A Preliminary Exploratory Measurement Model for Systems Thinking in Defence and Aerospace Engineering: A Bifurcated Framework Developed via Multiple Correspondence Analysis

ABSTRACT Modern engineering faces a ‘complexity crisis’ characterized by interlinked, multidisciplinary ‘wicked problems’, particularly within the defence and aerospace sectors. Although systems thinking is recognized as a critical competency for navigating this environment, empirical quantitative frameworks for its measurement remain limited. This study addresses this gap by examining data from 48 senior practitioners in the Israeli defence and aircraft industries. Using multiple correspondence analysis (MCA) and 10 000‐iteration bootstrap procedures, the analysis suggests a bifurcated exploratory model of systems thinking within this specialized sample. The model indicates two relatively stable domains: Strategic Engineering Thinking, which reflects high‐level contextual and managerial ‘soft systems’ orientation, and Applied‐Integrative Judgement, which reflects ‘hard systems’ technical integration. Findings indicate that strategic maturity is statistically associated with years of professional experience, whereas Applied‐Integrative Judgement appears relatively independent of demographic factors in this cohort. Rather than providing definitive validation, the study offers preliminary evidence for a bifurcated exploratory framework and identifies directions for future validation in larger, more diverse engineering populations before the framework is applied in training, workforce development or professional assessment.

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Publication Details

Journal
Systems Research and Behavioral Science
Published
2026-07-23
DOI
https://doi.org/10.1002/sres.70113
Primary Topic
Systems Engineering Methodologies and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

A Preliminary Exploratory Measurement Model for Systems Thinking in Defence and Aerospace Engineering: A Bifurcated Framework Developed via Multiple Correspondence Analysis

Sigal Kordova, Shimon Fridkin
Systems Research and Behavioral Science
Systems Engineering Methodologies and Applications
article

A Preliminary Exploratory Measurement Model for Systems Thinking in Defence and Aerospace Engineering: A Bifurcated Framework Developed via Multiple Correspondence Analysis

Sigal Kordova, Shimon Fridkin
article en

Abstract

ABSTRACT Modern engineering faces a ‘complexity crisis’ characterized by interlinked, multidisciplinary ‘wicked problems’, particularly within the defence and aerospace sectors. Although systems thinking is recognized as a critical competency for navigating this environment, empirical quantitative frameworks for its measurement remain limited. This study addresses this gap by examining data from 48 senior practitioners in the Israeli defence and aircraft industries. Using multiple correspondence analysis (MCA) and 10 000‐iteration bootstrap procedures, the analysis suggests a bifurcated exploratory model of systems thinking within this specialized sample. The model indicates two relatively stable domains: Strategic Engineering Thinking, which reflects high‐level contextual and managerial ‘soft systems’ orientation, and Applied‐Integrative Judgement, which reflects ‘hard systems’ technical integration. Findings indicate that strategic maturity is statistically associated with years of professional experience, whereas Applied‐Integrative Judgement appears relatively independent of demographic factors in this cohort. Rather than providing definitive validation, the study offers preliminary evidence for a bifurcated exploratory framework and identifies directions for future validation in larger, more diverse engineering populations before the framework is applied in training, workforce development or professional assessment.

Systems Research and Behavioral Science
Holon Institute of Technology (IL), Ariel University (IL)
Openalex Percentile: Top 11%
Systems Engineering Methodologies and Applications
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A Preliminary Exploratory Measurement Model for Systems Thinking in Defence and Aerospace Engineering: A Bifurcated Framework Developed via Multiple Correspondence Analysis — Sigal Kordova, Shimon Fridkin · Systems Research and Behavioral Science (2026) | TGRS Research Map | TGRS