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.
- 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
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 / requirements | Given / When | Expected result |
|---|---|---|
| Q1 · Valid professional claim · FR1/5/6 | Given a complete sample CMS-1500 and uniquely supported provider, when processed | Select 837P; pass the agreed receiver contract; retain submission identity and receiver status. |
| Q2 · Valid institutional claim · FR1/5/6 | Given a complete sample UB-04 and required provider evidence, when processed | Select 837I; validate institutional mapping; retain source lineage and receiver status. |
| Q3 · Extraction correction · FR1/2 | Given an unreadable required field, when an authorized operator corrects it | Hold initially; record source and correction; advance only after revalidation. |
| Q4 · Invalid EDI · FR5 | Given a wrong variant or required-field violation, when validated | Block handoff and display a specific error; no invalid live submission. |
| Q5 · Normalization · FR3 | Given equivalent address representations, when normalized | Preserve original values; match only with sufficient identity evidence. |
| Q6 · Missing / ambiguous provider · FR4 | Given missing required identity evidence or two plausible candidates, when resolved | Return a distinct unresolved reason and review path; no arbitrary choice. |
| Q7 · Stale / unavailable source · FR4 | Given an expired sample freshness limit or unavailable provider source, when queried | Expose source status; hold or controlled retry; no silent current-match assertion. |
| Q8 · Acknowledgement vs outcome · FR6 | Given an accepted acknowledgement but no final result, when state is reported | Show accepted/awaiting disposition; only a later adjudication response updates the final state. |
| Q9 · Timeout / repeated request · FR7 | Given a lost response and the same request identity, when retried | Check known state and emit no unintended duplicate live claim. |
| Q10 · Migration comparison · FR8 | Given a bounded replay inventory, when legacy/new results differ | Isolate replay from live submission, identify every discrepancy and block promotion. |
| Q11 · Access denial · FR9 | Given an unauthorized actor, when read/correct/export is attempted | Deny the action without claim-data exposure and record the access event. |
| Q12 · Queue / reporting · FR10 / MR1–MR5 | Given mixed current states and known operator actions, when reports are built | Reconcile 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.
- 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
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.
| Severity | Example consequence | Sample release treatment |
|---|---|---|
| S1 critical | Unauthorized protected-data exposure, unsupported identity applied, unintended live duplicate or lost inventory | Stop affected release/traffic; immediate triage |
| S2 major | Valid cohort cannot complete or exceptions cannot be recovered | Block affected scope until fix or safe exclusion |
| S3 moderate | Incorrect noncritical queue presentation with verified workaround | Document risk and retest before agreed expansion |
| S4 minor | Cosmetic issue without loss of meaning or action | Schedule 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.
- S1 immediately during an active run
- S2 by the next working day
- 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.
- 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
Closure evidence and exit gate
The closure record is reviewable and tied to the candidate build.
| Evidence | Closure requirement |
|---|---|
| Original case | Reproduction and initial actual result preserved |
| Fix verification | Same case passes with trace/log or state evidence |
| Regression | Related requirements pass; no uncontrolled duplicate or lost record |
| Domain review | Relevant claims/provider/control specialist accepts interpretation |
| Release scope | Residual 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.
- executed Q1–Q12
- complete inventory reconciliation
- performance evidence
- resolved blocking defects
- operator acceptance
A test count without coverage and closure evidence is insufficient