Business Analytics in Strategic Purchasing: Identifying and Evaluating Similarities in Supplier Documents

被引:6
作者
Bodendorf, Frank [1 ]
Wytopil, Benedict [2 ]
Franke, Joerg [1 ]
机构
[1] Friedrich Alexander Univ Erlangen Nuremberg FAU, Inst Factory Automat & Prod Syst, Egerlandstr 7-9, D-91058 Erlangen, Germany
[2] IPRI Int Performance Res Inst, Stuttgart, Germany
关键词
UNSTRUCTURED DATA; MANAGEMENT; SENTIMENT; SUPPORT; TEXT; PROCUREMENT; IMPROVEMENT; CHALLENGES;
D O I
10.1080/08839514.2021.1936423
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The increasing digitalization in the automotive industry is influencing the structure of the traditional value chain and calls for the handling of large amounts of data to remain competitive in a constantly changing environment. This results in new challenges for purchasing management, which has to cope with agile integration of service providers as well as interorganizational process automation using electronic data exchange platforms. This work analyzes the electronic document stream on supplier management platforms by proposing an automated text mining framework. Both textual components, e. g., requests for information and offers, and narrative material, e. g., financial and calculation data, are being analyzed by topic modeling and descriptive statistics. The methodological approach is introduced and illustrated by the use case of service provider documents in purchasing processes. The results reveal financial potential for purchasing and generally contribute to supply chain cost management.
引用
收藏
页码:857 / 875
页数:19
相关论文
共 68 条
[1]  
[Anonymous], 2008, IADIS EUR C DAT MIN
[2]  
[Anonymous], 2012, 27 ANN ACM S APPL CO
[3]   Management support with structured and unstructured data - An integrated business intelligence framework [J].
Baars, Henning ;
Kemper, Hans-George .
INFORMATION SYSTEMS MANAGEMENT, 2008, 25 (02) :132-148
[4]   On the predictive ability of narrative disclosures in annual reports [J].
Balakrishnan, Ramji ;
Qiu, Xin Ying ;
Srinivasan, Padmini .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 202 (03) :789-801
[5]   Measuring Similarity Similarly: LDA and Human Perception [J].
Ben Towne, W. ;
Rose, Carolyn P. ;
Herbsleb, James D. .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2016, 8 (01)
[6]   What a difference a word makes: Understanding threats to performance in a VUCA world [J].
Bennett, Nathan ;
Lemoine, G. James .
BUSINESS HORIZONS, 2014, 57 (03) :311-317
[7]   Understanding Satisfied and Dissatisfied Hotel Customers: Text Mining of Online Hotel Reviews [J].
Berezina, Katerina ;
Bilgihan, Anil ;
Cobanoglu, Cihan ;
Okumus, Fevzi .
JOURNAL OF HOSPITALITY MARKETING & MANAGEMENT, 2016, 25 (01) :1-24
[8]   DIGITAL BUSINESS STRATEGY: TOWARD A NEXT GENERATION OF INSIGHTS [J].
Bharadwaj, Anandhi ;
El Sawy, Omar A. ;
Pavlou, Paul A. ;
Venkatraman, N. .
MIS QUARTERLY, 2013, 37 (02) :471-482
[9]  
Bl/cker, 2016, 17 HANS BOCKL STIFT
[10]   Probabilistic Topic Models [J].
Blei, David M. .
COMMUNICATIONS OF THE ACM, 2012, 55 (04) :77-84