The risk-based testing (RBT) umbrella: risk matrix and risk register authoring, likelihood x impact scoring, risk storming, calibration, and risk-to-test coverage mapping. Produces the per-feature / per-release matrix artifact (structured intake: feature, category, impact 1-5 by likelihood 1-5, score; heatmap; mitigations with owners and due dates), supporting lightweight and heavyweight (FMEA / Cost of Exposure) methods per RBT canon, plus a risk coverage mapping workflow that proves which tests, cases, or monitors back each registered risk. references/ carries the product-risk and project-risk register variants, the risk-storming facilitation guide, matrix calibration against observed defect data, and a register review checklist. Use for any risk-based-testing artifact: building a matrix or register, running a risk-storming session, calibrating ratings against defects, or mapping risks onto test coverage.
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Per rbt-wiki:
"Risk-based testing (RBT) is 'a type of software testing that functions as an organizational principle used to prioritize the tests of features and functions in software, based on the risk of failure.'"
The risk matrix is the artifact that drives RBT decisions. Without it, prioritization is gut-feel; with it, the team has a defensible record of "why we tested this and not that."
The worked example below runs a checkout release through the full flow. For the adjacent risk artifacts and workflows, see the routing table at the end.
Per rbt-wiki, two approaches:
| Approach | Method | When |
|---|---|---|
| Lightweight | Impact × Likelihood, simple high/medium/low | Default; most teams. |
| Heavyweight | FMEA / Cost of Exposure / QFD / FTA | Regulated industries; safety-critical; insurance. |
Most teams should start lightweight - heavyweight methods need specialized expertise.
# Risk matrix - `<feature/release>`
**Date:** YYYY-MM-DD **Owner:** _______________ **Reviewers:** _______________
## Risks
| ID | Risk | Category | Impact (1-5) | Likelihood (1-5) | Score | Mitigation | Owner | Due |
|-----|-----------------------------------------------|------------|-------------:|-----------------:|------:|-------------------------------------|-------|-----|
| R-1 | Promo discount math wrong (off-by-cent) | Business | 5 | 3 | 15 | Add property-based tests on rounding | Alice | 2026-05-15 |
| R-2 | Stripe webhook delivery failure not retried | Technical | 4 | 4 | 16 | Add retry + DLQ; add chaos test | Bob | 2026-05-12 |
| R-3 | EU tax calculation incorrect | Regulatory | 5 | 2 | 10 | UAT with finance team | Carol | 2026-05-20 |
| R-4 | Cart loses state on app restart | UX | 3 | 3 | 9 | Persistent cart in localStorage | Dave | 2026-05-10 |
## Heatmap
| Likelihood ↓ \ Impact → | 1 (low) | 2 | 3 | 4 | 5 (high) |
|--------------------------|---------|---|---|---|----------|
| 5 (very likely) | | | | | |
| 4 | | | | R-2 | |
| 3 | | | R-4 | | R-1 |
| 2 | | | | | R-3 |
| 1 | | | | | |
## Verdict
- **Critical (score >=15):** R-1 (15), R-2 (16). Block release until mitigated.
- **High (score 9-14):** R-3 (10), R-4 (9). Mitigate this sprint.
- **Medium (score 5-8):** (none).
- **Low (score 1-4):** (none).The 5×5 matrix yields scores 1-25; the team picks the threshold for "block release" (typically 15+).
Per rbt-wiki, risks span:
- Business/operational: System criticality and usage frequency
- Technical: Team distribution and complexity
- External: Regulatory requirements and stakeholder preferences
- E-business specific: Security vulnerabilities, performance failures, and integration defects
Tag every risk with one category. Patterns emerge over time - "all our top risks are integration" suggests an architectural review, not just more testing.
A populated matrix drives the test plan:
| Risk class | Recommended test types |
|---|---|
| Business logic | Unit + property-based + UAT |
| Technical | Integration + chaos + load |
| Regulatory | UAT with stakeholder + compliance review |
| UX | Manual exploratory + visual regression |
| Security | Threat model + SAST + DAST + pen test |
| Performance | Load + perf budget + canary |
| Integration | Contract testing + integration tests + canary |
The test plan reads off the matrix: top-N risks → test types per risk → estimated effort.
Input: the checkout-redesign release scope, lightweight methodology (Step 1).
Intake and score (Steps 2-3). Four risks surface, each tagged with a category and scored impact × likelihood:
| ID | Risk | Category | Impact | Likelihood | Score |
|---|---|---|---|---|---|
| R-1 | Promo discount math wrong (off-by-cent) | Business | 5 | 3 | 15 |
| R-2 | Stripe webhook delivery failure not retried | Technical | 4 | 4 | 16 |
| R-3 | EU tax calculation incorrect | Regulatory | 5 | 2 | 10 |
| R-4 | Cart loses state on app restart | UX | 3 | 3 | 9 |
Tier the verdict (Step 2). With a block threshold of 15: R-2 (16) and R-1 (15) block the release until mitigated; R-3 (10) and R-4 (9) are high and get mitigated this sprint.
Read the test plan off the matrix (Step 4). Each risk's category selects its test types:
Outcome. The two blocking risks (R-1, R-2) get owners and due dates before
sign-off; the matrix is committed to
docs/risk-matrices/2026-Q2-checkout-redesign.md and re-reviewed at the next
cadence point (Step 6).
For regulated or safety-critical products where lightweight scoring is insufficient, risk-based testing offers quantitative methods - FMEA (Risk Priority Number = severity × occurrence × detectability) and Cost of Exposure (annual financial risk vs mitigation cost) - per rbt-wiki. Both need specialized expertise; use them only when regulation or financial justification requires it. Full row structure, worked FMEA and Cost-of-Exposure tables, and a when-to-use guide are in references/heavyweight-risk-scoring.md.
| Cadence | Trigger |
|---|---|
| Per-feature | Before development starts |
| Per-release | Pre-release sign-off |
| Quarterly | Strategic risk review |
| Post-incident | Update the matrix with the surfaced risk |
The matrix is a living document - risks change as features ship, mitigations land, and incidents reveal new failure modes.
docs/risk-matrices/
├── 2026-Q2-checkout-redesign.md
├── 2026-Q2-stripe-integration.md
├── 2026-Q1-summary.md ← rollup
└── README.mdMarkdown files version-controlled in git. Reviews via PR; updates tracked over time.
A risk-coverage matrix proves every meaningful risk has a mitigation that
traces to a test or monitor - the risk-side complement to the requirements
traceability matrix (traceability-matrix-builder, in the qa-test-management
plugin). Per ISTQB CTAL-TM ch. 5 on risk-based test prioritisation and
ISO/IEC/IEEE 29119-3:2021 §6.3 on traceability (cite by stable ID). Run it
before a release sign-off or compliance audit, at sprint retrospectives to
find coverage debt, and in CI per PR.
Pull risks from the release matrix (this skill) and the product register (references/product-risk-register.md); project risks (schedule, staffing) are typically excluded - only product / release risks map to test coverage. Filter to score >= 5 (Medium+).
Tag tests with a risk:<ID> marker in name / docstring / front-matter, then:
grep -r "risk:R-001\|risk:PR-001" tests/ --include="*.py" \
--include="*.js" --include="*.ts" --include="*.java" -l| Coverage source | How to collect |
|---|---|
| Automated tests | Repo scan for risk:<ID> tags (above) |
| Manual test cases | Query the TCM for cases whose refs field contains the risk ID |
| Production monitoring | A risk-coverage.yaml map of risk ID -> monitor IDs (e.g., datadog-monitor://stripe-webhook-failure-rate) |
Per risk, coverage depth = linked automated tests + manual cases + monitors:
| Depth | Verdict |
|---|---|
| 0 | Orphan risk - no coverage. Critical if risk score ≥ 10. |
| 1 | Minimal. Acceptable for low-score risks; insufficient for critical. |
| 2-4 | Reasonable. Multiple angles (unit + integration + monitor). |
| 5+ | Possibly over-tested. Audit for redundancy. |
Also run the reverse pass: tests whose risk:<ID> tag points at a retired /
non-existent risk are orphan tests - written for risks that no longer
exist. Audit for deletion.
Emit a Markdown document ordered by score descending: a header (total risks, covered count and %, orphan count split critical vs low, average depth), one row per risk (ID, title, score, automated tests, manual cases, monitors, depth - bold any orphan), an "orphan risks (critical action)" section with a recommended action + owner + estimate per orphan, an "over-covered (audit)" list, and a coverage-debt trend table (orphan count and average depth over recent months). Keep both artifacts version-controlled next to the matrix so the trend is real history.
Re-build the matrix on every PR; fail if a critical-score risk becomes uncovered:
- name: Risk coverage check
run: |
python scripts/build-risk-coverage.py \
--risks risks.yaml \
--output risk-coverage.md \
--fail-on-orphan-score 15Caveats: tag discipline is the ceiling (untagged tests under-report coverage); depth measures count, not test quality; a monitor existing does not prove it would catch the risk; treat depth 1 as "covered" only for low-score risks.
| Task | Guide |
|---|---|
| Long-lived product-quality risks (persist across releases, ISO 25010 walk) | references/product-risk-register.md |
| Project-execution risks (schedule, staffing, vendor; Avoid / Mitigate / Transfer / Accept) | references/project-risk-register.md |
| Facilitating the risk-storming session that fills the matrix | references/risk-storming.md |
| Calibrating an aged matrix against observed defects, escapes, and churn | references/calibration.md |
| Auditing a register's assessment quality before release planning | references/risk-review-checklist.md |
| FMEA / Cost-of-Exposure worked tables | references/heavyweight-risk-scoring.md |
| Anti-pattern | Why it fails | Fix |
|---|---|---|
| Risk matrix authored once, never updated | Becomes irrelevant; team stops trusting. | Per-feature + quarterly cadence (Step 6). |
| Subjective scoring without examples | Different reviewers score differently; matrix unreliable. | Document score rubric (e.g., "5 = customer money loss"). |
| All-business-category matrix | Misses technical / regulatory risks; gaps invisible. | Tag every risk with a category (Step 3). |
| Matrix without owner per row | "Mitigated" never happens. | Owner column required (Step 2). |
| Heavyweight FMEA on a small product | Over-engineering; team disables. | Lightweight default; FMEA only when regulation requires (Step 1). |
| Risk matrix in slides, not version-controlled | History lost; rollup impossible. | Markdown + git (Step 7). |
test-strategy-author -
test strategy doc that references the matrix.traceability-matrix-builder (qa-test-management) - the
requirements-side complement of the Step 8 coverage matrix.