Skip to main content
Top
Published in: Research in Engineering Design 2/2019

16-10-2018 | Original Paper

Iterations as the result of social and technical factors: empirical evidence from a large-scale design project

Authors: Sebastiano A. Piccolo, Anja M. Maier, Sune Lehmann, Chris A. McMahon

Published in: Research in Engineering Design | Issue 2/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Understanding the role of iterations is an important topic within design research and design practice. Iterations often involve rework and thus often increased costs and completion time. Many theories and studies ascribe iterations either to the social or technical complexity of the design process. Here, we join the two perspectives by analysing metadata of more than 3000 documents produced during the design of a biomass power plant. We gain insights by using network analysis and by visualising the temporal unfolding of the design process. Subsequently, we develop a statistical model to rigorously test multiple hypotheses showing that iterations are a combination of technical and social factors. The paper shows that iterations increase when the number of stakeholders/participants increases and when external suppliers are involved. Iterations are lower in presence of integrative activities. Furthermore, the paper shows the existence of synergistic interactions between nodes’ in-going and out-going flow in both activity and team networks associated with an increase in iterations.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Adler PS, Mandelbaum A, Nguyen V, Schwerer E (1995) From project to process management: an empirically-based framework for analyzing product development time. Manag Sci 41(3):458–484MATHCrossRef Adler PS, Mandelbaum A, Nguyen V, Schwerer E (1995) From project to process management: an empirically-based framework for analyzing product development time. Manag Sci 41(3):458–484MATHCrossRef
go back to reference Agreste S, De Meo P, Ferrara E, Piccolo S, Provetti A (2015) Analysis of a heterogeneous social network of humans and cultural objects. IEEE Trans Syst Man Cybern Systems 45(4):559–570CrossRef Agreste S, De Meo P, Ferrara E, Piccolo S, Provetti A (2015) Analysis of a heterogeneous social network of humans and cultural objects. IEEE Trans Syst Man Cybern Systems 45(4):559–570CrossRef
go back to reference Agreste S, De Meo P, Ferrara E, Piccolo S, Provetti A (2015) Trust networks: topology, dynamics, and measurements. IEEE Internet Comput 19(6):26–35CrossRef Agreste S, De Meo P, Ferrara E, Piccolo S, Provetti A (2015) Trust networks: topology, dynamics, and measurements. IEEE Internet Comput 19(6):26–35CrossRef
go back to reference Anderson D, Burnham K, White G (1994) AIC model selection in overdispersed capture–recapture data. Ecology 75(6):1780–1793CrossRef Anderson D, Burnham K, White G (1994) AIC model selection in overdispersed capture–recapture data. Ecology 75(6):1780–1793CrossRef
go back to reference Braha D, Bar-Yam Y (2007) The statistical mechanics of complex product development: empirical and analytical results. Manag Sci 53(7):1127–1145MATHCrossRef Braha D, Bar-Yam Y (2007) The statistical mechanics of complex product development: empirical and analytical results. Manag Sci 53(7):1127–1145MATHCrossRef
go back to reference Browning TR, Eppinger SD (2002) Modeling impacts of process architecture on cost and schedule risk in product development. IEEE Trans Eng Manag 49(4):428–442CrossRef Browning TR, Eppinger SD (2002) Modeling impacts of process architecture on cost and schedule risk in product development. IEEE Trans Eng Manag 49(4):428–442CrossRef
go back to reference Bucciarelli LL (1994) Designing engineers. The MIT Press, London Bucciarelli LL (1994) Designing engineers. The MIT Press, London
go back to reference Bucciarelli LL (2002) Between thought and object in engineering design. Des Stud 23(3):219–231CrossRef Bucciarelli LL (2002) Between thought and object in engineering design. Des Stud 23(3):219–231CrossRef
go back to reference Cataldo M, Herbsleb JD, Carley KM: Socio-technical congruence: a framework for assessing the impact of technical and work dependencies on software development productivity. In: Proceedings of the Second ACM-IEEE international symposium on Empirical software engineering and measurement, pp 2–11. ACM (2008) Cataldo M, Herbsleb JD, Carley KM: Socio-technical congruence: a framework for assessing the impact of technical and work dependencies on software development productivity. In: Proceedings of the Second ACM-IEEE international symposium on Empirical software engineering and measurement, pp 2–11. ACM (2008)
go back to reference Clarkson PJ, Simons C, Eckert C (2004) Predicting change propagation in complex design. J Mech Des 126(5):788–797CrossRef Clarkson PJ, Simons C, Eckert C (2004) Predicting change propagation in complex design. J Mech Des 126(5):788–797CrossRef
go back to reference Cockburn A, Highsmith J (2001) Agile software development, the people factor. Computer 34(11):131–133CrossRef Cockburn A, Highsmith J (2001) Agile software development, the people factor. Computer 34(11):131–133CrossRef
go back to reference Dawson JF (2014) Moderation in management research: what, why, when, and how. J Bus Psychol 29(1):1–19CrossRef Dawson JF (2014) Moderation in management research: what, why, when, and how. J Bus Psychol 29(1):1–19CrossRef
go back to reference De Meo P, Musial-Gabrys K, Rosaci D, Sarnè GM, Aroyo L (2017) Using centrality measures to predict helpfulness-based reputation in trust networks. ACM Trans Internet Technol 17(1):8 De Meo P, Musial-Gabrys K, Rosaci D, Sarnè GM, Aroyo L (2017) Using centrality measures to predict helpfulness-based reputation in trust networks. ACM Trans Internet Technol 17(1):8
go back to reference Dhillon BS (1996) Engineering design: a modern approach. Richard D Irwin, New York Dhillon BS (1996) Engineering design: a modern approach. Richard D Irwin, New York
go back to reference Eckert C, Clarkson PJ, Zanker W (2004) Change and customisation in complex engineering domains. Res Eng Des 15(1):1–21CrossRef Eckert C, Clarkson PJ, Zanker W (2004) Change and customisation in complex engineering domains. Res Eng Des 15(1):1–21CrossRef
go back to reference Eppinger SD, Browning TR (2012) Design structure matrix methods and applications. The MIT Press, LondonCrossRef Eppinger SD, Browning TR (2012) Design structure matrix methods and applications. The MIT Press, LondonCrossRef
go back to reference Eppinger SD, Whitney DE, Smith RP, Gebala DA (1994) A model-based method for organizing tasks in product development. Res Eng Des 6(1):1–13CrossRef Eppinger SD, Whitney DE, Smith RP, Gebala DA (1994) A model-based method for organizing tasks in product development. Res Eng Des 6(1):1–13CrossRef
go back to reference Ford DN, Sterman JD (2003) The Liar’s club: concealing rework in concurrent development. Concurr Eng 11(3):211–219CrossRef Ford DN, Sterman JD (2003) The Liar’s club: concealing rework in concurrent development. Concurr Eng 11(3):211–219CrossRef
go back to reference Freeman RE (2010) Strategic management: a stakeholder approach. Cambridge University Press, CambridgeCrossRef Freeman RE (2010) Strategic management: a stakeholder approach. Cambridge University Press, CambridgeCrossRef
go back to reference Ganzach Y (1997) Misleading interaction and curvilinear terms. Psychol Methods 2(3):235CrossRef Ganzach Y (1997) Misleading interaction and curvilinear terms. Psychol Methods 2(3):235CrossRef
go back to reference Giffin M, de Weck O, Bounova G, Keller R, Eckert C, Clarkson PJ (2009) Change propagation analysis in complex technical systems. J Mech Des 131(8):081,001CrossRef Giffin M, de Weck O, Bounova G, Keller R, Eckert C, Clarkson PJ (2009) Change propagation analysis in complex technical systems. J Mech Des 131(8):081,001CrossRef
go back to reference Gokpinar B, Hopp WJ, Iravani SM (2010) The impact of misalignment of organizational structure and product architecture on quality in complex product development. Manag Sci 56(3):468–484CrossRef Gokpinar B, Hopp WJ, Iravani SM (2010) The impact of misalignment of organizational structure and product architecture on quality in complex product development. Manag Sci 56(3):468–484CrossRef
go back to reference Goldschmidt G (2014) Linkography: unfolding the design process. The MIT Press, LondonCrossRef Goldschmidt G (2014) Linkography: unfolding the design process. The MIT Press, LondonCrossRef
go back to reference Gopsill J, Jones S, Snider C, Shi L, McMahon C, Hicks B (2014) Understanding the engineering design process through the evolution of engineering digital objects. In: 13th international design conference, DESIGN 2014. The Design Society Gopsill J, Jones S, Snider C, Shi L, McMahon C, Hicks B (2014) Understanding the engineering design process through the evolution of engineering digital objects. In: 13th international design conference, DESIGN 2014. The Design Society
go back to reference Highsmith J, Cockburn A (2001) Agile software development: the business of innovation. Computer 34(9):120–127CrossRef Highsmith J, Cockburn A (2001) Agile software development: the business of innovation. Computer 34(9):120–127CrossRef
go back to reference Hoedemaker GM, Blackburn JD, Van Wassenhove LN (1999) Limits to concurrency. Decis Sci 30(1):1–18CrossRef Hoedemaker GM, Blackburn JD, Van Wassenhove LN (1999) Limits to concurrency. Decis Sci 30(1):1–18CrossRef
go back to reference ISO: ISO 9001:2015 quality management systems-requirements (2015) ISO: ISO 9001:2015 quality management systems-requirements (2015)
go back to reference Love PE, Edwards DJ, Watson H, Davis P (2010) Rework in civil infrastructure projects: determination of cost predictors. J Const Eng Manag 136(3):275–282CrossRef Love PE, Edwards DJ, Watson H, Davis P (2010) Rework in civil infrastructure projects: determination of cost predictors. J Const Eng Manag 136(3):275–282CrossRef
go back to reference Lyneis JM, Ford DN (2007) System dynamics applied to project management: a survey, assessment, and directions for future research. Syst Dyn Res 23(2–3):157–189CrossRef Lyneis JM, Ford DN (2007) System dynamics applied to project management: a survey, assessment, and directions for future research. Syst Dyn Res 23(2–3):157–189CrossRef
go back to reference MacCormack A, Baldwin C, Rusnak J (2012) Exploring the duality between product and organizational architectures: A test of the mirroring hypothesis. Res Policy 41(8):1309–1324CrossRef MacCormack A, Baldwin C, Rusnak J (2012) Exploring the duality between product and organizational architectures: A test of the mirroring hypothesis. Res Policy 41(8):1309–1324CrossRef
go back to reference MacCormack A, Rusnak J, Baldwin CY (2006) Exploring the structure of complex software designs: an empirical study of open source and proprietary code. Manag Sci 52(7):1015–1030CrossRef MacCormack A, Rusnak J, Baldwin CY (2006) Exploring the structure of complex software designs: an empirical study of open source and proprietary code. Manag Sci 52(7):1015–1030CrossRef
go back to reference MacCormack A, Verganti R, Iansiti M (2001) Developing products on internet time: the anatomy of a flexible development process. Manag Sci 47(1):133–150CrossRef MacCormack A, Verganti R, Iansiti M (2001) Developing products on internet time: the anatomy of a flexible development process. Manag Sci 47(1):133–150CrossRef
go back to reference Maier AM, Störrle H (2011) What are the characteristics of engineering design processes? In: Proceedings of the 18th international conference on engineering design (ICED11), vol 1, pp 188–198. The Design Society Maier AM, Störrle H (2011) What are the characteristics of engineering design processes? In: Proceedings of the 18th international conference on engineering design (ICED11), vol 1, pp 188–198. The Design Society
go back to reference Meier C, Yassine AA, Browning TR (2007) Design process sequencing with competent genetic algorithms. J Mech Des 129(6):566–585CrossRef Meier C, Yassine AA, Browning TR (2007) Design process sequencing with competent genetic algorithms. J Mech Des 129(6):566–585CrossRef
go back to reference Miller GA (1956) The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychol Rev 63(2):81CrossRef Miller GA (1956) The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychol Rev 63(2):81CrossRef
go back to reference Nelder J, Wedderburn R (1972) Generalized linear models. J R Stat Soc Ser A (Gen) 135(5):370–384CrossRef Nelder J, Wedderburn R (1972) Generalized linear models. J R Stat Soc Ser A (Gen) 135(5):370–384CrossRef
go back to reference Parraguez P, Eppinger S, Maier A (2016) Characterizing design process interfaces as organization networks: insights for engineering systems management. Syst Eng 19(2):158–173CrossRef Parraguez P, Eppinger S, Maier A (2016) Characterizing design process interfaces as organization networks: insights for engineering systems management. Syst Eng 19(2):158–173CrossRef
go back to reference Parraguez P, Eppinger SD, Maier AM (2015) Information flow through stages of complex engineering design projects: a dynamic network analysis approach. IEEE Trans Eng Manag 62(4):604–617CrossRef Parraguez P, Eppinger SD, Maier AM (2015) Information flow through stages of complex engineering design projects: a dynamic network analysis approach. IEEE Trans Eng Manag 62(4):604–617CrossRef
go back to reference Pastor-Satorras R, Vespignani A (2001) Epidemic spreading in scale-free networks. Phys Rev Lett 86(14):3200CrossRef Pastor-Satorras R, Vespignani A (2001) Epidemic spreading in scale-free networks. Phys Rev Lett 86(14):3200CrossRef
go back to reference Pastor-Satorras R, Vespignani A (2002) Immunization of complex networks. Phys Rev E 65(3):036,104CrossRef Pastor-Satorras R, Vespignani A (2002) Immunization of complex networks. Phys Rev E 65(3):036,104CrossRef
go back to reference Piccolo S, Jørgensen S, Maier A (2017) Using data- and network science to reveal iterations and phase-transitions in the design process. In: 21st international conference on engineering design (ICED17), vol 2, pp 11–20. The Design Society Piccolo S, Jørgensen S, Maier A (2017) Using data- and network science to reveal iterations and phase-transitions in the design process. In: 21st international conference on engineering design (ICED17), vol 2, pp 11–20. The Design Society
go back to reference Sanchez R, Mahoney JT (1996) Modularity, flexibility, and knowledge management in product and organization design. Strat Manag J 17(S2):63–76CrossRef Sanchez R, Mahoney JT (1996) Modularity, flexibility, and knowledge management in product and organization design. Strat Manag J 17(S2):63–76CrossRef
go back to reference Simon HA (1996) The sciences of the artificial. The MIT Press, London Simon HA (1996) The sciences of the artificial. The MIT Press, London
go back to reference Smith RP, Eppinger SD (1997) Identifying controlling features of engineering design iteration. Manag Sci 43(3):276–293MATHCrossRef Smith RP, Eppinger SD (1997) Identifying controlling features of engineering design iteration. Manag Sci 43(3):276–293MATHCrossRef
go back to reference Smith RP, Morrow JA (1999) Product development process modeling. Des Stud 20(3):237–261CrossRef Smith RP, Morrow JA (1999) Product development process modeling. Des Stud 20(3):237–261CrossRef
go back to reference Sosa M, Mihm J, Browning T (2011) Degree distribution and quality in complex engineered systems. J Mech Des 133(10):101,008CrossRef Sosa M, Mihm J, Browning T (2011) Degree distribution and quality in complex engineered systems. J Mech Des 133(10):101,008CrossRef
go back to reference Sosa ME, Eppinger SD, Rowles CM (2003) Identifying modular and integrative systems and their impact on design team interactions. J Mech Des 125(2):240–252CrossRef Sosa ME, Eppinger SD, Rowles CM (2003) Identifying modular and integrative systems and their impact on design team interactions. J Mech Des 125(2):240–252CrossRef
go back to reference Sosa ME, Eppinger SD, Rowles CM (2007) A network approach to define modularity of components in complex products. J Mech Des 129(11):1118–1129CrossRef Sosa ME, Eppinger SD, Rowles CM (2007) A network approach to define modularity of components in complex products. J Mech Des 129(11):1118–1129CrossRef
go back to reference Sosa ME, Mihm J, Browning TR (2013) Linking cyclicality and product quality. Manuf Serv Oper Manag 15(3):473–491CrossRef Sosa ME, Mihm J, Browning TR (2013) Linking cyclicality and product quality. Manuf Serv Oper Manag 15(3):473–491CrossRef
go back to reference Steward DV (1981) The design structure system: a method for managing the design of complex systems. IEEE Trans Eng Manag EM–28:71–74CrossRef Steward DV (1981) The design structure system: a method for managing the design of complex systems. IEEE Trans Eng Manag EM–28:71–74CrossRef
go back to reference Terwiesch C, Loch CH, Meyer AD (2002) Exchanging preliminary information in concurrent engineering: alternative coordination strategies. Org Sci 13(4):402–419CrossRef Terwiesch C, Loch CH, Meyer AD (2002) Exchanging preliminary information in concurrent engineering: alternative coordination strategies. Org Sci 13(4):402–419CrossRef
go back to reference Thomke SH (1997) The role of flexibility in the development of new products: an empirical study. Res Policy 26(1):105–119CrossRef Thomke SH (1997) The role of flexibility in the development of new products: an empirical study. Res Policy 26(1):105–119CrossRef
go back to reference Thuesen C, Hvam L (2011) Efficient on-site construction: learning points from a German platform for housing. Constr Innov 11(3):338–355CrossRef Thuesen C, Hvam L (2011) Efficient on-site construction: learning points from a German platform for housing. Constr Innov 11(3):338–355CrossRef
go back to reference van der Aalst WMP (2011) Process mining: discovery, conformance and enhancement of business processes, 1st edn. Springer, BerlinMATHCrossRef van der Aalst WMP (2011) Process mining: discovery, conformance and enhancement of business processes, 1st edn. Springer, BerlinMATHCrossRef
go back to reference Walden DD, Roedler GJ, Forsberg K, Hamelin RD, Shortell TM (2015) Systems engineering handbook: a guide for system life cycle processes and activities. Wiley, Oxford Walden DD, Roedler GJ, Forsberg K, Hamelin RD, Shortell TM (2015) Systems engineering handbook: a guide for system life cycle processes and activities. Wiley, Oxford
go back to reference Wedderburn RW (1974) Quasi-likelihood functions, generalized linear models, and the Gauss–Newton method. Biometrika 61(3):439–447MathSciNetMATH Wedderburn RW (1974) Quasi-likelihood functions, generalized linear models, and the Gauss–Newton method. Biometrika 61(3):439–447MathSciNetMATH
go back to reference Wynn DC, Eckert CM (2017) Perspectives on iteration in design and development. Res Eng Des 28(2):153–184CrossRef Wynn DC, Eckert CM (2017) Perspectives on iteration in design and development. Res Eng Des 28(2):153–184CrossRef
go back to reference Yassine A, Joglekar N, Braha D, Eppinger S, Whitney D (2003) Information hiding in product development: the design Churn effect. Res Eng Des 14(3):145–161CrossRef Yassine A, Joglekar N, Braha D, Eppinger S, Whitney D (2003) Information hiding in product development: the design Churn effect. Res Eng Des 14(3):145–161CrossRef
Metadata
Title
Iterations as the result of social and technical factors: empirical evidence from a large-scale design project
Authors
Sebastiano A. Piccolo
Anja M. Maier
Sune Lehmann
Chris A. McMahon
Publication date
16-10-2018
Publisher
Springer London
Published in
Research in Engineering Design / Issue 2/2019
Print ISSN: 0934-9839
Electronic ISSN: 1435-6066
DOI
https://doi.org/10.1007/s00163-018-0301-z

Other articles of this Issue 2/2019

Research in Engineering Design 2/2019 Go to the issue

Premium Partners