"""Analytics responses are mostly assembled as dicts in views. Keep helpers here only when reuse across methods would otherwise duplicate. """ def serialize_stage_count(stage,count) -> dict: return {"stage": stage,"count": int(count or 0)} def serialize_source_count(source,count) -> dict: return {"source": source or "Unknown","count": int(count or 0)} def serialize_recruiter_row(user_id,name,hires,open_reqs,avg_time_to_hire) -> dict: return { "id": str(user_id) if user_id else None, "name": name, "hires": int(hires or 0), "open_reqs": int(open_reqs or 0), "avg_time_to_hire": float(avg_time_to_hire) if avg_time_to_hire is not None else None, }