Short answer

Designers and strategists should consider developing and implementing structured evaluation frameworks for intangible assets like intellectual capital to drive innovation and market competitiveness.

Field
Innovation & Markets
Source
Mathematics (2024)
Method
Hybrid MCDM (Delphi, Grey DEMATEL, ANP, TOPSIS)
Sample
Data from thirty new-technology companies in China.
Evidence
Strong effect

A novel hybrid multi-criteria decision-making (MCDM) approach, combining Delphi, Grey DEMATEL, and ANP, can effectively evaluate and weight the indicators of intellectual capital for strategic management. This innovation & markets research insight is drawn from a 2024 study published in Mathematics. Using Hybrid mcdm (delphi, grey dematel, anp, topsis) with Data from thirty new-technology companies in China., researchers explored how this design variable affects real-world outcomes. The key design takeaway: Designers and strategists should consider developing and implementing structured evaluation frameworks for intangible assets like intellectual capital to drive innovation and market competitiveness.

Study
Innovation & MarketsRecentStrong effect

A Hybrid MCDM Framework for Quantifying Intellectual Capital in New-Technology Firms

A novel hybrid multi-criteria decision-making (MCDM) approach, combining Delphi, Grey DEMATEL, and ANP, can effectively evaluate and weight the indicators of intellectual capital for strategic management.

Mathematics · 2024

01

Key Findings

  • 01A scientific decision structure for intellectual capital evaluation was delineated using the Delphi method.
  • 02The GDANP method effectively determined the relative weights of intellectual capital indicators.
  • 03The proposed evaluation index, validated by TOPSIS, demonstrated effectiveness and applicability in assessing intellectual capital.
02

Application

Design takeaway

Designers and strategists should consider developing and implementing structured evaluation frameworks for intangible assets like intellectual capital to drive innovation and market competitiveness.

How to apply

Organizations can adapt this hybrid MCDM approach to create custom indices for evaluating various forms of intellectual capital, such as brand equity, patents, or employee expertise, to inform strategic planning.

Project actions

  • 01When evaluating complex concepts like user experience or brand perception, consider using MCDM techniques.
  • 02Clearly define your criteria and use methods like Delphi to gain consensus on their importance and relationships.
03

Method & Evidence

AimTo develop and validate a robust index for evaluating enterprise intellectual capital using a hybrid multi-criteria decision-making technique.
MethodHybrid MCDM (Delphi, Grey DEMATEL, ANP, TOPSIS)
ProcedureThe Delphi method was used to establish a decision structure. A grey-based DEMATEL was integrated with ANP (GDANP) to determine indicator weights, and TOPSIS was employed to validate the index's effectiveness using real-world data from new-technology companies.
SampleData from thirty new-technology companies in China.
ContextStrategic management of intellectual capital in new-technology companies.

Variables

IV["Indicators of intellectual capital (e.g., patents, human capital, organizational capital)","Interrelationships between indicators"]
DVIntellectual capital evaluation index score
CV["Company type (new-technology firms)","Geographical context (China)","Data collection period"]
04

Strengths & Limitations

Strengths

  • +Combines multiple robust MCDM techniques for a comprehensive evaluation.
  • +Provides a practical framework for assessing intangible assets.
  • +Validated with real-world data.

Limitations

The Delphi method relies on expert opinion, which can be subjective. The complexity of the GDANP-TOPSIS model requires significant data and analytical expertise.

Reliability & validity

The reliability of the Delphi method depends on achieving expert consensus. The validity of the index is supported by the use of TOPSIS for validation against real-world data. The combination of methods aims to enhance both reliability and validity.

Think critically

How might the subjective nature of expert opinions in the Delphi method influence the final intellectual capital index, and what steps could be taken to mitigate this bias?

05

Design Principles

"Employ structured, multi-criteria decision-making frameworks to systematically evaluate complex, intangible assets for strategic advantage."

Understanding and quantifying intellectual capital is crucial for businesses, especially in knowledge-intensive sectors. This research provides a structured methodology for assessing this intangible asset, enabling more informed strategic decisions regarding investment, growth, and competitive positioning.

06

What This Means for Your Design

This study shows a smart way to measure how valuable a company's knowledge and ideas are, using a step-by-step process that involves experts and data analysis to give a clear score.

How to use in your project

  • 1.Reference this study when discussing the need for a structured approach to evaluating design impact or intangible assets within your design project.
07

Add to My Project

08

Quick Cite

Paragraph starter

The evaluation of intangible assets, such as intellectual capital, is critical for strategic decision-making in innovative sectors. Research by Liu et al. (2024) proposes a hybrid multi-criteria decision-making framework, integrating Delphi, Grey DEMATEL, and ANP, to systematically assess and weight intellectual capital indicators. This methodology provides a robust, data-driven approach that can be adapted to quantify complex design outcomes or strategic assets within a design project.

09

Source

Mathematics

Intellectual Capital Evaluation Index Based on a Hybrid Multi-Criteria Decision-Making Technique

journal · 2024

View source

Questions About This Research

What does the research say about a hybrid mcdm framework for quantifying intellectual capital in new-technology firms?
Designers and strategists should consider developing and implementing structured evaluation frameworks for intangible assets like intellectual capital to drive innovation and market competitiveness. Evidence: Mathematics (2024).
Why does "A Hybrid MCDM Framework for Quantifying Intellectual Capital in New-Technology Firms" matter for design?
Understanding and quantifying intellectual capital is crucial for businesses, especially in knowledge-intensive sectors. This research provides a structured methodology for assessing this intangible asset, enabling more informed strategic decisions regarding investment, growth, and competitive positioning.
How can designers apply this research?
Designers and strategists should consider developing and implementing structured evaluation frameworks for intangible assets like intellectual capital to drive innovation and market competitiveness.
What were the main findings?
A scientific decision structure for intellectual capital evaluation was delineated using the Delphi method.. The GDANP method effectively determined the relative weights of intellectual capital indicators.. The proposed evaluation index, validated by TOPSIS, demonstrated effectiveness and applicability in assessing intellectual capital.
What research method was used?
Hybrid MCDM (Delphi, Grey DEMATEL, ANP, TOPSIS) with Data from thirty new-technology companies in China..
How strong is the evidence?
Evidence strength is rated Strong effect, based on a 2024 journal from Mathematics.
What should I do differently in my next project?
Organizations can adapt this hybrid MCDM approach to create custom indices for evaluating various forms of intellectual capital, such as brand equity, patents, or employee expertise, to inform strategic planning.
What are the limitations?
The study's findings are based on data from Chinese new-technology companies, and the applicability to other industries or geographical regions may require further validation. The complexity of the hybrid MCDM model might also present a barrier to adoption for some organizations.