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Proceedings of the 3rd European Conference on Intellectual Capital

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Organisati<strong>on</strong>al structure Level <str<strong>on</strong>g>of</str<strong>on</strong>g> management:<br />

technology<br />

Intangibles Theoretical justificati<strong>on</strong><br />

Client Portfolio<br />

Image and Internati<strong>on</strong>al<br />

Instituti<strong>on</strong>al Relati<strong>on</strong>s<br />

Innovati<strong>on</strong>, Research and<br />

Development<br />

Social and Envir<strong>on</strong>mental<br />

Resp<strong>on</strong>sibility<br />

Víctor Raúl López Ruiz et al.<br />

firms as <str<strong>on</strong>g>of</str<strong>on</strong>g> 31st<br />

December<br />

Relati<strong>on</strong>al or Trade <strong>Capital</strong><br />

Product brand name<br />

quality<br />

Line index: adjusted mobile and<br />

land lines/inhabitant<br />

Indicators<br />

Internet users per 100<br />

inhabitants<br />

Absolute (AI) Efficiency (EI)<br />

Trade balance in goods<br />

and services<br />

Marketing or Image <strong>Capital</strong><br />

Internal image<br />

External image<br />

Foreign direct<br />

investment<br />

Research, Development and Innovati<strong>on</strong> <strong>Capital</strong><br />

Level <str<strong>on</strong>g>of</str<strong>on</strong>g> innovati<strong>on</strong> and<br />

development Investment in R&D&i<br />

Technological level<br />

(UNESCO)<br />

Social and Enviornmental <strong>Capital</strong><br />

Envir<strong>on</strong>ment<br />

Sustainability<br />

Quality <str<strong>on</strong>g>of</str<strong>on</strong>g> life, welfare<br />

society<br />

Health expenditure<br />

(WHO)<br />

Source: own elaborati<strong>on</strong>. Note: Sources in brackets if not WBG.<br />

High Technology Export Index<br />

1-Development aid index<br />

GDP Ranking<br />

Life Expectancy Index<br />

Travel and Tourism<br />

Infrastructure Index (WEF)<br />

Line Index: adjusted mobile<br />

and land lines/inhabitant<br />

Internet users per 100<br />

inhabitants<br />

CO2 emissi<strong>on</strong>s per capita<br />

Hectares <str<strong>on</strong>g>of</str<strong>on</strong>g> green<br />

areas/habitant<br />

Life Expectancy Index<br />

Access to health system in<br />

rural areas<br />

Access to water<br />

The latter filter book expenditure included by <str<strong>on</strong>g>the</str<strong>on</strong>g> nati<strong>on</strong>al government in <str<strong>on</strong>g>the</str<strong>on</strong>g> budget or its market<br />

value, according to <str<strong>on</strong>g>the</str<strong>on</strong>g> objective efficiency recorded and equati<strong>on</strong> 4 below. Expense filtering was<br />

inspired by <str<strong>on</strong>g>the</str<strong>on</strong>g> process presented for Skandia Navigator by Edvinss<strong>on</strong> and Mal<strong>on</strong>e (1997), later<br />

modified in Integrated Analysis method by López and Nevado (2006).<br />

C<br />

m<br />

c 1<br />

AI<br />

c<br />

EI c<br />

(4)<br />

Where human or structural capitals (C) are estimated by <strong>on</strong>e or more absolute indicators m, filtered<br />

by k efficiency indicators and syn<str<strong>on</strong>g>the</str<strong>on</strong>g>sized into <strong>on</strong>ly <strong>on</strong>e indicator, weighted in accordance with a<br />

subjective weighting w. The procedure followed to allocate weights to efficiency indicators is based <strong>on</strong><br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> development <str<strong>on</strong>g>of</str<strong>on</strong>g> a principal comp<strong>on</strong>ent analysis (PCA) that makes it possible to assign weights to<br />

each indicator highly objectively. More specifically, bearing in mind that it is impossible to directly<br />

assign weights to each efficiency indicator, we proceeded to transform <str<strong>on</strong>g>the</str<strong>on</strong>g>m into <str<strong>on</strong>g>the</str<strong>on</strong>g> same number <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

principal comp<strong>on</strong>ents (PC) as indicators available:<br />

PC<br />

ic<br />

k<br />

i 1<br />

u x<br />

i<br />

i<br />

Where ui are <str<strong>on</strong>g>the</str<strong>on</strong>g> characteristic vectors <str<strong>on</strong>g>of</str<strong>on</strong>g> each principal comp<strong>on</strong>ent and xi <str<strong>on</strong>g>the</str<strong>on</strong>g> variables used to make<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> efficiency indicators. Once <str<strong>on</strong>g>the</str<strong>on</strong>g>se comp<strong>on</strong>ents have been obtained, we proceeded to build <strong>on</strong>e<br />

indicator <str<strong>on</strong>g>of</str<strong>on</strong>g> efficiency by weighting each comp<strong>on</strong>ent in accordance with <str<strong>on</strong>g>the</str<strong>on</strong>g> percentage <str<strong>on</strong>g>of</str<strong>on</strong>g> variance<br />

retained by each.<br />

191<br />

(5)

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