Journal of Construction Engineering and Management · 2014 · 33 citations · 15 references
Forecasting MethodologyEngineeringProject SchedulingProject ManagementProject Risk ManagementBusiness AnalyticsProbabilistic ForecastingEconomic ForecastingData ScienceUncertainty QuantificationRisk ManagementManagementEconomic AnalysisSystems EngineeringSensitivity AnalysisStatisticsQuantitative ManagementS-curve PatternsPredictive AnalyticsForecastingForecasting MethodsEarned Value ManagementConstruction ManagementProduction ForecastingBusiness Forecasting
This paper examines sensitivity of the performance of seven project duration forecasting methods in the earned value management (EVM) literature to characteristic patterns of planned value and earned value S-curves. Specifically, this paper aims at identifying relative robustness and early warning capacity of six deterministic methods and one probabilistic method with respect to the nonlinearity of progress curves and the schedule delay patterns. The sensitivity analysis in this paper shows that forecast accuracy and early warning credibility of deterministic methods are very sensitive to the S-curve patterns, especially early in a project. The results also indicate that the probabilistic method (the Kalman filter earned value method) is the only method among the seven alternatives that is robust with respect to the progress curve nonlinearity and the schedule delay patterns. Consequently, this paper would positively contribute to the practice of project schedule control by providing practical guidance for and valuable insights into a sanity test on the forecasts and warning signals from the forecasting methods so that more informed decisions are made and unnecessary control actions triggered by false warning can be effectively prevented.
15
A Guide to the project management body of knowledge
Choice Reviews Online · 1996 · 4.4K citations
Project-based Organization, Engineering, Project Management +10
J. M. Bates, Clive W. J. Granger · OR · 1969 · 507 citations
Meteorology, Forecasting Methodology, Probabilistic Forecasting +5
Earned value in project management
Work Study · 2003 · 419 citations
Project-based Organization, Project Management, Management +3