Data analysts who freelance on the side - where did your first paying clients actually come from?
Full-time program manager, and analysis/dashboards are the part of my job I’d happily do at 11pm. Excel/Sheets, SQL, and I build dashboards that non-technical leadership actually opens twice a week instead of once and never again. Recently rebuilt a churn analysis for ~$1.9M of lost revenue and turned it into a 12-slide story for investors, so I’m comfortable on both the data side and the “make the exec care” side.
What I’m stuck on is the client side, not the work side.
A few things I’d love honest answers on:
**1.** Did your first clients come from Upwork/Fiverr, or from your own network? Every thread says “network,” but I’d like to hear from people whose network wasn’t already full of founders.
**2.** For a first paid project, do you scope by hour or fixed price? Fixed feels safer for the client and riskier for me until I’ve seen their data.
**3.** How do you handle the “can you just clean this file first” trap where 80% of the time goes into someone’s broken CRM export?
**4.** Is there a niche worth committing to? I keep hearing generalist analysts get commoditized while “Shopify revenue dashboards” or “clinic ops reporting” people get referrals.
Happy to trade - if you post a messy dataset problem in the comments I’ll talk through how I’d structure it.