Interpretive Structural Modeling (ISM) of Intellectual Capital Components
محورهای موضوعی : Mathematical OptimizationMohammad Saleh Owlia 1 , Kosar Roshani 2 , Mohammad Hossein Abooei 3
1 - Department of Industrial Engineering, Yazd University
2 - Department of Industrial Engineering, Yazd University
3 - Department of Industrial Engineering, Yazd University
کلید واژه: Intellectual Capital, Banking industry, Interpretive Structural Modeling, MICMAC Analysis,
چکیده مقاله :
In recent years, many organizations have made attempts to identify, measure, and manage their intellectual capital (IC). The efficiency of IC largely depends on identifying its main components and their relationships. So far, however, no study has been conducted to clarify the interactions among those components or to develop a model for laying out a hierarchy of IC components. There is, indeed, an urgent need to analyze the behavior of IC components so that the corresponding policies may be successfully implemented. This paper aims to identify the relationships among the IC components with a focus on the banking industry. A literature review was used to identify the 16 most important IC components. The Interpretive Structural Modeling technique was practiced to determine the interrelationships among these components, based on the data gathered from the Export Development Bank of Iran. The interconnections between the components were clarified. Furthermore, MICMAC analysis and classifying them into four categories including autonomous, driver, dependent, and linkage components regarding their driving and dependence power is a new effort in the field of IC. A hierarchical structure was proposed through prioritizing, sequencing, and leveling of the components. The adoption of such an ISM-based model of IC components in the banking industry would provide insights for managers, decision makers and policy makers for a better understanding of these components and to focus on the major components while managing their IC in their organizations.
[3]. Ordonez de Pablos, P., 2002,Evidence of intellectual capital measurement from Asia, Europe and the Middle East. Journal of intellectual capital. 3(3), 287-302.
[4]. Cabrita, M.d.R. and J.L. Vaz, 2006,Intellectual Capital and Value Creation: Evidence from the Portuguese Banking Industry. The Electronic Journal of Knowledge Management. 4(1), 11-20.
[5]. Kubo, I. and A. Saka, 2002,An inquiry into the moƟvaƟons of knowledge workers in the Japanese financial industry. Journal of Knowledge Management. 6(3), 262-271.
[6]. Wiig, K.M., 1997,IntegraƟng intellectual capital and knowledge management. Long range planning. 30(3), 399-405.
[7]. Roos, G. and J. Roos, 1997,Measuring your company's intellectual performance. Long range planning. 30(3), 325-426.
[8]. BonƟs, N., 1998,Intellectual capital: an exploratory study that develops measures and models. Management decision. 36(2), 63-76.
[9]. BonƟs, N., W.C.C. Keow, and S. Richardson, 2000,Intellectual capital and business performance in Malaysian industries. Journal of intellectual capital. 1(1), 85-100.
[10]. Edvinsson, L. and M.S. Malone, Intellectual Capital: Realizing Your Company's True Value by Finding Its Hidden Brainpower. 1997: New York: Harper Collins buiness.
[11]. Itami, H. and T.W. Roehl, Mobilizing invisible assets. 1991: Harvard University Press.
[12]. Stewart, T. and C. Ruckdeschel, Intellectual capital: The new wealth of organizations. 1998: Wiley Online Library.
[13]. Ordonez de Pablos, P., 2004,Measuring and reporƟng structural capital: lessons fro European learning firms. Journal of intellectual capital. 5(4), 629-647.
[14]. Bontis, N., M.M. Crossan, and J. Hulland, 2002, Managing an organizational learning system by aligning stocks and flows. Journal of management studies. 39(4), 437-469.
[15]. Ordonez de Pablos, P. and M.D. Lytras, 2008,Competencies and human resource management: implications for organizational competitive advantage. Journal of Knowledge Management. 12(6), 48-55.
[16]. Boisot, M., 2002,The creation and sharing of knowledge. The strategic management of intellectual capital and organizational knowledge, 65-77.
[17]. Roos, J., et al., Intellectual Capital: Navigating in the New Business Landscape, Macmillan. 1997: Houndsmills, Basingtoke. [18]. Yildiz, S., C. Meydan, and M. Guner, Measurement of Intellectual
Capital Components through Activity Reports of Companies, in Procedia-Social and Behavioral Sciences. 2014. p. 614-621.
[19]. Khan, H.-U.-Z. and M. Ali, 2010,An empirical invesƟgaƟon and users' perceptions on intellectual capital reporting in banks: Evidence from Bangladesh. Journal of Human Resource Costing & Accounting. 14(1),48-69.
[20]. Ahmed Haji, A. and S. Mubaraq, 2012,The trends of intellectual capital disclosures: evidence from the Nigerian banking sector. Journal of Human Resource CosƟng & AccounƟng. 16(3), 184-209.
[21]. El-Bannany, M., 2012,Global financial crisis and the intellectual capital performance of UAE banks. Journal of Human Resource Costing & AccounƟng. 16(1), 20-36.
[22]. El-Bannany, M., 2008,A study of determinants of intellectual capital performance in banks: the UK case. Journal of intellectual capital. 9(3), 487-498.
[23]. Pulic, A., 2004,Intellectual capital-does it create or destroy value? Measuring business excellence. 8(1), 62-68.
[24]. Bakar, N.A. and H. Yusop. Intellectual capital efficiency: Study on Malaysian banking sectors. in Proceedings of Asia-Pacific Business Research Conference. 2011. [25]. Goh, P.C., 2005,Intellectual capital performance of commercial banks in Malaysia. Journal of intellectual capital. 6(3), 385-396.
[26]. Al-Musali, M.A.K. and K.N.I.K. Ismail, 2012,Intellectual capital performance and board characteristics of GCC banks. GSTF Business Review (GBR). 2(1), 219-226.
[27]. Joshi, M., D. Cahill, and J. Sidhu, 2010, Intellectual capital performance in the banking sector: An assessment of Australian owned banks. Journal of Human Resource CosƟng & AccounƟng. 14(2), 151-170.
[28]. Kamath, G.B., 2007,The intellectual capital performance of the Indian banking sector. Journal of intellectual capital. 8(1), 96-123.
[29]. Mavridis, D.G., 2004,The intellectual capital performance of the Japanese banking sector. Journal of intellectual capital. 5(1), 92-115.
[30]. Mondal, A. and S.K. Ghosh, 2012,Intellectual capital and financial performance of Indian banks. Journal of intellectual capital. 13(4), 515-530.
[31]. Al-Musali, M.A.K. and K.N.I.K. Ismail, 2014, Intellectual capital and its effect on financial performance of banks: Evidence from Saudi Arabia. Procedia-Social and Behavioral Sciences. 164, 201-207.
[32]. Yalama, A. and M. Coskun, 2007,Intellectual capital performance of quoted banks on the Istanbul stock exchange market. Journal of intellectual capital. 8(2), 256-271.
[33]. AminbeidokhƟ, A. and S. Darvishkhadem, 2012, A study of effects of intellectual capital on organizational performance: A case study of Keshavarzi bank branches in Semnan province of Iran. Management Science LeƩers. 2(3), 971-978.
[34]. Mention, A.-L. and N. BonƟs, 2013, Intellectual capital and performance within the banking sector of Luxembourg and Belgium. Journal of intellectual capital. 14(2), 286-309.
[35]. Roshani, K., A Model For Measuring Intellectual Capital In Banks, in Industrial Engineering department. 2018, Yazd University: Yazd.
[36]. Petty, R. and J. Guthrie, 2000,Intellectual capital literature review: measurement, reporting and management. Journal of intellectual capital. 1(2), 155-176.
[37]. Ordonez de Pablos, P., 2003,Intellectual capital reporƟng in Spain: a comparative view. Journal of intellectual capital. 4(1), 61-81.
[38]. Bozbura, F.T., 2004, Measurement and applicationon of intellectual capital in Turkey. The Learning OrganizaƟon. 11(4/5), 357-367.
[39]. Chen, J., Z. Zhu, and H.Y. Xie, 2004, Measuring intellectual capital: a new model and empirical study. Journal of intellectual capital. 5(1), 195-212.
[40]. Han, D. and I. Han, 2004,PrioriƟzaƟon and selecƟon of intellectual capital measurement indicators using analytic hierarchy process for the mobile telecommunications industry. Expert Systems with applications. 26(4), 519-527.
[41]. Marr, B., G. Schiuma, and A. Neely, 2004,Intellectual capital-defining key performance indicators for organizational knowledge assets. Business Process Management Journal. 10(5), 551-569.
[42]. McGregor, J., D. Tweed, and R. Pech, 2004,Human capital in the new economy: devil's bargain? Journal of Intellectual Capital. 5(1), 153-164.
[43]. Bueno Campos, E., M.P. Salmador, and C. Merino, 2006,Towards a model of intellectual capital in public administrations. International Journal of Learning and Intellectual Capital. 3(3), 214-232.
[44]. Guthrie, J., R. PeƩy, and F. Ricceri, 2006,The voluntary reporƟng of intellectual capital: comparing evidence from Hong Kong and Australia. Journal of intellectual capital. 7(2), 254-271.
[45]. Lytras, M.D., L. Edvinsson, and P. Ordonez de Pablos, The intellectual capital statements: evolution and how to get started, in Knowledge Management Strategies: A Handbook of Applied Technologies. 2008, IGI Global. p. 63-90.
[46]. Ax, C. and J. Marton, 2008, Human capital disclosures and management pracƟces. Journal of Intellectual Capital. 9(3), 433-455.
[47]. Shih, K.-H., C.-J. Chang, and B. Lin, 2010,Assessing knowledge creaƟon and intellectual capital in banking industry. Journal of intellectual capital. 11(1), 74-89.
[48]. Beaƫe, V. and S.J. Smith, 2010,Human capital, value creaƟon and disclosure. Journal of Human Resource CosƟng & AccounƟng. 14(4), 262-285.
[49]. Campbell, D. and M.R. Abdul Rahman, 2010,A longitudinal examination of intellectual capital reporting in Marks & Spencer annual reports, 1978-2008. The BriƟsh AccounƟng Review. 42(1), 56-70.
[50]. Tsui, E., et al., 2013,Knowledge-based extraction of intellectual capital-related information from unstructured data. Expert Systems with applicaƟons. 41(4), 1315-1325.
[51]. Anatolievna Molodchik, M., E. Anatolievna Shakina, and A. Barajas, 2014,Metrics for the elements of intellectual capital in an economy driven by knowledge. Journal of Intellectual Capital. 15(2), 206-226.
[52]. Liu, X., et al., 2014,Analysis of intellectual capital disclosure in cross-cultural E-tourism enterprises. Journal of Intellectual Capital. 15(2),249-263.
[53]. Baxter, R. and S. Matear, 2004,Measuring intangible value in business-to-business buyer–seller relationships: An intellectual capital perspecƟve. Industrial MarkeƟng Management. 33(6), 491-500.
[54]. Bozbura, F.T., A. Beskese, and C. Kahraman, 2007,PrioriƟzaƟon of human capital measurement indicators using fuzzy AHP. Expert Systems with applicaƟons. 32(4), 1100-1112.
[55]. Grimaldi, M., L. Cricelli, and F. Rogo, 2013,A theoreƟcal framework for assessing managing and indexing the intellectual capital. Journal of Intellectual Capital. 14(4), 501-521.
[56]. Grajkowska, A., 2011,Valuing intellectual capital of innovative start-ups. Journal of Intellectual Capital. 12(2), 179-201.
[57]. Yi, C.-G., 2012,Intellectual capital indicators for the Korean public research insƟtute. InternaƟonal Journal of Intelligent Enterprise. 1(3-4),199-214.
[58]. Moon, Y.J. and H.G. Kym, 2006,A model for the value of intellectual capital. Canadian Journal of AdministraƟve Sciences. 23(3), 253-269.
[59]. Adams, R., J. Bessant, and R. Phelps, 2006,InnovaƟon management measurement: A review. International journal of management reviews. 8(1), 21-47.
[60]. Bozbura, F.T. and A. Beskese, 2007,PrioriƟzaƟon of organizaƟonal capital measurement indicators using fuzzy AHP. International Journal of Approximate Reasoning. 44(2), 124-147.
[61]. St-Pierre, J. and J. Audet, 2011,Intangible assets and performance: Analysis on manufacturing SMEs. Journal of Intellectual Capital. 12(2), 202-223.
[62]. Bozzolan, S., F. FavoƩo, and F. Ricceri, 2003,Italian annual intellectual capital disclosure: an empirical analysis. Journal of intellectual capital. 4(4), 543-558.
[63]. Seetharaman, A., K. Lock Teng Low, and A.S. Saravanan, 2004,ComparaƟve jusƟficaƟon on intellectual capital. Journal of Intellectual Capital. 5(4), 522-539.
[64]. Mat Husin, N., K. Hooper, and K. Olesen, 2012,Analysis of intellectual capital disclosure-An illustrative example. Journal of Intellectual Capital. 13(2), 196-220.
[65]. Lentjusenkova, O. and I. Lapina, 2016,The transformaƟon of the organization's intellectual capital: from resource to capital. Journal of Intellectual Capital. 17(4), 610-631.
[66]. Gogan, M.-L., 2014,An innovaƟve model for measuring intellectual capital. Procedia-Social and Behavioral Sciences. 124, 194-199.
[67]. Bianchi MarƟni, S., et al., 2016,RelaƟonal capital disclosure, corporate reporting and company performance: Evidence from Europe. Journal of Intellectual Capital. 17(2), 186-217.
[68]. Hosseini, M. and M.S. Owlia, 2016,Designing a model for measuring and analyzing the relational capital using factor analysis: Case study, Ansar bank. Journal of Intellectual Capital. 17(4), 734-757.
[69]. Cohen Kalafut, P. and J. Low, 2001,The value creaƟon index: quanƟfying intangible value. Strategy & Leadership. 29(5), 9-15.
[70]. AƩri, R., N. Dev, and V. Sharma, 2013,Interpretive structural modelling (ISM) approach: an overview. Research Journal of Management Sciences 2(2), 3-8.
[71]. Khan, I. and Z. Rahman, 2015,Brand experience anatomy in retailing: An interpretive structural modeling approach. Journal of Retailing and Consumer Services. 24, 60-69.
[72]. Kanungo, S. and V.V. Bhatnagar, 2002,Beyond generic models for information system quality: the use of interpretive structural modeling (ISM). Systems Research and Behavioral Science. 19(6), 531-549.
[73]. Thakkar, J., et al., 2007,Development of a balanced scorecard: An integrated approach of Interpretive Structural Modeling (ISM) and Analytic Network Process (ANP). International Journal of Productivity and Performance Management. 56(1), 25-59.
[74]. Chang, A.-Y., K.-J. Hu, and Y.-L. Hong, 2013,An ISM-ANP approach to identifying key agile factors in launching a new product into mass producƟon. InternaƟonal Journal of ProducƟon Research. 51(2), 582-597.
[75]. Singh, M.D., et al., 2003,An interpreƟve structural modeling of knowledge management in engineering industries. Journal of Advances in Management Research. 1(1), 28-40.
[76]. Kannan, G., S. Pokharel, and P.S. Kumar, 2009,A hybrid approach using ISM and fuzzy TOPSIS for the selection of reverse logistics provider. Resources, conservaƟon and recycling. 54(1), 28-36.
[77]. Warfield, J.N., Developing subsystem matrices in structural modeling, in IEEE TransacƟons on Systems, Man, and CyberneƟcs. 1974. p. 74-80.
[78]. Warfield, J.N., 1974,Developing interconnecƟon matrices in structural modeling. Systems, Man and Cybernetics, IEEE Transactions on. SMC-4(1), 81-87.
[79]. Perez, J.R. and P. Ordonez de Pablos, 2003,Knowledge management and organizational competitiveness: A framework for human capital analysis. Journal of Knowledge Management. 7(3), 82-91.
[80]. Martinez-Torres, M.R., 2006,A procedure to design a structural and measurement model of intellectual capital: an exploratory study.InformaƟon & Management. 43(5), 617-626.
[81]. Rindermann, H., O. Kodila-Tedika, and G. Christainsen, 2015,CogniƟve capital, good governance, and the wealth of naƟons. Intelligence. 51, 98-108.
[82]. Grasenick, K. and J. Low, 2004,Shaken, not sƟrred: defining and connecting indicators for the measurement and valuation of intangibles. Journal of Intellectual Capital. 5(2), 268-281.
[83]. Green, A. and J.J.C.H. Ryan, 2005,A framework of intangible valuaƟon areas (FIVA) Aligning business strategy and intangible assets. Journal of Intellectual Capital. 6(1), 43-52.
[84]. Canibano, L., M. Garcia-Ayuso, and P. Sanchez, 2000,AccounƟng for intangibles: a literature review. Journal of AccounƟng literature. 19,102-130.