A hybrid multi-criteria decision model for supporting customer-focused profitability analysis

被引:11
|
作者
Lau, Henry [1 ]
Nakandala, Dilupa [1 ]
Samaranayake, Premaratne [1 ]
Shum, Paul [1 ]
机构
[1] Univ Western Sydney, Sch Business, Penrith, NSW, Australia
关键词
CRM; AHP; TOPSIS; MCDM; ABC; RELATIONSHIP MANAGEMENT; HIERARCHY PROCESS; LIFETIME VALUE; IMPACT; TOPSIS; DRIVERS; SEGMENTATION; ANTECEDENTS; COMMITMENT; RETENTION;
D O I
10.1108/IMDS-10-2015-0410
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Purpose - Strategic analysis of customer profitability for assessing market segmentation and reconfiguring customer relationship management (CRM) activities remains the key factor for achieving high return on CRM investment. The purpose of this paper is to map the profit-based ranking of corporate customers into the current market segments, with a view of determining the relative profitability of each market segment. Design/methodology/approach - This study develops a novel model that combines activity-based costing (ABC), CRM, fuzzy analytic hierarchy process (AHP), and technique for order preference by similarity to ideal solution (TOPSIS) methods to evaluate strategically customer profitability and prioritizing corporate accounts. This case study airline company has invested heavily in CRM over the past seven years on integrating multi-functional departments that touch customers. The airline operations management and marketing functions provide key inputs. Results of the hybrid model validate feasibility of the proposed model. Findings - The airline management makes use of the ranking results to optimize customer profitability by reconfiguring marketing programs, integrated schedule design, fleet assignment, maintenance routing, crew scheduling, and real-time optimization of schedule recovery in the aftermath of disruptions or irregularities. The proposed model also directs the marketing function to customize service offerings and introduce appropriate service levels to engage customers of different segments for the purpose of maximizing corporate profitability. Research limitations/implications - Significant amount of investment is necessary to design and implement the extensive CRM database and systems to assure customer data quality and availability so as to bear fruits in the proposed hybrid model. These data requirements can especially be a critical barrier for small to medium-sized companies. Practical implications - This hybrid model is able to capitalize on the benefits of the ABC, CRM, fuzzy AHP, and TOPSIS methods and offset their deficiencies. Most importantly, it can be applied to various industries without complex modification. Originality/value - This study represents the first move to adopt the fuzzy AHP and TOPSIS methods to analyze the ABC and CRM data inputs of an airline company. In mapping the profit-based ranking of corporate customers into the current market segments, the relative profitability of each market segment can be determined.
引用
收藏
页码:1105 / 1130
页数:26
相关论文
共 50 条
  • [1] Power customer satisfaction and profitability analysis using multi-criteria decision making methods
    Medjoudj, Rabah
    Aissani, Djamil
    Haim, Klaus Dieter
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2013, 45 (01) : 331 - 339
  • [2] HYBRID MULTI-CRITERIA DECISION MAKING MODEL FOR CUSTOMER KNOWLEDGE MANAGEMENT IN SOFTWARE INDUSTRY
    Krenicky, Tibor
    Rajabzadeh, Morteza
    Khosravi, Arash
    Zaloga, Vliam
    Zaborowski, Tadeusz
    [J]. MM SCIENCE JOURNAL, 2022, 2022 : 6033 - 6039
  • [3] Supporting bidding decision using multi-criteria analysis methods
    Lesniak, Agnieszka
    Radziejowska, Aleksandra
    [J]. INNOVATIVE SOLUTIONS IN CONSTRUCTION ENGINEERING AND MANAGEMENT: FLEXIBILITY IN SUSTAINABLE CONSTRUCTION, 2017, 208 : 76 - 81
  • [4] Dual Semiosis Analysis Model Managing Customer-focused Service Innovation
    Nadee, W.
    Alhammad, M.
    Uppal, A.
    Ali, S.
    Gulliver, S. R.
    [J]. PROCEEDINGS OF THE 2015 12TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (JCSSE), 2015, : 144 - 149
  • [5] A Hybrid Multi-Criteria Decision Support Model: Combining DANP with MDS
    Wang, Chen-Shu
    Lin, Shiang-Lin
    [J]. MULTIMEDIA AND UBIQUITOUS ENGINEERING, 2014, 308 : 267 - 274
  • [6] A hybrid multi-criteria decision making model to evaluate hotel websites
    Akincilar, Aykan
    Dagdeviren, Metin
    [J]. INTERNATIONAL JOURNAL OF HOSPITALITY MANAGEMENT, 2014, 36 : 263 - 271
  • [7] A Hybrid Multi-Criteria Decision Support Model: Combining DANP with MDS
    Wang, Chen-Shu
    Lin, Shiang-Lin
    [J]. MULTIMEDIA AND UBIQUITOUS ENGINEERING, 2014, 308 : 329 - 336
  • [8] A Hybrid DEMATEL-TOPSIS Multi-Criteria Decision Making Model
    Dalalah, Doraid
    [J]. PROCEEDINGS OF THE 2009 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION, 2008, : 428 - 430
  • [9] A hybrid multi-criteria decision making model for ERP system selection
    Razmi, Jafar
    Sangari, Mohamad Sadegh
    [J]. 2008 4TH INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION FOR SUSTAINABILITY (ICIAFS), 2008, : 410 - +
  • [10] Multi-criteria decision analysis for supporting the selection of medical devices under uncertainty
    Ivlev, Ilya
    Vacek, Jakub
    Kneppo, Peter
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 247 (01) : 216 - 228