Automated extraction of customer needs from customer reviews for the enhancement of the innovative capacity
Automated extraction of customer needs from customer reviews for the enhancement of the innovative capacity
批准号:
330451960
负责人:
Professor Dr.-Ing. Robert Schmitt
金额:
$0.0万
依托单位国家:
德国
项目类别:
Research Grants
财政年份:
2017
资助国家:
德国
项目状态:
已结题
起止时间:
2016-12-31 至 2019-12-31
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Overall objective of this research project is the enhancement of companies innovative capacity by the precise identification of customer needs. Customer reviews from social media will be used as source of information.A companys innovative capacity correlates positively with its economic achievement. Indispensable for an innovations success is especially the knowledge of customer needs and the according product development. Customer needs arise from a subjectively perceived shortage; they are pre-economic and not directly object-related. Customer needs can hence be differentiated from concrete customer requirements and demands regarding an offered product or service. On the basis of scientific results from psychology and philosophy concerning the superordinate concept of needs, customer needs are viewed as motivational triggers of action. For this reasons, they are especially relevant as input for the innovation management. The gathering and identification of customer needs is not trivial and poses great challenges for companies. Owing to their partly latent character, customer needs are not directly measurable and accessible. Methods for the identification of customer needs comprise of elements from empirical research, e.g. classical surveys or field studies. However, these methods render the identification and gathering of customer needs costly. To date, comments from Social Media have not been broadly used as source of information of customer needs. Especially in the form of so called reviews, customers describe their experiences with a product or product-related serviced in great details. In doing so, customer not only express their preferences concerning the product, but they also give a profound insight as e.g. why they prefer a specific product feature with regard to need satisfaction. Furthermore, customers describe their individual use cases and their personal environments within reviews. An analysis of the content of customer reviews appears especially valuable for the innovation management considering the information density and the amount of available information. Yet, the great amount of available data rules a manual processing and analysis of reviews out. Aim of this research project is therefore the development of a software-based algorithm for the automated extraction of customer needs from reviews as input for the innovation management.
期刊论文(3)
专著(0)
科研奖励(0)
会议论文
Blueprint for a Priming Study to Identify Customer Needs in Social Media Reviews
确定社交媒体评论中客户需求的启动研究蓝图
DOI:
10.1007/978-3-030-27928-8_13
发表时间:
期刊:
影响因子:
--
作者:
[K. Briele, A. Krause, M. Ellerich, R. Schmitt]
通讯作者:
R. Schmitt
Methodical data-driven integration of customer needs from Social Media into the product development process
以数据驱动的方式将社交媒体中的客户需求系统地整合到产品开发流程中
DOI:
10.1016/j.procir.2020.05.023
发表时间:
2019
期刊:
Procedia CIRP
影响因子:
--
作者:
[M. Lindemann, K. Briele, R. Schmitt]
通讯作者:
R. Schmitt
Extracting Customer-Related Information for Need Identification
提取客户相关信息以进行需求识别
DOI:
10.1007/978-3-030-02053-8_169
发表时间:
2018
期刊:
影响因子:
--
作者:
[A. Fels, K. Briele, M. Ellerich, R. Schmitt]
通讯作者:
R. Schmitt
Transfer of measurement uncertainties to reduce the effort required for proof of suitability (MessAgE)
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批准号:427402095
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2019
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Development of a robotic measuring system for the equivalence analysis of surface materials by using sensor fusion
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批准号:405963282
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2018
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
MUKOM - Cost-efficient determination of the measurement uncertainty of complex measurement processes
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批准号:388678238
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2017
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Further development and implementation of a model-based, integratable multi-sensor system for automatic and process parallel determination and compensation of the volumetric error at the functional point (AutoKomp II)
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批准号:298597595
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2016
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Measurement procedure based on spectrally resolved light and photogrammetric methods for dynamic 6D coordinate measurements in large volumes (Lambda-GPS)
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批准号:322750896
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2016
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Quality Intelligence (QI)
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批准号:279497483
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2015
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Development of a sensor for the extraction and analysis of undirected complaints in online-fora
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批准号:280368616
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2015
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Model-Based Optimization of Nonconformance Management in Manufacturing Systems
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批准号:288492944
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2015
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Renewal proposal to SCHM1856/58-1 within an agreement of DFG and CAPES in the context of the international BRAGECRIM Program Phase 3 "Brazilian German Collaborative Research Initiative on Manufacturing Technology" for the coordination of the BRAGECRIM Coo
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批准号:262375853
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2014
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Non-Destructive Impact Damage Detection on Carbon Fiber Reinforced PlasticsIDD-Metro within BRAGECRIM
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批准号:262376261
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2014
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Qua2Pro Quality feature based quantification of production risks
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批准号:254946193
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2014
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Continuous inspection planning methodology for quality inspection during product development process
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批准号:239896590
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2013
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
PWuse2: Quantitative analysis of the product value judgment as a decision for purchase replacement
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批准号:209026841
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2011
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Entwicklung einer Systematik zur sensorischen Untersuchung der Qualitätswahrnehmung von Gebrauchsgütern
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批准号:192279099
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Pro²S - Prozessreglungsgerechte geometrische Produktspezifikation für ebenen- und zylinderbasierten Toleranzen
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批准号:163903330
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Efficient commissioning of cooperating assembly-robots enabled by Indoor-GPS
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批准号:182894942
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Entwicklung einer Methode zur Prüfplanung bei Sicherheit, Unsicherheit und Risiko durch die Berücksichtigung entscheidungstheoretischer Kalküle
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批准号:162448720
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Development of an empirically based model for the effective and efficient analysis, processing and use of customer complaint information
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批准号:182065375
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Risk assessment of minimally invasive surgery at the otobasis
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批准号:179881071
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项目类别:Research Units
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
Szenenerkennung in der industriellen Robotik durch eine monokulare beschleunigte Kamera
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批准号:170354046
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2010
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负责人:Professor Dr.-Ing. Robert Schmitt
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依托单位:
海外基金