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Published in: Research in Engineering Design 4/2023

16-08-2023 | Original Paper

Creating predictive social impact models of engineered products using synthetic populations

Authors: Phillip D. Stevenson, Christopher A. Mattson, Eric C. Dahlin, John L. Salmon

Published in: Research in Engineering Design | Issue 4/2023

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Abstract

Transformative technologies and products can help solve some of society’s most complex problems. To create these new products and increase the likelihood of desired impact, designers would benefit from understanding and improving a product’s social impacts while still in development. Methods of predicting social impacts have been proposed that estimate a product’s impacts on aggregated groups of people, but these approaches are inadequate at approximating the complexities of a society’s socio-technical systems. In this paper, a new methodology is presented that utilizes information from individuals in a synthetic population to create social impact models for engineered products. Using this method, a product designer can make predictions about a product’s social impacts during the product development process. Social impact predictions are made for individuals in the population, thereby giving product designers an understanding of a product’s impact at the individual level. Once these individual impacts are aggregated, the product designer can also estimate the social impact of a product on sub-populations and communities. While this method can guide product designers in better understanding a product’s social impacts, it is limited by the availability of high-quality individual-level data, the designer’s understanding of the product’s socio-technical system, and the existing complexity of social systems. This methodology is illustrated by predicting the social impact of a new cassava peeling machine being developed with a farming cooperative in the Brazilian Amazon.

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Literature
go back to reference Barthelemy J, Toint PL (2013) Synthetic population generation without a sample. Transp Sci 47(2):266–279CrossRef Barthelemy J, Toint PL (2013) Synthetic population generation without a sample. Transp Sci 47(2):266–279CrossRef
go back to reference Baxter G, Sommerville I (2011) Socio-technical systems: From design methods to systems engineering. Interact Comput 23(1):4–17CrossRef Baxter G, Sommerville I (2011) Socio-technical systems: From design methods to systems engineering. Interact Comput 23(1):4–17CrossRef
go back to reference Burdge RJ (2004) A community guide to social impact assessment, 3rd edn. Dog Eared Pub, Virginia Burdge RJ (2004) A community guide to social impact assessment, 3rd edn. Dog Eared Pub, Virginia
go back to reference Gargiulo F, Ternes S, Huet S, Deffuant G (2010) An iterative approach for generating statistically realistic populations of households. PLoS One 5(1):e8828CrossRef Gargiulo F, Ternes S, Huet S, Deffuant G (2010) An iterative approach for generating statistically realistic populations of households. PLoS One 5(1):e8828CrossRef
go back to reference He L, Wang M, Chen W, Conzelmann G (2014) Incorporating social impact on new product adoption in choice modeling: a case study in green vehicles. Transp Res Part D Transp Environ 32:421–434CrossRef He L, Wang M, Chen W, Conzelmann G (2014) Incorporating social impact on new product adoption in choice modeling: a case study in green vehicles. Transp Res Part D Transp Environ 32:421–434CrossRef
go back to reference Jagtap S (2019) Design and poverty: a review of contexts, roles of poor people, and methods. Res Eng Design 30(1):41–62CrossRef Jagtap S (2019) Design and poverty: a review of contexts, roles of poor people, and methods. Res Eng Design 30(1):41–62CrossRef
go back to reference Jeong B, Lee W, Kim DS, Shin H (2016) Copula-based approach to synthetic population generation. PLoS One 11(8):e0159496CrossRef Jeong B, Lee W, Kim DS, Shin H (2016) Copula-based approach to synthetic population generation. PLoS One 11(8):e0159496CrossRef
go back to reference Khandker SR, Koolwal GB, Samad HA (2010) Handbook on impact evaluation: quantitative methods and practices. World Bank Publications, Singapore Khandker SR, Koolwal GB, Samad HA (2010) Handbook on impact evaluation: quantitative methods and practices. World Bank Publications, Singapore
go back to reference Knowlton LW, Phillips CC (2012) The logic model guidebook: better strategies for great results. Sage, Thousand Oaks Knowlton LW, Phillips CC (2012) The logic model guidebook: better strategies for great results. Sage, Thousand Oaks
go back to reference Mattson CA, Sorensen CD (2019) Product development: principles and tools for creating desirable and transferable designs. Springer Nature, New York Mattson CA, Sorensen CD (2019) Product development: principles and tools for creating desirable and transferable designs. Springer Nature, New York
go back to reference Melles G, de Vere I, Misic V (2011) Socially responsible design: thinking beyond the triple bottom line to socially responsive and sustainable product design. CoDesign 7(3–4):143–154CrossRef Melles G, de Vere I, Misic V (2011) Socially responsible design: thinking beyond the triple bottom line to socially responsive and sustainable product design. CoDesign 7(3–4):143–154CrossRef
go back to reference Müller K, Axhausen KW Population synthesis for microsimulation: state of the art. Arbeitsberichte Verkehrs-und Raumplanung 638 (2010) Müller K, Axhausen KW Population synthesis for microsimulation: state of the art. Arbeitsberichte Verkehrs-und Raumplanung 638 (2010)
go back to reference Müller K, Axhausen KW (2012) Multi-level fitting algorithms for population synthesis. Arbeitsberichte Verkehrs-und Raumplanung 821 Müller K, Axhausen KW (2012) Multi-level fitting algorithms for population synthesis. Arbeitsberichte Verkehrs-und Raumplanung 821
go back to reference Nadadur G, Raschke U, Parkinson MB (2016) A quantile-based anthropometry synthesis technique for global user populations. Int J Ind Ergon 53:167–178CrossRef Nadadur G, Raschke U, Parkinson MB (2016) A quantile-based anthropometry synthesis technique for global user populations. Int J Ind Ergon 53:167–178CrossRef
go back to reference Olowogbon TS, Yoder AM, Fakayode SB, Falola AO (2019) Agricultural stressors: identification, causes and perceived effects among Nigerian crop farmers. J Agromedicine 24(1):46–55CrossRef Olowogbon TS, Yoder AM, Fakayode SB, Falola AO (2019) Agricultural stressors: identification, causes and perceived effects among Nigerian crop farmers. J Agromedicine 24(1):46–55CrossRef
go back to reference Ottosson HJ, Mattson CA, Dahlin EC (2020) Analysis of perceived social impacts of existing products designed for the developing world, with implications for new product development. J Mech Design 142(5) Ottosson HJ, Mattson CA, Dahlin EC (2020) Analysis of perceived social impacts of existing products designed for the developing world, with implications for new product development. J Mech Design 142(5)
go back to reference Pack AT, Rose Phipps E, Mattson CA, Dahlin EC (2020) Social impact in product design, an exploration of current industry practices. J Mech Design 142(7) Pack AT, Rose Phipps E, Mattson CA, Dahlin EC (2020) Social impact in product design, an exploration of current industry practices. J Mech Design 142(7)
go back to reference Rainock M, Everett D, Pack A, Dahlin EC, Mattson CA (2018) The social impacts of products: a review. Impact Assess Project Appraisal, pp. 1–12 Rainock M, Everett D, Pack A, Dahlin EC, Mattson CA (2018) The social impacts of products: a review. Impact Assess Project Appraisal, pp. 1–12
go back to reference Richards D, Stevenson P, Mattson C, Salmon J, et al. (2021) Integrating social impact measures into the airship design process. In: DS 109: proceedings of the design society: 23rd international conference on engineering design (ICED21) Richards D, Stevenson P, Mattson C, Salmon J, et al. (2021) Integrating social impact measures into the airship design process. In: DS 109: proceedings of the design society: 23rd international conference on engineering design (ICED21)
go back to reference Sandhu-Rojon R (2003) Selecting indicators for impact evaluation. UNDP, viewed 7:2004 Sandhu-Rojon R (2003) Selecting indicators for impact evaluation. UNDP, viewed 7:2004
go back to reference Sharma HK, Njintang NY, Singhal RS, Kaushal P (eds) (2016) Tropical roots and tubers: production. Processing and technology. Wiley-Blackwell, New York Sharma HK, Njintang NY, Singhal RS, Kaushal P (eds) (2016) Tropical roots and tubers: production. Processing and technology. Wiley-Blackwell, New York
go back to reference da Silva ÍRC, Cardoso RDCV, Góes JÂW, Druzian JI, Júnior POV, de Andrade ACB (2017) Food safety in cassava “flour houses” of Copioba Valley, Bahia, Brazil: diagnosis and contribution to geographical indication. Food Control 72:97–104 da Silva ÍRC, Cardoso RDCV, Góes JÂW, Druzian JI, Júnior POV, de Andrade ACB (2017) Food safety in cassava “flour houses” of Copioba Valley, Bahia, Brazil: diagnosis and contribution to geographical indication. Food Control 72:97–104
go back to reference Stevenson PD, Mattson CA, Dahlin EC (2020) A method for creating product social impact models of engineered products. J Mech Design 142(4) Stevenson PD, Mattson CA, Dahlin EC (2020) A method for creating product social impact models of engineered products. J Mech Design 142(4)
go back to reference Subrahmanian E, Eckert C, McMahon CA, Reich Y (2017) Economic development as design: insight and guidance through the psi framework. In: ICED17: 21st international conference on engineering design, pp. 229–238. Design Society Subrahmanian E, Eckert C, McMahon CA, Reich Y (2017) Economic development as design: insight and guidance through the psi framework. In: ICED17: 21st international conference on engineering design, pp. 229–238. Design Society
go back to reference Thomson DR, Kools L, Jochem WC (2018) Linking synthetic populations to household geolocations: a demonstration in Namibia. Data 3(3):30CrossRef Thomson DR, Kools L, Jochem WC (2018) Linking synthetic populations to household geolocations: a demonstration in Namibia. Data 3(3):30CrossRef
go back to reference Topcu TG, Mesmer BL (2018) Incorporating end-user models and associated uncertainties to investigate multiple stakeholder preferences in system design. Res Eng Design 29(3):411–431CrossRef Topcu TG, Mesmer BL (2018) Incorporating end-user models and associated uncertainties to investigate multiple stakeholder preferences in system design. Res Eng Design 29(3):411–431CrossRef
go back to reference Tromp N, Hekkert P (2018) Designing for society: products and services for a better world. Bloomsbury Publishing, Bloomsbury Tromp N, Hekkert P (2018) Designing for society: products and services for a better world. Bloomsbury Publishing, Bloomsbury
go back to reference Wan C, Li Z, Guo A, Zhao Y (2019) SynC: a unified framework for generating synthetic population with gaussian copula. arXiv preprint arXiv:1904.07998 Wan C, Li Z, Guo A, Zhao Y (2019) SynC: a unified framework for generating synthetic population with gaussian copula. arXiv preprint arXiv:​1904.​07998
go back to reference Wood AE, Mattson CA Quantifying the effects of various factors on the utility of design ethnography in the developing world. Res Eng Design 1–22 (2019) Wood AE, Mattson CA Quantifying the effects of various factors on the utility of design ethnography in the developing world. Res Eng Design 1–22 (2019)
go back to reference Xu Z, Glass K, Lau CL, Geard N, Graves P, Clements A (2017) A synthetic population for modelling the dynamics of infectious disease transmission in American Samoa. Sci Rep 7(1):1–9CrossRef Xu Z, Glass K, Lau CL, Geard N, Graves P, Clements A (2017) A synthetic population for modelling the dynamics of infectious disease transmission in American Samoa. Sci Rep 7(1):1–9CrossRef
Metadata
Title
Creating predictive social impact models of engineered products using synthetic populations
Authors
Phillip D. Stevenson
Christopher A. Mattson
Eric C. Dahlin
John L. Salmon
Publication date
16-08-2023
Publisher
Springer London
Published in
Research in Engineering Design / Issue 4/2023
Print ISSN: 0934-9839
Electronic ISSN: 1435-6066
DOI
https://doi.org/10.1007/s00163-023-00424-4

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