Unnat Patel

Healthcare documents · 15 of 31 · Evidence · 7 minutes

Healthcare products. From problem to production.

Test cases & QA

Claims automation, provider matching and a legacy claims integration replaced — explored through the documents and decisions.

01

Test

Test cases: claims, provider identity and continuity

Twelve traceable tests plus severity, triage, retest, regression and evidence requirements for defect closure.

Product decision
Release evidence must cover successful completion and controlled failure.

Document type
Test cases & QA
Status
Portfolio sample · written from my healthcare claims experience
Product decision
Release evidence must cover successful completion and controlled failure.

Portfolio sample from my healthcare product experience. Requirements, thresholds and review records are illustrative; they are not employer documents or historical sign-offs.

In this document 8 sections

Execution status and fixtures

Execution status: NOT RUN against the historical systems for this reconstructed sample. Use sample professional/institutional claims, controlled provider records, a receiver simulator and role-specific accounts. Freeze build, fixture and contract versions before execution. Record each actual outcome and evidence reference independently of the expected result. Cover valid completion, controlled failure and recovery; no historical pass rate is inferred.

  1. Use sample professional/institutional claims, controlled provider records a receiver simulator and role-specific accounts
  2. Freeze build, fixture and contract versions before execution
  3. Record each actual outcome and evidence reference independently of the expected result
  4. Cover valid completion, controlled failure and recovery no historical pass rate is inferred

Execution status: NOT RUN against the historical systems for this reconstructed sample

Traceable test set

Expected outcomes below are acceptance criteria, not reported pass results.

Case / requirementsGiven / WhenExpected result
Q1 · Valid professional claim · FR1/5/6Given a complete sample CMS-1500 and uniquely supported provider, when processedSelect 837P; pass the agreed receiver contract; retain submission identity and receiver status.
Q2 · Valid institutional claim · FR1/5/6Given a complete sample UB-04 and required provider evidence, when processedSelect 837I; validate institutional mapping; retain source lineage and receiver status.
Q3 · Extraction correction · FR1/2Given an unreadable required field, when an authorized operator corrects itHold initially; record source and correction; advance only after revalidation.
Q4 · Invalid EDI · FR5Given a wrong variant or required-field violation, when validatedBlock handoff and display a specific error; no invalid live submission.
Q5 · Normalization · FR3Given equivalent address representations, when normalizedPreserve original values; match only with sufficient identity evidence.
Q6 · Missing / ambiguous provider · FR4Given missing required identity evidence or two plausible candidates, when resolvedReturn a distinct unresolved reason and review path; no arbitrary choice.
Q7 · Stale / unavailable source · FR4Given an expired sample freshness limit or unavailable provider source, when queriedExpose source status; hold or controlled retry; no silent current-match assertion.
Q8 · Acknowledgement vs outcome · FR6Given an accepted acknowledgement but no final result, when state is reportedShow accepted/awaiting disposition; only a later adjudication response updates the final state.
Q9 · Timeout / repeated request · FR7Given a lost response and the same request identity, when retriedCheck known state and emit no unintended duplicate live claim.
Q10 · Migration comparison · FR8Given a bounded replay inventory, when legacy/new results differIsolate replay from live submission, identify every discrepancy and block promotion.
Q11 · Access denial · FR9Given an unauthorized actor, when read/correct/export is attemptedDeny the action without claim-data exposure and record the access event.
Q12 · Queue / reporting · FR10 / MR1–MR5Given mixed current states and known operator actions, when reports are builtReconcile unique inventory; show held items, manual work and correct denominators.

Performance and specialist evidence

Run provider resolution at the declared 50 requests/second sample load with p95 ≤500 ms. Separate cache-hit and source-query latency, timeouts and errors so a fast cache does not conceal a failing source path. Record duration, warm-up, concurrency, data distribution and environment in the actual run. Claims specialists assess receiver interpretation; operators assess recovery usability; security/compliance assess relevant controls. Load, functional and UAT evidence remain distinct.

  1. Run provider resolution at the declared 50 requests/second sample load with p95 ≤500 ms
  2. Separate cache-hit and source-query latency, timeouts and errors so a fast cache does not conceal a failing source path
  3. Record duration, warm-up, concurrency, data distribution and environment in the actual run
  4. Claims specialists assess receiver interpretation operators assess recovery usability; security/compliance assess relevant controls

Load, functional and UAT evidence remain distinct

Severity versus priority

Severity is the consequence of the defect; priority is the repair order considering exposure and dependencies. A narrow occurrence can still have high severity. Product and QA assign priority with domain/control input, without relabeling consequence to meet a release date.

SeverityExample consequenceSample release treatment
S1 criticalUnauthorized protected-data exposure, unsupported identity applied, unintended live duplicate or lost inventoryStop affected release/traffic; immediate triage
S2 majorValid cohort cannot complete or exceptions cannot be recoveredBlock affected scope until fix or safe exclusion
S3 moderateIncorrect noncritical queue presentation with verified workaroundDocument risk and retest before agreed expansion
S4 minorCosmetic issue without loss of meaning or actionSchedule correction; retain reproduction

Defect lifecycle and triage

New → triaged → assigned → in progress → ready for retest → verified → closed; failed retest returns to assigned. Each record includes requirement/test ID, build, fixture, reproduction steps, expected/actual result, consequence, evidence and owner. Sample triage service levels: S1 immediately during an active run; S2 by the next working day; S3/S4 at the next scheduled triage. These are proposed response commitments, not historical incident metrics. Remediation time depends on diagnosis and must be explicitly agreed.

  1. S1 immediately during an active run
  2. S2 by the next working day
  3. S3/S4 at the next scheduled triage proposed response commitments, not historical incident metrics

Retest, regression and waivers

Retest the original fixture and a neighboring boundary: ambiguity after normalization, repeated timeout after acknowledgement, replay with a discrepancy, and permission denial after a role change. A corrected screenshot alone cannot close a transaction defect. For a nonblocking waiver, document scope, residual risk, workaround, accountable approver, expiry and required follow-up. Unexplained identity, duplicate, inventory or access defects cannot be waived into the sample release merely to hit a milestone.

  1. Retest the original fixture and a neighboring boundary ambiguity after normalization, repeated timeout after acknowledgement, replay with a discrepancy, and permission denial after a role change
  2. A corrected screenshot alone cannot close a transaction defect
  3. For a nonblocking waiver document scope, residual risk, workaround, accountable approver, expiry and required follow-up

Unexplained identity, duplicate, inventory or access defects cannot be waived into the sample release merely to hit a milestone

Closure evidence and exit gate

The closure record is reviewable and tied to the candidate build.

EvidenceClosure requirement
Original caseReproduction and initial actual result preserved
Fix verificationSame case passes with trace/log or state evidence
RegressionRelated requirements pass; no uncontrolled duplicate or lost record
Domain reviewRelevant claims/provider/control specialist accepts interpretation
Release scopeResidual issues, exclusions and any waiver are explicit

Release recommendation

Recommend release only with executed Q1–Q12, complete inventory reconciliation, performance evidence, resolved blocking defects and operator acceptance. QA does not approve benefit policy or infer clinical safety from automation. Customer care, operations and relevant patient-safety/legal/compliance partners review the consequences they own. A test count without coverage and closure evidence is insufficient.

  1. executed Q1–Q12
  2. complete inventory reconciliation
  3. performance evidence
  4. resolved blocking defects
  5. operator acceptance

A test count without coverage and closure evidence is insufficient