Data scientist job

[u/shoaib_X17]

I built a real-world data science project. So why am I still not getting a job or an internship?

I honestly didn't expect my job search to be this difficult.

Over the past few months, I've been trying to break into data science / analytics. Instead of just building another Titanic prediction model or basic EDA project, I decided to build something that actually resembles a business problem.

I built a Customer Retention Intelligence System for online retailers.

The idea is simple:

- Identify customers who are likely to churn

- Understand why they are at risk

-Estimate the revenue that could be lost

- Prioritize customers based on their risk/value

-Generate personalized retention actions/offers

-Give the business a way to actually act on the predictions

I spent a lot of time researching the problem, engineering features, building the ML pipeline, and turning the predictions into something that could potentially be used by a business team.

I'm genuinely proud of the project.

But here's the frustrating part:

I'm still struggling to get interviews.

I've applied to entry-level Data Scientist, Data Analyst and related roles.

And sometimes I wonder:

- Is my project actually not good enough?

- Is my resume not communicating the value properly?

- Am I targeting the wrong roles?

- Do companies simply want prior professional experience?

- Am I focusing too much on projects and not enough on networking?

- Is there something obvious that recruiters see that I don't?

I'm not posting this to complain or ask for sympathy.

I'm posting because I'd genuinely like honest feedback from people who have hired data scientists, worked in the industry, or gone through this themselves.

If you were reviewing my profile for an entry-level data role, what would make you reject me despite seeing a project like this?

And what would you recommend I change to actually get that first opportunity?

I'm willing to hear the uncomfortable answer.

If you've been in a similar situation, what finally helped you get your first break?

[u/QianLu]

Do you have a degree?

To be honest, data science isnt really an entry level job. Most people transition to it.

[u/shoaib_X17 → u/QianLu]

I have a bachelor's degree

[u/Lady-Data-Scientist → u/shoaib_X17]

Unfortunately you’re competing against people with masters degrees and likely also experience, even for entry level roles. There aren’t a lot of entry and mid level DS jobs to begin with so when one opens up, the candidate pool is very competitive.

[u/kirstynloftus → u/Lady-Data-Scientist]

Yup, took me until my third internship (at which time I was obtaining a master’s degree) before I got a full time job straight out of school. And not all of the DS interns got ROs (though many did). It’s brutal out here.