count of occurences

I help run a job database and have a table of search records.  I want
a query that will return the top 10 jobs by search frequency.  I'm
familiar with ORDER BY and LIMIT, so I basically need this:

Given a table search_records:
job_num
-------
1
2
2
3
4
4
4

I want a query that will return:
job_num | count
--------+------
1       |1
2       |2
3       |1
4       |3

I tried

select distinct job_num, (select count(*) from search_records j where
j.job_num=k.job_num) from search_records k

but it is horribly slow (it takes several minutes on a table of about
25k rows!).  I assume it scans the entire table for every job_num in
order to count the number of occurences of that job_num, taking order
n^2 time.  Since I can easily use job_num as an index (being integers
from 0 to roughly 400 so far) I could just do a "select * from
search_records" and do the counting in PHP (our HTML pre-processor) in
order n time.  However, I don't know how to do an order n*log(n) sort
in PHP, just n^2, so there would still be an efficiency problem.
I have Postgresql 7.0.3.
Help is of course greatly appreciated.