<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1794-1237</journal-id>
<journal-title><![CDATA[Revista EIA]]></journal-title>
<abbrev-journal-title><![CDATA[Rev.EIA.Esc.Ing.Antioq]]></abbrev-journal-title>
<issn>1794-1237</issn>
<publisher>
<publisher-name><![CDATA[Escuela de ingenieria de Antioquia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1794-12372017000100008</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[METHODOLOGY PROPOSAL TO DETERMINE PROJECT MANAGEMENT MATURITY LEVEL IN ENGINEERING COMPANIES]]></article-title>
<article-title xml:lang="en"><![CDATA[PROPUESTA METODOLÓGICA PARA MEDIR EL NIVEL DE MADUREZ DE LA GESTIÓN DE PROYECTOS EN EMPRESAS DE INGENIERÍA]]></article-title>
<article-title xml:lang="pt"><![CDATA[PROPOSTA METODOLÓGICA PARA MEDIR A MATURIDADE DA GERÊNCIA DE PROJETOS EM EMPRESAS DE ENGENHARIA]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cuadros López]]></surname>
<given-names><![CDATA[Álvaro Julio]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Morales Viveros]]></surname>
<given-names><![CDATA[Jessica Andrea]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rojas Meléndez]]></surname>
<given-names><![CDATA[Ángela Beatriz]]></given-names>
</name>
<xref ref-type="aff" rid="A03"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad del Valle  ]]></institution>
<addr-line><![CDATA[Cali Valle del Cauca]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="A02">
<institution><![CDATA[,DMV Ingenieria  ]]></institution>
<addr-line><![CDATA[Palmira Valle]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="A03">
<institution><![CDATA[,Provider Ltda  ]]></institution>
<addr-line><![CDATA[Palmira Valle]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2017</year>
</pub-date>
<numero>27</numero>
<fpage>85</fpage>
<lpage>95</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S1794-12372017000100008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S1794-12372017000100008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S1794-12372017000100008&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[The purpose of this paper is to present a methodological proposal for small engineering companies to evaluate its project management maturity level. The proposal is based on a generic standard which was adjusted by consulting internal and external experts, to establish particular evaluation criteria and qualification scale to perform best practices evaluation. The proposal considers not only general maturity level qualification but also, by multivariate statistics, qualification by processes groups and experts groups. The proposal was validated through a case study, when applied in an engineering company, resulting on that external experts tend to qualify the maturity of management of projects higher than internal experts, the company's employees.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[El objetivo de este artículo es presentar una propuesta metodológica para que pequeñas empresas de ingeniería puedan evaluar su nivel de madurez en la gestión de proyectos. La propuesta está basada en un estándar genérico el cual fue ajustado mediante consulta a expertos internos y externos, para establecer un criterio de evaluación particular y una escala de calificación con el fin de realizar la evaluación de las mejores prácticas. La propuesta considera no sólo la calificación general de madurez sino también, mediante estadística multivariada, la medición de la madurez por grupos de procesos y por grupos de expertos. La propuesta fue validada mediante un caso de estudio, aplicada a una empresa de ingeniería, resultando en que los expertos externos tienden a calificar la madurez de la gestión de proyectos en un nivel mayor que los expertos internos, es decir los propios empleados de la organización.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[O objetivo deste trabalho é apresentar uma proposta para que as pequenas empresas de engenharia possam saber o status de gerenciamento de projetos em sua organização. A proposta está baseada num regular genérico que foi ajustado mediante consulta a experientes internos e externos, para ter um conjunto de critérios de avaliação e uma escala próprios para fazer a qualificação das melhores práticas. A proposta considera não só a classificação geral de maturidade, mas também por estatística multivariada, a medida da maturidade por grupos de processos e grupos de peritos. A proposta foi validada através de um estudo de caso, ao ser aplicada em uma empresa de engenharia, resultando em que os experientes externos tendem a qualificar num nível maior a maturidade que os experientes internos, os próprios funcionários da organização.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Project management maturity models]]></kwd>
<kwd lng="en"><![CDATA[P3M3]]></kwd>
<kwd lng="en"><![CDATA[Multivariate analysis]]></kwd>
<kwd lng="en"><![CDATA[Engineering companies]]></kwd>
<kwd lng="es"><![CDATA[Modelos de madurez de la gestión de proyectos]]></kwd>
<kwd lng="es"><![CDATA[P3M3]]></kwd>
<kwd lng="es"><![CDATA[análisis multivariado]]></kwd>
<kwd lng="es"><![CDATA[empresas de ingeniería]]></kwd>
<kwd lng="pt"><![CDATA[modelos de maturidade de gerenciamento de projetos]]></kwd>
<kwd lng="pt"><![CDATA[P3M3]]></kwd>
<kwd lng="pt"><![CDATA[análise multivariada]]></kwd>
<kwd lng="pt"><![CDATA[empresas de engenharia]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  <font face="verdana" size="2">     <p align="center"><font size="4"><b>METHODOLOGY PROPOSAL TO DETERMINE PROJECT MANAGEMENT MATURITY LEVEL IN ENGINEERING COMPANIES</b></font></p>     <p align="center"><font size="3"><b>PROPUESTA METODOL&Oacute;GICA PARA MEDIR EL NIVEL DE MADUREZ DE LA GESTI&Oacute;N DE PROYECTOS EN EMPRESAS DE INGENIER&Iacute;A</b></font></p>     <p align="center"><font size="3"><b>PROPOSTA METODOL&Oacute;GICA PARA MEDIR A MATURIDADE DA GER&Ecirc;NCIA DE PROJETOS EM EMPRESAS DE ENGENHARIA</b></font></p>     <p>&nbsp;</p>     <p><b>&Aacute;lvaro Julio Cuadros L&oacute;pez<sup>1</sup>, Jessica Andrea Morales Viveros<sup>2</sup>, &Aacute;ngela Beatriz Rojas Mel&eacute;ndez<sup>3</sup></b></p>     <p>1 Ingeniero Industrial.  Especializaci&oacute;n en Gesti&oacute;n de la Innovaci&oacute;n Tecnol&oacute;gica, Maestr&iacute;a en  Administraci&oacute;n, Doctorado en Ingenier&iacute;a (en curso), Universidad del Valle.  Cali, Valle, Colombia. Calle 53 norte No. 3A-02. Apto 102D. Unidad Ancora  Norte, Cali, Valle del Cauca, Colombia. Tel.: 3206313195. Correo electr&oacute;nico: <a href="mailto:alvaro.cuadros@correounivalle.edu.co">alvaro.cuadros@correounivalle.edu.co</a>.    <br> 2 Ingeniero Industrial. DMV  Ingenieria. Palmira, Valle, Colombia.    <br> 3 Ingeniero Industrial. Provider Ltda. Palmira,  Valle, Colombia.</p>     <p>Art&iacute;culo recibido: 13-IV-2016 / Aprobado: 11-IV-2017    ]]></body>
<body><![CDATA[<br>   Disponible online: 30 de agosto de 2017    <br> Discusi&oacute;n abierta hasta octubre de 2018</p> <hr size="1" />     <p><font size="3"><b>ABSTRACT</b></font></p>     <p>The purpose of  this paper is to present a methodological proposal for small engineering  companies to evaluate its project  management maturity level. The proposal is based on a generic standard which  was adjusted by consulting internal and  external experts, to establish particular evaluation criteria and qualification  scale to perform best practices evaluation. The  proposal considers not only general maturity level qualification but also, by  multivariate statistics, qualification  by processes groups and experts groups. The proposal was validated through a  case study, when applied in an  engineering company, resulting on that external experts tend to qualify the  maturity of management of projects higher than internal experts, the company's employees.</p>     <p><b><font size="3">KEY WORDS</font></b>: Project management maturity models, P3M3, Multivariate analysis, Engineering companies.</p> <hr size="1" />     <p><b><font size="3">RESUMEN</font></b></p>     <p>El objetivo de  este art&iacute;culo es presentar una propuesta metodol&oacute;gica para que peque&ntilde;as  empresas de ingenier&iacute;a puedan evaluar  su nivel de madurez en la gesti&oacute;n de proyectos. La propuesta est&aacute; basada en un  est&aacute;ndar gen&eacute;rico el cual fue ajustado  mediante consulta a expertos internos y externos, para establecer un criterio  de evaluaci&oacute;n particular y una escala de  calificaci&oacute;n con el fin de realizar la evaluaci&oacute;n de las mejores pr&aacute;cticas. La  propuesta considera no s&oacute;lo la calificaci&oacute;n  general de madurez sino tambi&eacute;n, mediante estad&iacute;stica multivariada, la medici&oacute;n  de la madurez por grupos de procesos y  por grupos de expertos. La propuesta fue validada mediante un caso de estudio,  aplicada a una empresa de ingenier&iacute;a, resultando en que los expertos externos  tienden a calificar la madurez de la gesti&oacute;n de proyectos en un nivel mayor que los expertos internos, es decir los propios empleados de la  organizaci&oacute;n.</p>     <p><font size="3"><b>PALABRAS CLAVE</b></font>: Modelos de madurez de la gesti&oacute;n de proyectos, P3M3, an&aacute;lisis multivariado, empresas de ingenier&iacute;a.</p> <hr size="1" />     <p><font size="3"><b>RESUMO</b></font></p>     <p>O objetivo  deste trabalho &eacute; apresentar uma proposta para que as pequenas empresas de  engenharia possam saber o status de gerenciamento  de projetos em sua organiza&ccedil;&atilde;o. A proposta est&aacute; baseada num regular gen&eacute;rico  que foi ajustado mediante  consulta a experientes internos e externos, para ter um conjunto de crit&eacute;rios  de avalia&ccedil;&atilde;o e uma escala pr&oacute;prios para  fazer a qualifica&ccedil;&atilde;o das melhores pr&aacute;ticas. A proposta considera n&atilde;o s&oacute; a  classifica&ccedil;&atilde;o geral de maturidade, mas tamb&eacute;m por  estat&iacute;stica multivariada, a medida da maturidade por grupos de processos e  grupos de peritos. A proposta foi  validada atrav&eacute;s de um estudo de caso, ao ser aplicada em uma empresa de  engenharia, resultando em que os  experientes externos tendem a qualificar num n&iacute;vel maior a maturidade que os  experientes internos, os pr&oacute;prios funcion&aacute;rios da organiza&ccedil;&atilde;o.</p>     ]]></body>
<body><![CDATA[<p><font size="3"><b>PALAVRAS-CHAVE</b></font>: modelos de maturidade de gerenciamento de projetos, P3M3, an&aacute;lise multivariada, empresas de engenharia.</p> <hr size="1" />     <p><font size="3"><b>1. INTRODUCTION</b></font></p>     <p>Today organizations must manage not only isolated projects, but also internal and external portfolio project where the relationship between the project and the organization takes much importance. Projects are not oriented towards the solution of isolated technical problems anymore; they now extend their reach into the management of the company and change. The projects are understood as a base to carry out the strategic management and competitive advantage; these have become one of the best ways to align the Organization's resources that are always scarce and solving large corporate (Kerzner 2009).</p>     <p>On the same basis, organizations are searching the best practices for management of projects, evolving the discipline to treat not only the management of a project, but to find a way how projects allow to reach the goals of organizations (Ahlemann et  al. 2009), (Andersen &#38; Jessen 2003), (Solarte-Pazos  &#38; S&aacute;nchez-Arias 2014).</p>     <p>The concept of maturity in organizations is understood as the level in which an organization is in a perfect condition to meet their goals and objectives (Andersen &#38; Jessen 2003). According to this definition, it has no sense to speak of a  fully mature organization, it makes sense talking about levels of maturity which should be measured or characterized to stay on the path of improvement (Kerzner 2009), (Andersen &#38; Jessen 2003), (Jugdev &#38; Thomas 2002), (Gray &#38; Larson 2009).</p>     <p>The maturity search enables organizations to reduce the inherent variability of processes and improve their average performance (Cooke-Davies &#38; Arzymanow 2003)using pre-determined scales, and qualitative comments on the practices based on the experiences of the interviewee. Differences between companies and industries were found to exist in each domain. The most highly developed project management models (which might be  said to equate to measure of project management  maturity, (Brookes &#38; Clark 2009). Thus emerge  the so-called Project Management Maturity Models (P3M)  which allow companies to diagnose the  organizational capacity to manage projects, and to establish mechanisms to improve organizational  capabilities, rather than the individual skills of  project managers (Backlund et al. 2014).</p>     <p>Projects organizational capacity results  by benchmarking the current state with the  ideal condition to obtain objectives (Andersen  &#38; Jessen 2003), in other words maturity models  allow companies to identify the level of  development in which they are and which are the  requirements to ensure projects success.</p>     <p>Maturity models have their origin in the  field of total quality management (TQM)  (Cooke-Davies et al. 2001), which handle a strategic link with  continuous improvement, by analyzing the current  situation of the Organization and what it aims to be in  the future. In last twenty years, it have released a  large number of maturity models, however is possible to  identify some that are the more applied, among  which are mentioned the Capability Maturity Model  (CMM), the Organizational Project Management  Maturity Model (OPM3), and the Programme, and  Project Management Maturity Model (P3M3). These  models have similar structures in terms of the  factors that analyze, which usually include their own  proposals for management of projects, and in  addition a scale of measurement of different levels.</p>     <p>One of the first models of maturity appeared when, in 1991, the Software Engineering  Institute (SEI) at Carnegie-Mellon University  designed, in 2001, a model of maturity of capabilities,  the CMM, to measure the processes in software  development organizations (Mutafelija &#38; Stromberg  2003). The model proposes a structure of five levels  of maturity for analyzing some areas of key processes,  common characteristics and key practices (Von  Wangenheim et al. 2010), (Mutafelija &#38; Stromberg  2003).</p>     <p>Another model is the OPM3, proposed by the Project Management Institute (PMI),  Professional Association of management of projects that started at the end of the 1960's in the  United States that currently brings together  professionals from around the world (Guido &#38;  Clements 2007), (Project Management Institute-PMI 2013).  This model is structured around a structure of  four levels of maturity, good practices, capabilities  to carry them out, the observable results, and the  stages of the process of improvement(Project  Management Institute-PMI 2013), (Project Management Institute-PMI 2008). The P3M3 model,  proposed by the Office of Government Commerce (OGC)  in the United Kingdom, was based in its  origins in the CMMI, but has been particularly  modified. This model is structured around five levels of  maturity, a few areas of development and a group of  processes (Office of Government Commerce 2006),  (Office of Government Commerce 2013b), (Office of Government Commerce 2013a).</p>     ]]></body>
<body><![CDATA[<p>This paper presents a methodology to help small engineering companies to identify  the level of maturity of project management.  Proposal has considered the design of the hierarchical  structure of criteria to be measured, the design of  the scale of maturity, and the strategy to have  reliable results.</p>     <p><b><font size="3">2. METHODS</font></b></p>     <p>   <font size="3"><b><i>2.1 P3M selection</i></b></font> </p>     <p>The first step of the Project was  selecting a   project management maturity model  consistent with   the kind of organization evaluated. In  this case, the   literature research did not highlighted a  maturity   model for engineering companies, but it  permited to   find three of the most published:  Capability Maturity   Model Integration (CMMI), Portfolio,  Programme and   Project Management Maturity Model (P3M3),  and the   Organization Project Management Maturity  (OPM3).</p>     <p>The review of those models in terms of  factors of analysis, evaluation scale and the  volume of applications in the literature, allowed to  discard the CMMI since it is more oriented to software development projects while the others are  generic and may apply to the organization (Selleri  Silva et al. 2015)synthesize, and present results  on the use of the Capability Maturity Model  Integration (CMMI, (Von Wangenheim et al. 2010), (Jiang et  al. 2004).</p>     <p>By the other hand, PricewaterhouseCoopers and KPMG have researched for the most used  project management standards. PricewaterhouseCoopers found Project Management Base of Knowledge (PMBOK), the complement of the OPM3 as the leader, been used by 27% of  organizations (PricewaterhouseCoopers 2012). In similar researches, KPMG have found in different  studies, the PMBOK standard as leader in applications (KPMG International 2015a), (KPMG  International 2015b), (KPMG International 2013), (KPMG International 2005).</p>     <p>Another research carried out in Russia  over the status of project management in different  sectors including construction and engineering  found that leading PMBOK standard is applied to 40%  of the sample (Polkovnikov &#38; Ilina 2014). In  addition, OPM3 has been used as the standard to  evaluate project management maturity in different  industrial sectors in Portugal (Silva et al. 2014).</p>     <p>As result of this review, it was decided  to use the generic standard OPM3 which evaluates  factors promoted by PMBOK.</p>     <p><b><i><font size="3">2.2. Experts  identification</font></i></b></p>     <p>In order to perform precise analysis and  make   adjustments to the general structure of  the model, a   group of experts was identified. This  people should   have project management experience and  should   know internal management in the  organization.</p>     ]]></body>
<body><![CDATA[<p>The group of experts was attended by nine engineers, the Technical Director of the  company which controls projects in the company,  five project managers, a consultant PMP of a big client  company and two project managers in client  companies. Project experience of every expert is shown in <b><a href="#tab1">Table 1</a></b>.</p>     <p align="center"><a name="tab1"></a><img src="img/revistas/eia/n27/n27a08tab1.gif"></p>     <p><b><i><font size="3">2.3. Domain selection</font></i></b></p>     <p>Being a general standard, next step in the   process is making some adjustments to the  selected   maturity model to the particular case. The  OPM3   considers three domains in which evaluates  groups   of processes for the projects, programs  and portfolio   management offering flexibility to the  application   according to specific application case.</p>     <p>Project and program management identifies groups of processes for initiation,  planning, execution, monitoring and control and  closure. Project management is evaluated asking for  the existence of best practices identified as  standardize, measure, control and continuously improve  (SMCI).</p>     <p>Portfolio management identifies two groups of processes, which are used to facilitate  decisionmaking and balancing portfolio: alignment processes determine what components should  be categorized, evaluated and selected in  portfolio management. And the monitoring and control processes review performance indicators to  be aligned with the strategic objectives and  verify the benefits to the organization.</p>     <p>For the study, it was decided to apply  only the dimension of project management  because the particular situation of the organization  not allowed to apply the other dimensions. For the  application case, the organization is a six year old  company which develops engineering projects  awarded by bids. As the company performs projects for third parties, is not involved in programs or  portfolio environment, yet. Those projects, the  company executes are not aligned with strategic  objectives.</p>     <p><b><i><font size="3">2.4. Best Practices  selection</font></i></b></p>     <p>The OPM3 proposes that maturity should be   measured in accordance with the existence  of a set   of best practices. Best practices are  related to the   optimal methods to achieve strategic  objectives, and   are shown with capabilities and successful  results. Best practices are defined in two  categories, on the one hand are the SMCI which refers to the  cycle of breeding capabilities need to know  standardization, measurement,  Control and improvement. On the other hand are the organizational  enablers (OE), which are structural, cultural,  technological and human resources practices to support  the implementation of best practices in  projects.</p>     <p>Having decided to evaluate only the  dimension of project management, the number of  practices to evaluate dropped from 488 to 244. However,  it was considered that the list was still long to  evaluate, so a delphi exercise was done with experts to  reduce it. According to his experience, his  knowledge of the company, the type of projects that it  develops and procedures that usually the customers  demand, experts reduced the list of practices to  32 which cover different process groups from PMBOK.</p>     ]]></body>
<body><![CDATA[<p><b><i><font size="3">2.5. Evaluation scale  design</font></i></b></p>     <p>Literature reviewed showed that maturity   models are usually focused in asking if  best practices   are applied or not. However, in order to  offer a more   detailed view of the maturity level, a  scale with   three score was designed, see <a href="#tab2"><b>Table 2</b></a>.</p>       <p align="center"><a name="tab2"></a><img src="img/revistas/eia/n27/n27a08tab2.gif"></p>     <p>In addition, to determine the maturity level it was settled a few ranges of score, determining three levels of maturity (maximum level, middle level and a level for ignorance). Superior score was built, performing the sum of the total number of best practices by establishing the highest score that could be obtained according to the scale developed and the total number of respondents. Finally, this maximum rating was divided into three classes (maximum, middle and ignorance levels) as seen in <b><a href="#tab3">Table 3</a></b>.</p>     <p align="center"><a name="tab3"></a><img src="img/revistas/eia/n27/n27a08tab3.gif"></p>     <p>By this way, the maximum score to obtain  is 1,440 points as the maximum qualification  given for every SMCI and the general maturity level  is 5760 points which is the sum of the fourth SMCI  score. The range for each level was decided by  the authors. It was stablished a minimum score of 80%  to be qualified a practice in the maximum  maturity level. The minimum score for middle maturity  level was established in 50%.</p>     <p><b><i><font size="3">2.6. Test design and  surveys</font></i></b></p>     <p>Last part of the process was the design of  the   questions and collecting information. In  first place,   some meetings were done to inform experts  about   the research, later, another meeting to  explain   the instrument and finally another to  develop the   survey.</p>     <p><b><font size="3">3. RESULTS</font></b></p>     <p><font size="3"><b><i>3.1. Reliability</i></b></font></p>     ]]></body>
<body><![CDATA[<p>Prior to establishing the level of  maturity for   the organization, an analysis of  reliability of the   scale was done to check the  representativeness   of the data. This analysis was developed  with the index Cronbach's alpha  which is based on the   internal consistency through the calculus of the   correlation between the items of the scale, and it   is one of the most used to stablish the reliability of   scales (Vinacua &#38; Ca&ntilde;as 2003). This index handles   a scale from 0 to 1, being 0 a very low, contaminated   error reliability and 1 a very high reliability  without   any error.</p>     <p>However, there is no consensus knowing from which value can be considered acceptable a scale. Literature review identified authors as Nunnally (Nunnally &#38; Bernstein 1994) who proposed as a minimum recommended 0.70, and Malhotra (Malhotra &#38; Peterson 2001) who accepts as valid a value greater than 0.60.</p>     <p>For the research the validation was performed at processes level and at overall level by using SPSS 16. As can be seen in <b><a href="#tab4">Table 4</a></b>, the index is high enough to be considered reliable. Even the lowest, improvement practices with 0,842 are higher than those limits proposed by Nunnaly and Malhotra.</p>     <p align="center"><a name="tab4"></a><img src="img/revistas/eia/n27/n27a08tab4.gif"></p>     <p><b><i><font size="3">3.2. Overall maturity</font></i></b></p>     <p>To determine the general maturity level, qualifications  of experts for all practices evaluated were added and compared with the total  score possible and accommodated in the intervals set before. As can be seen in <b><a href="#tab5">Table 5</a></b>, with a score of 2,430 points from possible 5,760, organization is  located on a basic level of ignorance which corresponds with 42% of maturity  reached.</p>     <p align="center"><a name="tab5"></a><img src="img/revistas/eia/n27/n27a08tab5.gif"></p>     <p><b><i><font size="3">3.3. Practices maturity</font></i></b> </p>     <p>In a similar way, to determine the  practice   maturity level, qualifications of experts  were added   and compared with the total score possible  and   accommodated in the intervals set before.  As can be   seen in <a href="#tab6"><b>Table 6</b></a>, there are three group of  practices   located at ignorance level while one group  is located   in mid-level near to inferior limit. With  42%, 40%   and 36% of maturity, the processes of  measurement,   control and improvement are at ignorance  level   while standardization practices with 51%  are at the   middle level.</p>       <p align="center"><a name="tab6"></a><a href="img/revistas/eia/n27/n27a08tab6.gif" target="_blank">Table 6</a></p>     ]]></body>
<body><![CDATA[<p>In addition to the maturity level found, a decreasing trend was found in the maturity  of practices. When seen the total score  possible and comparing it with the current maturity  levels, can be seen that standardized practices  account higher maturity than the next practices group and  so on.</p>     <p><b><i><font size="3">3.4. Cluster maturity</font></i></b></p>     <p>In order to know if maturity assessment   followed a pattern according to the type  of expert   surveyed, a cluster analysis was  performed. This   analysis assumes heterogeneity among  elements but   try to identify groups in which each items  belongs to   one and only one group. Groups are  heterogeneous   and that each group is internally  homogeneous.</p>     <p><b><i><font size="3">3.4.1. Standardization</font></i></b></p>     <p>Average score given by experts for this  group   was 82 points which places it in the category  of   medium level. However with a standard  deviation   of 23, cluster analysis was useful to  understand   behavior of experts. By this way, groups  with lower   standard deviation could be identified.</p>     <p>To identify clusters was done a principal components analysis in search of identify  the dispersion of scores through the created  components. As can be seen in <a href="#fig1"><b>Figure 1</b></a>, two or three groups could be identified. Could be located experts  identified as 1 and 3 in one group and the rest of  experts in another group. However, the second group  could even represents two groups, experts 2, 6  and 7 in one group and 4, 5, 8 and 9 in another group.</p>     <p align="center"><a name="fig1"></a><a href="img/revistas/eia/n27/n27a08fig1.gif" target="_blank">Figure 1</a></p>     <p>In order to decide how many groups  declare, it were done dendogram analysis for three  and four clusters as seen in <a href="#fig2"><b>Figure 2 and 3</b></a>. As can be seen, for three clusters, it only isolates  expert 2 locating experts 6 and 7 in second group. For the  research, it was considered relevant to use four  clusters letting element 7 out of the group because  it adds dispersion to the data.</p>     <p align="center"><a name="fig2"></a><img src="img/revistas/eia/n27/n27a08fig2.gif"></p>     <p>By this way, four groups are structured,  group 1 with experts 1 and 3 (clients  representatives), group 2 with expert 2 (external consultant PMP),  group 3 with expert 7 (Technical Director), and  group 4 with experts 4, 5, 6, 8 and 9 (project  managers). With this clustering analysis data inside each  category is consistent. Analyzing maturity  qualification by cluster, more detailed scoring could be  identified. As seen in <b><a href="#tab7">Table 7</a></b>, external experts (clients  project managers and external consultant) give  highest score followed by Technical Director. In this case, project managers give the lowest maturity score.</p>     ]]></body>
<body><![CDATA[<p align="center"><a name="tab7"></a><img src="img/revistas/eia/n27/n27a08tab7.gif"></p>     <p><b><i><font size="3">3.4.2. Measurement</font></i></b></p>     <p>In this case, average score given by  experts   was lower than standardization, 67 points,  but also   the dispersion was lower, 19, which shows  more   agreement in the low maturity level  qualification. As can be seen in <a href="#fig3"><b>Figure 4</b></a>, two groups could be identified, one including elements 1, 2  and 3, and other group including the rest of  elements.</p>     <p align="center"><a name="fig3"></a><a href="img/revistas/eia/n27/n27a08fig3.gif" target="_blank">Figura 4</a></p>     <p>In order to have a clear idea of how to  cluster the elements, dendogram analysis was done.  As can be seen in <a href="#fig4"><b>Figure 5 and 6</b></a>, three and four clusters were identified, but it was  decided to use the four clustering structure because it  offers lower differences among elements. In this case elements 1 and 3 form a first group, element 2 form  a second group, elements 4, 5, 6, 8 and 9 form a  third group and element 7 form a last group.</p>     <p align="center"><a name="fig4"></a><img src="img/revistas/eia/n27/n27a08fig4.gif"></p>     <p>By this way, same clusters to standardized processes were identified, group 1 with experts 1 and 3 (clients representatives), group 2 with expert 2 (external consultant PMP), group 3 with expert 7 (Technical Director), and group 4 with experts 4, 5, 6, 8 and 9 (project managers). With this clustering analysis data inside each category is consistent. Analyzing maturity qualification by cluster, more detailed scoring could be identified.</p>     <p>As seen in <a href="#tab8"><b>Table 8</b></a>, similar behavior to standardization was found. External experts (clients project managers and external consultant) give highest score followed by Technical Director. In this case too, project managers give the lowest maturity score. However it can be seen that in this case, two groups qualify the maturity in the lowest level of ignorance.</p>     <p align="center"><a name="tab8"></a><img src="img/revistas/eia/n27/n27a08tab8.gif"></p>     <p><b><i><font size="3">3.4.3. Control and  improvement</font></i></b></p>     ]]></body>
<body><![CDATA[<p>Following the same procedure, the average   score and standard deviation were  calculated for   every group of processes, and clustering  analysis   was done to know qualification by group.</p>     <p>Qualifications of experts for each process continue the decreasing trend identified  previously. The control process was qualified with 64  and a deviation of 13 while improvement was  qualified with 58 and a deviation of 9. Not only  decreases the level of maturity but increases  agreement over qualification.</p>     <p>As can be seen in <b><a href="#tab9">Table 9</a></b>, decreasing trend identified previously, continues until all  groups qualifies maturity in the lowest level of  ignorance. In the same way, group of project managers  keep the lowest qualifications among groups.</p>     <p align="center"><a name="tab9"></a><a href="img/revistas/eia/n27/n27a08tab9.gif" target="_blank">Tabla 9</a></p>     <p><b><font size="3">4. CONCLUSIONS</font></b></p>     <p>Project management maturity models consist   of a series of levels with which organizations   evaluate their performance, they can have  four   or five levels. However for all models  these levels   start with activities related with  standardization   or common language and finish with  continuous   improvement.</p>     <p>Shortcomings in fulfilment objectives  related to scope, time, budget, and documentation  of projects, in the case study, could be  explained due to the lack of a stage of monitoring and  control within the development and maintenance of  each of their projects.</p>     <p>It could be understood that general  standards such as OPM3 and PMBOK can be applied in a  useful way been adjusted according to specific  industrial sector. The OPM3 is a complex and robust  maturity model and the analyzed organization was a  small business that did not meet all the  criteria proposed by the model, the reasons why it was  necessary to adjust the model to what you actually  need the company, thus achieving optimum  maturity required by the organization.</p>     <p>Currently evaluating what knows and  carries out the company on the basis of the adjusted  OPM3 model determined that the company is at a  level of general maturity of 42%, which means a  level of ignorance of most of the good  practices. On the other hand for each of the processes was  obtained percentages of 51% in the case of  standardization, 42% for measurement, 40% for control and  36% for improvement that mean a mid-level in  the case standardization and ignorance for  remaining processes.</p>     <p>Best practices processes in project management are ordered and sequential  which means that advancing each process and  achieve a good performance should follow the order  proposed by the model, i.e., first it must  standardize, if practices are standardized means that they are known by employees, if they are known  measurement parameters can be set, if a measurement  process is done, can be controlled, and that process  leads to the improvement of the organization.</p>     ]]></body>
<body><![CDATA[<p>Principal component analysis allows  identifying groups of practices which could show  general maturity level however it resulted more  useful to identify clusters of experts which  evaluate the same way the maturity level. Helped with  dendogram analysis, external experts evaluated the  maturity in a higher level than internal experts.  Future research could try to understand why this kind of  behavior can be done.</p>     <p><b><font size="3">REFERENCES</font></b></p>     <!-- ref --><p>Ahlemann, F., Teuteberg, F. &#38;  Vogelsang, K., 2009. Project management standards - Diffusion and  application in Germany and Switzerland. <i>International</i> <i>Journal of Project  Management</i>, 27(3),  pp. 292-303. Available at: <a href="http://dx.doi.org/10.1016/j.ijproman.2008.01.009" target="_blank">http://dx.doi.org/10.1016/j.ijproman.2008.01.009</a>.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=3069461&pid=S1794-1237201700010000800001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Andersen, E.S. &#38; Jessen, S.A., 2003.  Project maturity in organisations. <i>International Journal of  Project Management</i>, 21(6), pp. 457-461.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=3069463&pid=S1794-1237201700010000800002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Backlund, F., Chron&eacute;er, D. &#38;  Sundqvist, E., 2014. Project Management Maturity Models - A Critical Review. <i>Procedia</i> <i>- Social and Behavioral  Sciences</i>, 119, pp. 837-846. Available at:  <a href="http://www.sciencedirect.com/science/article/pii/S1877042814021855" target="_blank">http://www.sciencedirect.com/science/article/pii/S1877042814021855</a>.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=3069465&pid=S1794-1237201700010000800003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Brookes, N. &#38; Clark, R., 2009. Using  Maturity Models to Improve Project Management Practice. In <i>POMS</i> <i>20th Annual Conference</i>. p. 11.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=3069467&pid=S1794-1237201700010000800004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     ]]></body>
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<person-group person-group-type="author">
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