Data EngineeringFDE career entry and client-delivery practice

Design a user acceptance test for a client simulation

PK
Pankit Kumar
Sr. Data Scientist at Parexel (a Goldman Sachs–backed company) · 20 September 2026 · 2 min read
Technically reviewed by Ishaan Sharma
In this article (3 sections)

UAT asks whether the service supports the business task under realistic conditions. It should be run by the role that accepts the outcome, even in a fictional simulation.

Preserve a failure

The delivery lab compares two authored scripts.

python
from delivery_cases import uat_case

result = uat_case()
assert result["failed"] == ["U2"]
assert result["scripts"][0]["pass"] is True
assert result["accepted"] is False
assert result["client_fictional"] is True

Define role, precondition, representative fixture, steps, expected visible and downstream result, evidence and severity. Cover normal, duplicate, invalid, approval timeout, dependency failure and recovery. Use a safe environment and no production credentials.

Let the simulated business user execute without developer coaching. Record actual result, comments, defect owner and retest. Do not rewrite the expected result to make a run pass. Acceptance follows closure of critical defects and an explicit decision.

The FDE for Freshers course grades capstone behaviour through client-facing simulation.

Exercise

Write eight UAT scripts and ask a peer to act as finance reviewer. Fix one failed exception path and retain both run records.

Continue learning

This article is part of the FDE career entry and client-delivery practice sequence. Use the neighbouring tasks when you need the prerequisite or the next application.

Reference: GOV.UK QA guidance.

PK
Pankit Kumar
Lead Instructor, NeuraPath Academy

Pankit Kumar has 10 years in Data Science & AI, building and shipping production systems in regulated pharma and clinical environments. He is a freelance trainer at Boston Institute of Analytics, AnalytixLabs and Scaler, and has taught this material to thousands of working professionals.

This article is part of our FDE for Freshers programme — 6–7 months. Build your engineering foundations, then take AI from discovery to delivery.

Explore FDE for Freshers
Counselling is free · no obligation

Not sure which programme fits?

Tell us your background and we will map it to the right entry point — including saying so when a cheaper programme is the better fit. A counsellor replies within one working day.