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IPS215 Elizabeth S. et al.
            mathematics, mathematics courses and career paths that require mathematics
            skills [10].
               This paper investigates data from secondary school students participating
            in the 2012 and 2015 PISA studies to assess gender differences in attitudes,
            learning methods and anxieties of students towards mathematics.

            2.  Methodology
            Data Sources
                 Data  will  be  used  from  the  Programme  for  International  Student
            Assessment (PISA) study which is intended to assess educational systems by
            measuring  15-year-old  school  students'  scholastic  performance  on
            mathematics, science, and reading and is held every three years. The PISA
            study  is  a  comparative  study  of  student  achievement  directed  by  the
            Organisation for Economic Co-operation and Development (OECD), among
            students  who  are  nearing  the  end  of  their  compulsory  schooling  in  most
            participating educational systems to determine how prepared they are to use
            the knowledge and skills in particular areas to meet real-life opportunities and
            challenges [4]. PISA assesses a random sample of 15-year-old students, drawn
            from  a  nationally  representative  sample  of  schools.  In  Australia  and  is
            managed by the Australian Council for Educational Research (ACER) [4].
                 2012 PISA Dataset: For the present study, data from 14 481 secondary
            school students participating in PISA 2012 study in Australia were analysed in
            terms of their mathematics anxiety, which formed a focus of the 2012 study.
            The study also measured students’ mathematical literacy in terms of several
            mathematical  techniques  (including  the  mathematical  formulation  of
            scenarios; the use of mathematical concepts and methods in mathematics; and
            the  interpretation  and  application  of  mathematical  solutions)  and  topics
            (including relationships; aspects of space and shape; quantification; data and
            uncertainty) [4]. Mathematics performance was measured using a total score
            representing  the  number  of  administered  questions,  covering  all  of  these
            mathematical techniques and topics, which were answered correctly. The total
            scores were used as the main outcome variable for the present study. The
            questionnaire developed by PISA also contains information on mathematics
            anxiety with students asked to report their level of agreement with two items
            relating  to  mathematics  anxiety:  ‘worry  that  mathematics  classes  will  be
            difficult’, and ‘get very tense when they have to do mathematics homework’.
            The  possible  responses  options  for  each  question  were  presented  as  four
            categories:  strongly  disagree,  disagree,  agree  and  strongly  agree.  Student
            responses  about  their  feelings  of  stress  associated  with  anticipating
            mathematical tasks and while attempting to solve mathematics problems were
            used to identify students’ specific level of anxiety towards mathematics



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