TY - JOUR
T1 - Comparison of estimation methods of cost and duration in IT projects
AU - Berlin, Stanislav
AU - Raz, Tzvi
AU - Glezer, Chanan
AU - Zviran, Moshe
PY - 2009/4
Y1 - 2009/4
N2 - Producing accurate and reliable project cost estimations at an early stage of a project's life cycle remains a substantial challenge in the information technology field. This research benchmarks the performance of various approaches to estimating IT project effort and duration. Empirical data were gathered from various "real-world" organizations including several prominent Israeli high-tech companies as well as from the International Software Benchmarking Standards Group (ISBSG) IT project database. The study contrasts two types of models that have been employed to estimate project duration and effort separately: linear regression estimation models and models deriving from a more novel approach based on artificial neural networks (ANNs).
AB - Producing accurate and reliable project cost estimations at an early stage of a project's life cycle remains a substantial challenge in the information technology field. This research benchmarks the performance of various approaches to estimating IT project effort and duration. Empirical data were gathered from various "real-world" organizations including several prominent Israeli high-tech companies as well as from the International Software Benchmarking Standards Group (ISBSG) IT project database. The study contrasts two types of models that have been employed to estimate project duration and effort separately: linear regression estimation models and models deriving from a more novel approach based on artificial neural networks (ANNs).
KW - Artificial neural networks
KW - Project cost estimation
KW - Regression
KW - Software engineering
UR - http://www.scopus.com/inward/record.url?scp=58549100040&partnerID=8YFLogxK
U2 - 10.1016/j.infsof.2008.09.007
DO - 10.1016/j.infsof.2008.09.007
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AN - SCOPUS:58549100040
SN - 0950-5849
VL - 51
SP - 738
EP - 748
JO - Information and Software Technology
JF - Information and Software Technology
IS - 4
ER -