Using principal component analysis to identify latent factors affecting cost and time overrun in public construction projects

Wyke, S; Lindhard, S M and Larsen, J K (2024) Using principal component analysis to identify latent factors affecting cost and time overrun in public construction projects. Engineering, Construction and Architectural Management, 31(6), pp. 2415-2436. ISSN 0969-9988

Abstract

Purpose: Cost and time are two of the primary benchmarks in which construction projects are measured. A variety of factors, however, affect cost and time on construction projects, as identified in previous research. This has led to a need for better understanding how factors affecting cost and time overruns on public construction projects can be managed more efficiently. The purpose of this paper is to address these issues. Design/methodology/approach: In this study 26 factors affecting cost and time overruns on construction projects were identified, through qualitative interviews with project managers from Danish governmental agencies and through a literature review. Through principal component analyses the 26 factors were subsequently narrowed down to four primary latent factors. Findings: The identified four latent factors affecting cost and time overruns on public construction projects were lack of quality management, lack of project pre-planning, lack of user management and lack of project management. Originality/value: Previous research has focussed on increasing knowledge by identifying and ranking factors affecting time and cost performance. This has led to the identification of an overwhelming number of factors to use for managing construction projects. The present research reduced the number of factors by clustering them into key latent factors responsible for most of the deviation in performance, narrowing the scope of construction cost and time management into a few tangible key focus areas. This supports and improves fast decision-making that is necessary in a changeable environment such as construction.

Item Type: Article
Uncontrolled Keywords: cost; latent factors; management; principal component analysis; project management; project preparation; public construction; quality control; time; user management
Index terms: principal component analysis, public construction, quality management, quality control, clustering, project management, time management, project manager, time overrun, construction cost, deviation, methodology, decision-making, construction project, agency, cost performance, interview, literature review
Subjects: statistical analysis, quality assurance, project controls, sociology, decision analysis, building construction, production management, project management theory and practice, economics, research methods, data analysis and analytics, data science, financial and cost management, project delivery, profession, data collection methods
Topics: Quality Management, Digital Applications, Time Control, Project Management, Research Practice, Engineering Principles, Cost Management, Roles and Professions, Risk Management
Descriptive scope: 5 PCTEA

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here