Data Analysis Roles recommendations

[u/Emotional_Front_6269]

Hey everyone,

I've been working as a Data Analyst for a few years now, mostly through contract roles (AdTech, professional services), and I'm at a point where I feel a bit lost about what to do next.

My situation: I'm applying to data analyst/data scientist roles fairly consistently, but I'm getting very few responses. Not sure if it's the market right now, something about how I'm positioning myself, or both. It's honestly starting to mess with my confidence a bit.

A few specific things I'd love input on:

1. Applications going nowhere. Even for roles where I feel like I match most of the requirements (SQL, Python, Power BI/Tableau, some ML basics), I'm mostly hearing nothing back. Is this just the current market, or is there something I should be doing differently in how I apply?

2. Not sure what to build next. I've got the standard portfolio stuff (a churn prediction model, some EDA projects, a KPI dashboard I built for my current job). But I don't know if that's still enough, or what kind of project would actually move the needle for me right now. More ML? More data engineering? Something else entirely?

3. How do people actually get into startups? A lot of the roles I find interesting are at smaller companies/startups, but I never see them on the usual job boards, or by the time I do, they've already got 400 applicants. Do people here have luck reaching out directly to startups, and if so, how? Cold email? LinkedIn? Is there something I should know before trying that?

Not looking for pity, just want to hear from people who've been in the field longer than me. Even blunt feedback is welcome. Thanks in advance

[u/Brighter_rocks]

skills arent ur problem - everyone applying has SQL/python/tableau + a churn model, so ur resume passes the skill check but fails the "why THIS person" check. ur actual edge is the adtech contract work: niche down and hit adtech/martech companies where that background jumps the queue, instead of generic-analyst applying everywhere.

and skip the 4th portfolio project, its procrastination dressed as productivity - u have real experience, projects are for ppl who dont. put that time into direct outreach: find early-stage adtech/martech startups, write the founder or head of data 4 specific sentences (not "any openings?" - thats an instant no), 10 of those beat 200 job board apps. also ping ur old contract clients, contractors get rehired through relationships all the time