Which statement best reflects the ethical consideration for increased data use?

• A. Data Distribution - Most appropriate methods of distributing data
• B. Data Storage - More investment into secure data storage systems
• C. Data Mining - most effective data mining tools to extract max amount of useful data from their systems
• D. Data Dependence - increased data = More vulnerable to errors and Poor data quality

Answer: (D)

As data usage grows, the ethical concern centers on the risk that errors and poor quality in data can have amplified, decision-impacting consequences. More data means more reliance on data-driven outputs, so any inaccuracies, biases, or gaps can propagate and cause harm or mislead stakeholders unless quality is rigorously managed. This is why the statement about data dependence—where increased data leads to greater vulnerability to errors and poor data quality—best captures the ethical obligation to ensure data quality, governance, validation, and accountability. Other aspects like data distribution, storage, or mining address technical handling, but they don’t directly express the ethical risk that growing data use can magnify harms if data quality isn’t safeguarded.