Finance to tech pivot in Malaysia — practical roadmap that worked for mE

by Nora Ahmad·May 20, 2026

Background: 4 years in audit and FP&A. Made the switch into a fintech data analyst role. Total timeline: 8 months from decision to offer.

Month 1—2: Audited transferable skills. Financial modelling, data interpretation, Excel, stakeholder reporting, all directly applicable. Gap: SQL and Python.

Month 3—4: Online courses (SQL for Beginners, Python for Data Analysis on Coursera). Funded with HRD Corp entitlement.

Month 5—6: Built 2 portfolio projects using public financial datasets.

Month 7—8: Applied specifically to fintech and banking tech roles where financial background was an asset. Positioned as "data analyst who understands finance" not "finance person who learned SQL."

Got 4 interviews, 2 offers. Took the one paying 18% more than my previous role.

#finance-to-tech#career-switch#data#pivot#roadmap

Comments (6)

Hasanuddin Malik18

I set a strict no-work-after-8pm rule. Clients who need emergency response get a higher rate. Boundaries trained my clients to plan better.

Tracy Ng24

Freelancer burnout is real and it's sneaky because you blame yourself, "I'm my own boss, I should be able to handle this." The lack of an employer to be angry at is its own trap.

Amran Daud15

Quarterly reviews of which clients energise me vs drain me. I stopped renewing with two clients who were technically profitable but mentally exhausting.