LSS DMAIC Template¶
Generate a complete Lean Six Sigma Green Belt DMAIC project template from a problem description — Define, Measure, Analyze, Improve, Control.
Type: Script Domain: Operations Vertical: LSS (Lean Six Sigma — Green Belt) Version: v1.0.0 Last tested: 2026-06-03 Cost per run: Free (Python stdlib only)
:material-github: Source on GitHub · Drive canon · CHANGELOG
Trigger prompts¶
What it produces¶
A full D-M-A-I-C project template as markdown (114 lines for the example), with sections:
- Define — problem statement, SIPOC, VOC, charter (scope in/out, team, timeline)
- Measure — key metrics, baseline, data collection plan
- Analyze — Fishbone (links to
skill-fishbone), 5 Whys, hypothesis test - Improve — pilot solution, rollout plan
- Control — control plan, sustainment checklist, lessons learned
- Sign-off — owner / process owner / sponsor / LSS MBB
Inputs (YAML or JSON)¶
project_name: "Reduce NPT on Well A-12 Cementing Operations"
owner: "Aiham Alhawar, Operations Manager"
problem_statement: "Non-productive time (NPT) on the A-12 cementing job was 14.2 hours over the last 6 months, exceeding the 8-hour project target by 77%."
goal: "Reduce cementing-related NPT to ≤4 hours per well within 6 months (50% reduction)"
sipoc_suppliers:
- "Cement service company"
- "Mud engineering"
- "Drilling crew"
voc:
- "Operations manager: 'We lose time waiting on cement tests that come back inconsistent'"
- "Cementer: 'Lab results don't match field conditions, especially with high-temp wells'"
team: "Aiham (lead), cementing engineer, mud engineer, drilling supervisor, lab tech"
scope_in: "Cementing operations on Well A-12 and similar Block 5 wells (depth 10,000-13,000 ft)"
scope_out: "Other wells in different blocks, drilling-only NPT, completions NPT"
timeline: "12 weeks (Aug-Oct 2026)"
key_metrics:
- "Cementing NPT hours per well (target ≤ 4)"
- "First-time pressure test pass rate (target ≥ 95%)"
- "Cement job quality (bond log, compressive strength) — no regression"
Install¶
python3 canon/operations/lss/dmaic-template/dmaic.py \
--input canon/operations/lss/dmaic-template/problem.example.yaml \
--output dmaic-project.md
No installs needed.
Source files¶
| File | Path | Version |
|---|---|---|
| Source template | drive/00-canon/operations/lss/dmaic-template/00-dmaic-template-v1.0.0-2026-06-03.md |
v1.0.0 |
| Canonical script | canon/operations/lss/dmaic-template/dmaic.py |
v1.0.0 |
| Example problem | canon/operations/lss/dmaic-template/problem.example.yaml |
v1.0.0 |
| CHANGELOG | canon/operations/lss/dmaic-template/CHANGELOG.md |
v1.0.0 |
Version + last tested¶
- v1.0.0 — released 2026-06-03
- Last tested: 2026-06-03 against "Reduce NPT on Well A-12" problem. Result: 114-line markdown template, all 5 phases populated.
Known limitations¶
- No statistical engine (t-tests, ANOVA) — describe the test, don't run it.
- Pair with
skill-paretofor the M-phase analysis.
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