A researcher, Dr. Aris, conducts a memory experiment and records three variables for each participant:
Which of the following statements is correct regarding the levels of measurement and handling of Dr. Aris's data?
Variable YYY represents interval data because there is a uniform distance of exactly one position between consecutive ranks (e.g., between 1st and 2nd, and 2nd and 3rd).
Variable XXX can be converted into nominal data by grouping the completion times into binary categories (e.g., 'Fast' vs 'Slow'), though this process discards detailed information about individual differences.
Variable ZZZ is nominal data, meaning Dr. Aris can calculate a precise mean score for each study environment category and plot these directly on a normal distribution.
Variable XXX represents ratio data, which is considered a lower level of measurement than Variable YYY because it does not order the participants into explicit ranks.