of data sources.
• B. External data providers are always accurate.
• C. No need to disclose data sources.
• D. Data privacy is not a concern with external data.

Answer: (A)

Using external data in a CFE case requires handling privacy, ensuring data quality, evaluating the source’s trustworthiness, and guarding against bias. Privacy matters because third-party data may involve personal information or data that can be re-identified; you need to understand consent, data-sharing terms, and how data is stored, processed, and protected. You must assess accuracy and reliability by examining how the data was collected, how current it is, how it’s been cleaned, and whether there’s documentation or validation against known benchmarks. Bias can creep in through sampling methods, coverage gaps, or incentives that shape what the data includes or excludes, so it’s important to review the provider’s methodology and limitations.

Due diligence means vetting the data source, reviewing licenses and terms of use, and understanding governance practices around data quality and security, then keeping records of what was assessed. Transparency is essential, so disclose data sources to stakeholders to enable reproducibility and to explain any uncertainties or limitations tied to third-party data.