{"title":"Measuring cost and time overruns: median-based metrics, reform effect, and simultaneous estimation","authors":"James Odeck","doi":"10.1016/j.tra.2025.104587","DOIUrl":null,"url":null,"abstract":"<div><div>This paper addresses three key gaps in transportation research on cost and time overruns: (1) the overuse of Mean Percentage Error (MPE), despite the Median Percentage Error (MdnPE) being more appropriate for skewed data; (2) limited evaluation of government interventions aimed at reducing overruns; and (3) the failure to account for the interdependence between cost and time overruns, leading to biased estimates. Using a dataset of 2,228 Norwegian road projects (1993–2016), we assess overruns using both MdnPE and MPE, evaluate the effects of major organizational reforms, and apply a Three-Stage Least Squares (3SLS) estimation to correct for endogeneity between cost and time overruns. Unlike some studies, we rely solely on statistically observable factors and avoid subjective explanations such as the planning fallacy or strategic misrepresentation.</div><div>Results show a median cost overrun of 4% (mean: 12%) and a median time overrun of 0% (mean: 18%), confirming a skewed data distribution. This demonstrates how MPE can exaggerate typical performance, while MdnPE offers a more representative measure of central tendency. Still, the choice between MPE and MdnPE should depend on the analytical objective—whether the goal is to highlight extreme cases or typical project performance.</div><div>We find that government reforms, particularly the introduction of full procurement competition and a Quality Assurance (QA) regime, significantly reduced overruns. However, results for time overruns vary by method: the Kruskal–Wallis test shows lower median time overruns during the QA and competition periods, while the 3SLS model—controlling for other project factors—reveals that the transition to full competition was associated with increased time overruns. This suggests that improvements in medians may reflect changing project composition rather than reform effects alone.</div><div>This study underscores the need to consider how overruns are evaluated and encourages the use of empirical evidence over speculative explanations like the planning fallacy.</div></div>","PeriodicalId":49421,"journal":{"name":"Transportation Research Part A-Policy and Practice","volume":"199 ","pages":"Article 104587"},"PeriodicalIF":6.8000,"publicationDate":"2025-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transportation Research Part A-Policy and Practice","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0965856425002150","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
This paper addresses three key gaps in transportation research on cost and time overruns: (1) the overuse of Mean Percentage Error (MPE), despite the Median Percentage Error (MdnPE) being more appropriate for skewed data; (2) limited evaluation of government interventions aimed at reducing overruns; and (3) the failure to account for the interdependence between cost and time overruns, leading to biased estimates. Using a dataset of 2,228 Norwegian road projects (1993–2016), we assess overruns using both MdnPE and MPE, evaluate the effects of major organizational reforms, and apply a Three-Stage Least Squares (3SLS) estimation to correct for endogeneity between cost and time overruns. Unlike some studies, we rely solely on statistically observable factors and avoid subjective explanations such as the planning fallacy or strategic misrepresentation.
Results show a median cost overrun of 4% (mean: 12%) and a median time overrun of 0% (mean: 18%), confirming a skewed data distribution. This demonstrates how MPE can exaggerate typical performance, while MdnPE offers a more representative measure of central tendency. Still, the choice between MPE and MdnPE should depend on the analytical objective—whether the goal is to highlight extreme cases or typical project performance.
We find that government reforms, particularly the introduction of full procurement competition and a Quality Assurance (QA) regime, significantly reduced overruns. However, results for time overruns vary by method: the Kruskal–Wallis test shows lower median time overruns during the QA and competition periods, while the 3SLS model—controlling for other project factors—reveals that the transition to full competition was associated with increased time overruns. This suggests that improvements in medians may reflect changing project composition rather than reform effects alone.
This study underscores the need to consider how overruns are evaluated and encourages the use of empirical evidence over speculative explanations like the planning fallacy.
期刊介绍:
Transportation Research: Part A contains papers of general interest in all passenger and freight transportation modes: policy analysis, formulation and evaluation; planning; interaction with the political, socioeconomic and physical environment; design, management and evaluation of transportation systems. Topics are approached from any discipline or perspective: economics, engineering, sociology, psychology, etc. Case studies, survey and expository papers are included, as are articles which contribute to unification of the field, or to an understanding of the comparative aspects of different systems. Papers which assess the scope for technological innovation within a social or political framework are also published. The journal is international, and places equal emphasis on the problems of industrialized and non-industrialized regions.
Part A''s aims and scope are complementary to Transportation Research Part B: Methodological, Part C: Emerging Technologies and Part D: Transport and Environment. Part E: Logistics and Transportation Review. Part F: Traffic Psychology and Behaviour. The complete set forms the most cohesive and comprehensive reference of current research in transportation science.