I want to calculate two averages, one over rows before a certain date, and the other after a certain date, using proc SQL in SAS. Currently, I’m doing this in two steps and then merge. Is there a way to do this in one step? Thank you.
x
proc SQL;
create table temp.consensus_forecast_1 as
select distinct gvkey, datadate, avg(meanest) as avg_before from temp.consensus_forecast
where cal_date < fdate
group by gvkey, fdate;
quit;
proc SQL;
create table temp.consensus_forecast_2 as
select distinct gvkey, datadate, avg(meanest) as avg_after from temp.consensus_forecast
where cal_date > fdate
group by gvkey, fdate;
quit;
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Answer
Using the fact that SAS represents true
by 1
and false
by 0
:
proc SQL;
create table temp.consensus_forecast as
select distinct gvkey, datadate,
sum(meanest * (cal_date < fdate)) / sum(cal_date < fdate) as avg_before,
sum(meanest * (cal_date > fdate)) / sum(cal_date > fdate) as avg_after
from temp.consensus_forecast
where
group by gvkey, fdate;
quit;
gives the same result as your code.
Note that this is probably wrong, because you neglect the cases where cal_date = fdate
.