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Comparing this March's sales data with last March's — rather than with this February's — controls for what?

Correct Answer

C) Seasonality in market activity

Why this is correct: Comparing sales data from the same month in consecutive years controls for seasonality. Real estate markets follow predictable annual cycles (e.g., higher activity in spring). A year-over-year comparison removes this seasonal effect to reveal underlying market trends. Why the other choices are wrong: "The mix of foreclosures in the data" is not specifically addressed by the timing of the comparison. "Changes in mortgage underwriting" are policy changes not isolated by the calendar. "Population growth in the county" is a long-term demographic factor, not a seasonal pattern. Exam tip: Remember, seasonality is about calendar-driven patterns. Use year-over-year comparisons to filter them out.

Answer Options
A
The mix of foreclosures in the data
B
Changes in mortgage underwriting
C
Seasonality in market activity
D
Population growth in the county

Why This Is the Correct Answer

Why this is correct: Comparing sales data from the same month in consecutive years controls for seasonality. Real estate markets follow predictable annual cycles (e.g., higher activity in spring). A year-over-year comparison removes this seasonal effect to reveal underlying market trends. Why the other choices are wrong: "The mix of foreclosures in the data" is not specifically addressed by the timing of the comparison. "Changes in mortgage underwriting" are policy changes not isolated by the calendar. "Population growth in the county" is a long-term demographic factor, not a seasonal pattern. Exam tip: Remember, seasonality is about calendar-driven patterns. Use year-over-year comparisons to filter them out.

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