RESEARCH · DATA & METHODOLOGY

Real data.
Handled properly.

Our research draws on the operational data of a live development and construction group — under de-identification principles and explicit ethical boundaries.

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DATA SOURCES

Where the data comes from.

• Live group operations: Development, construction and supply operations inside DDDI Group generate the primary operational datasets.
• Deployed systems: Systems in live deployment produce longitudinal data on how work actually flows.
• Public and market data: Planning, market and open data sources complement the operational core.

METHOD

Research the way systems get built.

1. Grounded questions: Questions come from real operational problems, not from what's fashionable to study.
2. Transparent method: Approach, sources and limitations are documented for every piece of work.
3. Results that deploy: Findings feed system design — and deployed systems feed the next round of data.

ETHICS & BOUNDARIES

The boundaries we don't cross.

• De-identification by default: Operational data used in research is de-identified; commercial specifics stay confidential.
• Client data stays client data: Customer systems' data is never used for research without explicit agreement.
• No manufactured findings: We publish what the data supports — including the limitations.

Talk to our research team