Which of the following is NOT an issue you should consider when considering the quality of collected data?

Question

BlackTom AI · Accepted Answer

Question restatement: You are being asked which option is NOT an issue you should consider when evaluating the quality of collected data.
Option 1: 'Has random sampling been used?' This is indeed a data quality concern, because non-random sampling can bias results and threaten generalizability, so it is an issue you should consider.
Option 2: 'Are there any confounding variables?' Confounding variables can distort observed relationships between variables, making this a key data quality and validity concern that should be checked.
Option 3: 'Are there selection biases?' Selection bias directly affects who is included in the data and can skew findings; clearly a valid issue to consider for data quality.
Option 4: 'If some initial data sources have dropped out, could there be systematic reasons for this?' Dropout or missing data mechanisms can introduce bias or reduce representativeness, so this is also a legitimate data quality concern.
Option 5: 'ALL of these statements are issues that you should be considered.' This option asserts that every listed item is indeed an issue to consider, framing all the above as relevant data quality concerns. Since each of Options 1–4 identifies a valid threat to data quality, the statement that ALL of these are issues aligns with the reality that all are relevant considerations. The phrasing here acknowledges that there isn’t a separate, non-issue item among the first four options; rather, it groups them together as all being important issues.
In other words, because each of the first four options represents a legitimate data-quality concern, the option that claims all of them are issues is consistent with comprehensive quality assessment. The other options are individually correct as concerns but do not capture the completeness that the last option conveys. By selecting the ALL-encompassing option, you acknowledge that every listed factor is something to consider when judging data quality, which is why this choice is identified as correct in this context.

ATHK1X01 Practice Quiz (Mastery quiz questions Week 2-13)

Which of the following is NOT an issue you should consider when considering the quality of collected data?

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