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首页> 外文期刊>Journal of Management in Engineering >Application of Reference Class Forecasting in Turkish Public Construction Projects: Contractor Perspective
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Application of Reference Class Forecasting in Turkish Public Construction Projects: Contractor Perspective

机译:承包商视角下参考等级预测在土耳其公共建设项目中的应用

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Cost overrun in construction projects is an important problem that can have serious financial consequences. It also reduces the effectiveness of planning and decision making not only for the contractor but for all parties involved. The problem keeps occurring despite many attempts made over the years to improve cost estimation and forecasting methods. This paper focuses on analyzing cost overruns in Turkey and comparing the cost estimates produced using the traditional estimating method against cost forecasts produced using the reference class forecasting (RCF) method. RCF is used to predict the final cost of a project predicated on actual cost outcomes of accomplished similar projects in the same reference class. RCF has been so far used to address estimation bias in early project development before design is completed and before all risks are accounted for to help a client to produce a more realistic forecast of the final project cost. In this paper, however, it is used to produce a forecast of the final project cost based on the contract sum. The work described in the paper involves collection of contract sum and final project cost data from 420 completed building projects. In order to test the ability of RCF to produce realistic forecasts of projects' final costs, 75% of the data are used to produce the cost overruns distribution and to determine the required optimism bias uplift values for the building projects, while the other 25% of the data are used for testing the accuracy of the forecasts produced for the final costs of projects in the established reference class. The results have indicated that the required uplift values are in the range of 4 to 44%. For instance, if the acceptable chance of cost overrun is 50%, 65% of the test projects would have required only 4% uplift of the contract sum to produce accurate forecasts of the final costs. If, on the other hand, the acceptable chance of cost overrun is only 10%, 5% of the test projects needed to use a 44% uplift to enable more accurate final project cost forecasts for the contractor. Additionally, to check the accuracy of the test data results obtained through applicable optimism bias uplift values, three standard error measuresroot-mean-square error (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE)are used.
机译:建设项目的成本超支是一个重要的问题,可能会造成严重的财务后果。这也降低了不仅对承包商,而且对所有相关方的计划和决策的有效性。尽管多年来进行了许多尝试来改进成本估算和预测方法,但问题仍然存在。本文着重分析土耳其的成本超支情况,并将使用传统估算方法得出的成本估算与使用参考类别预测(RCF)方法得出的成本预测进行比较。 RCF用于根据同一参考类别中已完成相似项目的实际成本结果来预测项目的最终成本。到目前为止,RCF已被用来解决早期项目开发中设计完成之前和所有风险被考虑之前的估计偏差,以帮助客户对最终项目成本进行更实际的预测。但是,在本文中,它可用于根据合同金额对最终项目成本进行预测。本文描述的工作涉及从420个已完成的建筑项目中收集合同金额和最终项目成本数据。为了测试RCF对项目最终成本进行真实预测的能力,将75%的数据用于产生成本超支分布并确定建筑项目所需的乐观偏差提升值,而其他25%的数据用于检验所建立参考类别中项目最终成本的预测的准确性。结果表明,所需的升力值在4%至44%的范围内。例如,如果可接受的成本超支机会为50%,则65%的测试项目只需要增加合同金额的4%即可得出最终成本的准确预测。另一方面,如果可接受的成本超支机会仅为10%,则5%的测试项目需要使用44%的提升来实现承包商更准确的最终项目成本预测。此外,为了检查通过适用的乐观偏差提升值获得的测试数据结果的准确性,使用了三个标准误差度量:均方根误差(RMSE),平均绝对误差(MAE)和平均绝对百分比误差(MAPE)。

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