Kind of complex query in Django with annotate - django

Question

I have to classes such that
class JobTitle(models.Model):
name = models.CharField(max_length=500,null=False,blank=False)
class Employer(models.Model):
name = models.CharField(max_length=500,null=False,blank=False)
jobtitle = models.ForeignKey(JobTitle,null=False)
revenue = models.IntegerField(null=False)
First I would like to get first 5 job titles whose number of employers is maximum and secondly I need to evaluate those avarage revenue of employers of those five jobtitles.
I may get first 5 job titles like
jtList = JobTitle.objects.filter(isActive=True).annotate(employer_count=Count('employer')).order_by('employer_count')[:5]
I may go over each jobtitle and their employers and sum their revenues and divide them the total number but of course it's a bad and inefficient solution.
How can I achive such operation in django efficiently ?
Thank you
JobTitle.objects.annotate(jobtitle_count=Count('jobtitle')).order_by('-jobtitle_count')[:5]

Answer 1

Summing Revenues in the same currency
If all the revenue numbers are in the same currency, you can do this using annotate and Avg.
job_titles = JobTitle.objects.filter(isActive=True
).annotate(employer__count=Count('employer'),
average_revenue=Avg('employer__revenue'),
).order_by('employer__count')[:5]
Summing Revenues in different currencies
In the comments you mention you'd like to convert revenues from GBP and EUR then sum in USD. I don't have an elegant solution to this I'm afraid.
One approach is to use values() to get the sums in each currency:
# look at the employers in the top job titles
employers = Employer.objects.filter(job_title=job_titles)
currency_totals = employers.values('job_title', 'currency', Count('revenue'), Sum('revenue'))
This will return a ValuesQuerySet, for example
[{'job_title':1, 'currency': 'GBP', 'revenue__sum': 20.0, 'revenue__count': 1},
{'job_title':1, 'currency': 'EUR', 'revenue__sum': 35.0, 'revenue__count': 2},
{'job_title':2, 'currency': 'USD', 'revenue__sum': 50.0, 'revenue__count': 1},
...
]
You can then loop through the results in the view, converting each revenue__sum to USD and adding to a running total for that job title.
This way, you only need one query to get the revenue sums for a given set of job_titles. However, because we process the results in the view, you can't get the database to filter on, or order by the revenue calculations e.g. "show me job titles with equivalent revenue greater than USD 1000".
I'd be interested to see any other approaches -- we have customers paying us in GBP, EUR and USD, so we need to generate similar reports.