Design of complex systems requires collaborative teams to overcome limitations of individuals; however, teamwork contributes new sources of complexity related to information exchange among members. This paper formulates a human subjects experiment to quantify the relative contribution of technical and social sources of complexity to design effort using a surrogate task based on a parameter design problem. Ten groups of 3 subjects each perform 42 design tasks with variable problem size and coupling (technical complexity) and team size (social complexity) to measure completion time (design effort). Results of a two-level regression model replicate past work to show completion time grows geometrically with problem size for highly coupled tasks. New findings show the effect of team size is independent from problem size for both coupled and uncoupled tasks considered in this study. Collaboration contributes a large fraction of total effort, and it increases with team size: about 50-60 % of time and 70-80 % of cost for pairs and 60-80 % of time and 90 % of cost for triads. Conclusions identify a role for improved design methods and tools to anticipate and overcome the high cost of collaboration.
机构:
Stanford Univ, Stanford, CA 94305 USA
Stanford Univ, Dept Management Sci & Engn, 475 Via Ortega, Stanford, CA 94305 USAStanford Univ, Stanford, CA 94305 USA
Grossman, Joshua
Nyarko, Julian
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Stanford Law Sch, Stanford, CA USAStanford Univ, Stanford, CA 94305 USA
Nyarko, Julian
Goel, Sharad
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Harvard Univ, Cambridge, MA USAStanford Univ, Stanford, CA 94305 USA
机构:
Univ Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Univ Paris Saclay, AgroParisTech, INRAE, UMR Agron, Palaiseau, France
Univ Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, FranceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Salembier, Chloe
Aare, Ane Kirstine
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机构:Univ Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Aare, Ane Kirstine
Bedoussac, Laurent
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Univ Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, FranceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Bedoussac, Laurent
Chongtham, Iman Raj
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Univ Paris Saclay, AgroParisTech, INRAE, UMR Agron, Palaiseau, FranceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Chongtham, Iman Raj
de Buck, Abco
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机构:
Roskilde Univ, Dept People & Technol, DK-4000 Roskilde, DenmarkUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
de Buck, Abco
Dhamala, Nawa Raj
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Univ Paris Saclay, AgroParisTech, INRAE, UMR Agron, Palaiseau, FranceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Dhamala, Nawa Raj
Dordas, Christos
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Univ Toulouse, INRAE, ENSFEA, UMR AGIR, F-31326 Castanet Tolosan, FranceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Dordas, Christos
Finckh, Maria Renate
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机构:
Swedish Univ Agr Sci, Dept Biosyst & Technol, SLU, POB 190, SE-23422 Lomma, SwedenUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Finckh, Maria Renate
Hauggaard-Nielsen, Henrik
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机构:Univ Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Hauggaard-Nielsen, Henrik
Krysztoforski, Marek
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机构:
Louis Bolk Inst, Kosterijland 3-5, NL-3981 AJ Bunnik, NetherlandsUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Krysztoforski, Marek
Lund, Soren
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机构:Univ Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Lund, Soren
Luske, Boki
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Roskilde Univ, Dept People & Technol, DK-4000 Roskilde, DenmarkUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Luske, Boki
Pinel, Bertrand
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机构:
Aristotle Univ Thessaloniki, Fac Agr Forestry & Nat Environm, Sch Agr, Thessaloniki 54124, GreeceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Pinel, Bertrand
Timaeus, Johannes
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Swedish Univ Agr Sci, Dept Biosyst & Technol, SLU, POB 190, SE-23422 Lomma, SwedenUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Timaeus, Johannes
Virto, Cristina
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机构:
Univ Kassel, Fac Organ Agr Sci, Dept Ecol Plant Protect, Nordbahnhofstr 1a, D-37213 Witzenhausen, Germany
INTIA SA, Inst Navarro Tecnol Infraestruct Agroalimentarias, Villava Atarrabia, SpainUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Virto, Cristina
Walker, Robin
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机构:
Agr Advisory Serv Branch Radom, 16 18 Chorzowska St, Radom, Poland
SRUC, Craibstone Estate, Aberdeen AB21 9YA, ScotlandUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Walker, Robin
Wendling, Marina
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机构:
Terrena Cooperat, Ancenis, France
FiBL, Lausanne, SwitzerlandUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
Wendling, Marina
Jeuffroy, Marie-Helena
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机构:
Univ Paris Saclay, AgroParisTech, INRAE, UMR Agron, Palaiseau, FranceUniv Paris Saclay, AgroParisTech, INRAE, UMR Sad Apt, Palaiseau, France
机构:
Zhengzhou Univ, Sch Management Engn, Zhengzhou, Peoples R China
Shanghai Maritime Univ, China Inst FTZ Supply Chain, Shanghai, Peoples R ChinaZhengzhou Univ, Sch Management Engn, Zhengzhou, Peoples R China
Wang, Jinfeng
Zhang, Ke
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机构:
Zhengzhou Univ, Sch Management Engn, Zhengzhou, Peoples R ChinaZhengzhou Univ, Sch Management Engn, Zhengzhou, Peoples R China
Zhang, Ke
Lin, Kuo-Yi
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机构:
Guilin Univ Elect Technol, Sch Business, Guilin, Peoples R ChinaZhengzhou Univ, Sch Management Engn, Zhengzhou, Peoples R China
Lin, Kuo-Yi
Feng, Lijie
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机构:
Shanghai Maritime Univ, China Inst FTZ Supply Chain, Shanghai, Peoples R ChinaZhengzhou Univ, Sch Management Engn, Zhengzhou, Peoples R China