USE CASE:
Into department and seniority: title classification without the guesswork
What follows is the honest set of ways to get title classification on into department and seniority, including the ones that are not ours. We are Mamba Labs, we build Apify actors, and Contact Classifier is the one that does this for into department and seniority.
Where this starts
Title classification for into department and seniority turns into a judgment call nobody wanted. Into department and seniority sit in one function and one seniority band, and both move with company size, and title classification inherits that. On into department and seniority, title classification rarely catches this: the same title means three different jobs at a startup, a scaleup and an enterprise. If you would rather try it than read about it, Contact Classifier does title classification for into department and seniority today.
Traditional Search Tools
- The job advert itself, for into department and seniority. Free, and the responsibilities section says what the title actually means there.
- A spreadsheet of keyword rules. Contains and does not contain, in order. Fragile, free, and completely transparent when it goes wrong, which counts for a lot.
- Your CRM's picklist. Forces structure at intake and only works when the person entering the record picks honestly. In practice they pick the first option.
- An LLM prompt over the column. Handles the odd ones a rule list cannot. Costs a call per row and gives a different answer on a rerun unless you pin the temperature.
- Build a lookup. Export the distinct titles, map the top 300 by hand, treat the tail as unknown. Two hours, and it covers most of the list because titles follow a power law.
The method
- Start with one of into department and seniority you already know, so a wrong title classification answer is obvious rather than plausible.
- Run Contact Classifier across your list of into department and seniority, which carries 1 ready made setup for title classification.
- Read ten rows of title classification on into department and seniority by hand before you trust the rest of the list.
Mamba Labs Apify Actors
These are the actors we built for this job. If yours is not covered here, search from the bar at the top of the page or contact us here and tell us what you need.
- Contact Classifier1 preconfigured task on this page's job.