TY - GEN
T1 - Predicting emerging product design trend by mining publicly available customer review data
AU - Tucker, Conrad
AU - Kim, Harrison M.
PY - 2011
Y1 - 2011
N2 - In this work, the authors present a robust framework to enrich new product design process by dynamically capturing customer preference trends. The framework autonomously captures customer preference trends from publicly available product review data which is abundantly available but grossly underutilized. The method overcomes a major challenge that has plagued the product design community -the lack of large scale, realistic customer data and its meaningful interpretation to guide new product design process. The challenge is from conventional, prevalent use of customer surveys or focus group interviews that are usually costly and time consuming while the size of available data is usually small scale. The framework is composed of three steps-retrieval of customer review texts, mining product feature texts, and predicting future trend of product preference.
AB - In this work, the authors present a robust framework to enrich new product design process by dynamically capturing customer preference trends. The framework autonomously captures customer preference trends from publicly available product review data which is abundantly available but grossly underutilized. The method overcomes a major challenge that has plagued the product design community -the lack of large scale, realistic customer data and its meaningful interpretation to guide new product design process. The challenge is from conventional, prevalent use of customer surveys or focus group interviews that are usually costly and time consuming while the size of available data is usually small scale. The framework is composed of three steps-retrieval of customer review texts, mining product feature texts, and predicting future trend of product preference.
UR - http://www.scopus.com/inward/record.url?scp=84863381835&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84863381835&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84863381835
SN - 9781904670261
T3 - ICED 11 - 18th International Conference on Engineering Design - Impacting Society Through Engineering Design
SP - 43
EP - 52
BT - ICED 11 - 18th International Conference on Engineering Design - Impacting Society Through Engineering Design
T2 - 18th International Conference on Engineering Design, ICED 11
Y2 - 15 August 2011 through 18 August 2011
ER -