Short answer

Adopt a data-centric approach to design, focusing on the flow and connection of data elements to build robust Digital Threads.

Field
Modelling
Source
Academic Publication (2023)
Method
Case Study
Evidence
Strong effect

A structured approach to mapping and analyzing data elements can create a unified Digital Thread, improving traceability and efficiency. This modelling research insight is drawn from a 2023 study published in Academic Publication. Using Case study, researchers explored how this design variable affects real-world outcomes. The key design takeaway: Adopt a data-centric approach to design, focusing on the flow and connection of data elements to build robust Digital Threads.

Study
ModellingRecentStrong effect

Data Element Mapping (DEMA) enables a complete Digital Thread by connecting disparate data flows.

A structured approach to mapping and analyzing data elements can create a unified Digital Thread, improving traceability and efficiency.

Academic Publication · 2023

01

Key Findings

  • 01A technology-agnostic approach (DEMA) can be created to standardize data capture and analysis.
  • 02Moving from a functional, document-centric view to a data element level view is essential for building a Digital Thread.
  • 03Data elements act as the crucial connectors within a Digital Thread.
  • 04Implementing DEMA can lead to reduced organizational risk, lead-time, and manpower, while increasing traceability, quality, and profitability.
02

Application

Design takeaway

Adopt a data-centric approach to design, focusing on the flow and connection of data elements to build robust Digital Threads.

How to apply

Before designing a new system or process, map out all potential data elements and their interconnections to ensure a seamless flow and traceability.

Project actions

  • 01When planning your design project, think about what data is generated at each stage and how it will be used.
  • 02Consider creating a visual map of your data flows to identify potential bottlenecks or missing connections.
03

Method & Evidence

AimHow can a Data Element Mapping and Analysis (DEMA) approach be developed and implemented to establish a complete Digital Thread within an organization?
MethodCase Study
ProcedureThe research involved developing and applying the DEMA methodology in two distinct organizational settings: a prototyping organization and a verification and validation operational environment. This included analyzing existing data and information flows and then using this analysis to implement improvements.
ContextProduct development and manufacturing environments, particularly those aiming for digitalization and a Model-Based Enterprise.

Variables

IVImplementation of Data Element Mapping and Analysis (DEMA) approach.
DVCompleteness of the Digital Thread, organizational risk, lead-time, manpower, traceability, quality, and profitability.
CVExisting data and information flows, organizational structure, and the specific prototyping and V&V environments.
04

Strengths & Limitations

Strengths

  • +Develops a novel, technology-agnostic approach (DEMA).
  • +Validates the approach in two different organizational contexts.

Limitations

It can be challenging to identify and map every single data element in a complex project. The tools and software used to manage data might also introduce their own limitations.

Reliability & validity

The study's validity is supported by its application in two different organizational settings. Reliability could be further enhanced by testing DEMA across a wider range of industries and company sizes.

Think critically

To what extent does the 'technology-agnostic' nature of DEMA hold true in practice, given that specific digital tools are ultimately required for implementation?

05

Design Principles

"Data elements serve as the foundational connectors for a unified Digital Thread."

In complex design and manufacturing processes, understanding how data flows between different systems and stages is crucial. DEMA provides a methodology to visualize and manage these connections, reducing errors and accelerating product development cycles.

06

What This Means for Your Design

Imagine all the information needed for a product, like measurements, materials, and instructions. This study shows a way to connect all that information, like a digital thread, so everyone can see and use it easily, making things work better and faster.

How to use in your project

  • 1.Use the DEMA concept to justify the importance of data management and traceability in your design process.
  • 2.Reference the idea of data elements as connectors when discussing the integration of different design aspects in your project.
07

Add to My Project

08

Quick Cite

Paragraph starter

The research by Ledford (2023) highlights the critical role of a Data Element Mapping and Analysis (DEMA) approach in establishing a complete Digital Thread. By focusing on data elements as the connectors between different stages of a design and production process, organizations can move beyond document-centric workflows to a more integrated and traceable system. This methodology is vital for reducing risks and improving efficiency in complex projects.

09

Source

Academic Publication

A Data Element Mapping and Analysis (DEMA) Approach for Implementing a Complete Digital Thread

journal · 2023

View source

Questions About This Research

What does the research say about data element mapping (dema) enables a complete digital thread by connecting disparate data flows?
Adopt a data-centric approach to design, focusing on the flow and connection of data elements to build robust Digital Threads. Evidence: Academic Publication (2023).
Why does "Data Element Mapping (DEMA) enables a complete Digital Thread by connecting disparate data flows." matter for design?
In complex design and manufacturing processes, understanding how data flows between different systems and stages is crucial. DEMA provides a methodology to visualize and manage these connections, reducing errors and accelerating product development cycles.
How can designers apply this research?
Adopt a data-centric approach to design, focusing on the flow and connection of data elements to build robust Digital Threads.
What were the main findings?
A technology-agnostic approach (DEMA) can be created to standardize data capture and analysis.. Moving from a functional, document-centric view to a data element level view is essential for building a Digital Thread.. Data elements act as the crucial connectors within a Digital Thread.. Implementing DEMA can lead to reduced organizational risk, lead-time, and manpower, while increasing traceability, quality, and profitability.
What research method was used?
Case Study.
How strong is the evidence?
Evidence strength is rated Strong effect, based on a 2023 journal from Academic Publication.
What should I do differently in my next project?
Before designing a new system or process, map out all potential data elements and their interconnections to ensure a seamless flow and traceability.
What are the limitations?
The effectiveness of DEMA may depend on the organization's existing data infrastructure and willingness to adopt new methodologies. The study was conducted in specific environments, and broader applicability may require further validation.