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    <subfield code="a">Relationship between employability and graduate&#x2019;s competencies based on programme learning outcomes analysis /</subfield>
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    <subfield code="a">Graduate  employability  pertains  to  issues  that  are  related  to  the  person&#x2019;s  character  or  quality of being employable such as the knowledge and skills they possess  to the labour  market  is a crucial  issue in higher education institutions (HEIs).  Accordingly, in line with  the aspirations and mission of the National Graduate Employability Blueprint Malaysia  2012-2017,  they  expect  to  produce  competent  graduates  with  75%  of  the  graduates  working  in  their  related  fields  within  six  months  after  graduation.  Throughout  the  literature, tracer study is commonly used and has been adopted by the Ministry of Higher  Education  to  trace  graduate  employability  (GE)  information  and  evaluation  on  study  programmes have  helped  in improving the transition of graduates from education to the  labour market. However, two issues arise;- (1) a lack in predictive capability, and (2) the  lack of inclusive graduate data where data and analysis from a tracer study have not been well communicate to  other stakeholders.  Furthermore, there  have been little  discussion  on predicting the duration of  a  graduate&#x2019;s  employment  after graduation.  Therefore, this  study  intends  to  investigate  the  relationship  between  employability  duration  and  the  graduate&#x2019;s  competencies  based  on  programme  learning  outcomes  (PLO)  among  Computer  Science  or  IT  engineering  domain.  The  outcome-based  education  (OBE) contributes to the learning outcomes attainment which is the PLO that helps the learners  to succeed especially in professional life and education. Thus, this study used a modified  version  of  the  predictive  analytic  process  that  started  with  problem  definition  and  obtained  a  clean dataset  before the model formulation  and evaluation  took  place.  There  are two data sources  that have been  used in this study, institutional academic database (PTMK  UMP)  and  an  online  feedback  from  the  graduates.  This  study  received  47  responses out of  164 graduates from  2014/2015  Faculty of Computing (FK) batch,  with  a response rate  of 29%. A simple linear regression  was used to measure the correlation  between the category of PLO and the duration of graduate to get employed as well as to  formulate the prediction model. The findings from this study found that PLO6 (problem  solving and scientific skills) was the most sensitive PLO on the duration for a graduate to  get employed  (r =  -0.2515, p = 0.0882, p &lt; 0.25, N = 47).  Thus, the model was formulated based  on  the  linear  equation  of  PLO6  which  is  Duration  =  -9.549x  +  73.497.  This  prediction  model  was  validated  through  error  rate  analysis  with  acceptable  result  and  evaluated by error rate frequency analysis. The evaluation through ranking method based  on the frequency analysis of error rate also found that PLO6 was  at  the  first rank  followed  by PLO3, PLO1, PLO4, PLO5, PLO2, PLO8, PLO7. This study reported the potential of  outcome-based education data to predict graduate employability performance within the  time  frame  (six  months)  as  determined  by  the  Ministry  of  Higher  Education.  With  prediction  capacity  from  the  formulated  model,  more  intervention  programme  can  be  strategically planned to assure that graduates can be employed in time and in-field.</subfield>
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