Engineering research

The evidence behind the method.

Published technical-debt research informs how we examine dependencies, evidence, and the cost of change.

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Hands reviewing paper documents with a pen.

Use evidence that answers your decision.

Funding, delivery, handover, and regulated review need different records. Explore the six questions below; each keeps the evidence, scope, and next action together.

Six decisions. The evidence each needs.

Follow the decisions, one step at a time.

Plan the evidence behind a decision.

Expected Illustrative working assumptions; adjust to your task.

Illustrative Expected scenario. Exact values and units follow the chart.
Illustrative planning profile informed by the research topics; not a validated TDMF score..
Records
3 rating / 5
Dependencies
2.5 rating / 5
Changes
4 rating / 5
Review ownership
3 rating / 5
Costs
3.5 rating / 5
Change the inputs
Compare
Continuing unchanged, a targeted fix, and a wider change compete for budget and delivery capacity.
Count
Recurring effort and disruption; delivery, testing, transition, training, and ongoing support.
Decide
Separate observations from estimates, test low–high assumptions, and record an owner and review date. Released hours are capacity; the recommendation can be to defer or stop.
Inspect the constructed action plan →

Consistent research classifications do not establish cost-estimate accuracy; the linked figures are constructed examples.

Two separate research populations.

Expected Published counts.

Illustrative Expected scenario. Exact values and units follow the chart.
Published research: 141 documents and a separate survey of 35 practitioners. These populations are not interchangeable; edit only to explore a hypothetical study.
Classification documents
141 count
Expert survey participants
35 count
Change the inputs
Code
Static analysis checks configured rules; it cannot find every defect or guarantee security.
Delivery
Change records, handoffs, dependencies, and interviews explain waiting and rework that code findings alone cannot.
Action
Reuse relevant tests, name untested connections, and compare impact, effort, and uncertainty before funding. Passing tests support only the conditions tested; a severity score is not a business case.
See the evidence inputs →

  1. Question
  2. Evidence
  3. Decision
Records
Dated requests, interface records, releases, incidents, effort logs, and interviews can support a review.
Scope
Interview accounts need corroboration; diagrams may differ from actual behavior, and incomplete logs can distort costs.
Action
Separate measured effort from assumptions, show gaps and ranges, and request targeted source access or tests only where they could change the decision. Agree information handling first.
Review evidence handling →

  1. Question
  2. Evidence
  3. Decision
Before commitment
Challenge acquisition or handover assumptions using support costs, change history, dependencies, and delivery plans.
Readiness
Check documentation, access, and named responsibilities; documents alone do not prove the receiving team can operate.
Decision
Separate facts, estimates, and unanswered questions. Missing evidence can change cost or timing; it is not evidence of absence. Sequence post-handover priorities with owners and review dates.
Inspect a constructed decision record →

  1. Question
  2. Evidence
  3. Decision
Scope
Define the decision, affected work, deadline, and acceptance criteria before collecting records.
Evidence
Link applicable requirements to supporting tests, changes, and decisions; a document title alone does not establish coverage.
Ownership
Name the reviewer and due date, prioritize gaps, and track completion. Responsible specialists determine applicability and approval; this review does not certify compliance.
See the evidence method →

Depending on the program, DO-178C, AS9100, MIL-STD-882, ISO 26262, or IEC 62304 may apply.

  1. Question
  2. Evidence
  3. Decision
Trace
Connect the proposed change, affected dependencies, requirements, versioned tests, and supporting records.
Check
An unchanged component may still need review; earlier evidence may not cover the new change.
Record
Keep the rationale, authorized reviewer decision, acceptable gaps, open actions, and owners together. A complete record is not approval or compliance certification; specialists determine the applicable requirements.
Inspect the constructed evidence record →

A foundation you can check.

Practitioners in the research survey
35Study scope →
Published WPI dissertation
1Read the dissertation ↗
Site entry languages
5Choose a language →
Free review of one workflow
30 minRequest your review →

Research and offer facts, not client outcomes. The survey is separate from classification validation.

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The evidence behind the method.

The Technical Debt Management Framework (TDMF) comes from Dr Zak Ouzzif’s WPI doctoral research and a peer-reviewed journal paper.

WPI dissertation ↗ · Journal paper ↗ · Engineering research →

Explore the evidence.

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