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Introduction : Statistics anxiety using SPSS
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Statistical anxiety is performed to draft the psychology of the student is useful in constructing academic performance. This article has described the anxiety in nature, etiology and prevalence followed by the treatment that benefited mental well-being. The methodology has been designed as descriptive to draft the detailing of the statically anxiety performance. Positivism philosophy has been used to conduct this research; the deductive approach allows the formulation of the research. Data analysis used in this study was a quantitative data analysis method involving a college student as a participant with 126 sample sizes, in the UK. A survey with 7 multiple questionnaires have been prepared to draft the numerical value on the ground of the research topic. The key findings have been observed a high level of anxiety has been experienced by these college students. Statistical anxiety allows measuring the intensity of the psychological condition among the student that falls an impact on academic performance.
Age, ethnicity and gender contribute to anxiety among students. Statistical anxiety evaluation allows for to measurement of mental health illness on the application of the perceived learning science. Therefore, this study involved examining the student characteristics, and attitudes toward science. The research method has been designed using descriptive to analyze the detailing of the statically anxiety and attitude. Positivism philosophy has been used to draft the belief of this research and the deductive approach allows for the formulation of the research. 104undergraduate students have been taken as sample size specifically 23 males, 76 females and 5 specificities of the gender not disclosed. This study was conducted in the United States place with multiple questionnaire formats. The key findings observed that younger students have been highly developing anxiety; no ethical group and gender specificity was found different through observation in statistical anxiety. A significant use of the statistical anxiety has been inevitably required and found to be inversely linked to a student attitude.
Students have developed attitudes in social science higher education toward statistics. Social-culture background and the gender of the student have been evaluated for developing statistical anxiety with the concept of statistical self conceptual. The study methodology in this article used descriptive design to compute the effective analysis of the statically anxiety performance. Positivism philosophy has been used with the deductive approach that allows the formulation of the self-concept among students. Data analysis used in this study was a quantitative data analysis method involving a first-year student from two study fields as a participant with 504 sample sizes, in Germany with two universities. A survey with multiple questionnaires has been prepared to draft the numerical value on the ground of the research topic. The key findings reflect from the statistical survey depict differences in attitudinal preconditions among gender depending on migration and the implication of higher education teaching in statistical anxiety.
Techniques used for the student to increase performance using a reverse jigsaw are primarily based on social and dynamic interaction. To determine the effect of this method on the academic performance of the students and in courts of statically anxiety has been conducted. The research method has been developed using descriptive design to analyze the detailing of the statically anxiety and reverse jigsaw cooperative learning techniques. Quasi-experimental has been performed using a control group, pre and protest groups. Positivism philosophy has been used to draft the belief of this research and the deductive approach allows for the formulation of the research. 43 undergraduate students have been taken as a sample size. Two different methods were used reversed Jigsaw method and instructional teacher-centered teaching. This study was conducted in an Iran university place with multiple questionnaire formats. The key finding the mean of statistical anxiety is high in comparison to the control group, which depicts the positive impact on the academic outcome that reflects that statistical anxiety has decreased.
Draft research question
How statistics anxiety scale measure the academic performance of undergraduates student through gender, sex, tradition versus peer instruction and prior student experience with statistics?
Draft Aim
This study aims will be to determine the effect of the statistics anxiety scale that measure the academic performance of undergraduates student through gender, sex, tradition versus peer instruction and prior student experience with statistics. The objective is to analyze the benefit of the statistical anxiety scale in drafting academic performance.
Draft Hypothesis
Statistics anxiety scale effectively measures the academic performance of undergraduate’s student through gender, sex, tradition versus peer instruction and prior student experience with statistics.
Statistics anxiety scale cannot measure the academic performance of undergraduate’s student through gender, sex, tradition versus peer instruction and prior student experience with statistics.
Draft Result and analysis
Statistical education for undergraduate students is necessary to increase the need for mathematics contained in the research work. The application of statistics into academic courses allows one to develop a self-concept and adhere to learning principles. Statistics anxiety scale that measures the academic performance of undergraduate’s student. Therefore, the result of this study will be to determine the usefulness of the statistical anxiety tool that will help in determining academic performance through quantitative analysis. The outcome will obtain through surveys taking undergraduates to allow them to measure their statistical concept among the student and the effective statistical experience in peer instruction. This will allow comparison with the hypothesis developed to meet the research question
Based on the given result, it has been found that, students who have fear in statistics have experienced similar fear both in the first time and the second time as the t value has been found significant. However, in terms of confidence level, a non-significant t-value has been found, which shows exposure of the statistics lower4s the fear of the statistics from the students.
An analytical manager using quantitative methods in a survey will process analysis of this study. The numerical data will be obtained through the SPSS tool, using graphs, and tables to draft the comparison between the traditional approach of teaching and peer instruction, traditional age with the mature age using the T-test method. Statistics anxiety scale that measures the academic performance of undergraduates student, this will allow us to develop a comparison between the percentages that will be obtained using the SPSS tool. Numerical data in this study will allow the learning of the statistical tool and the analysis will draft to compute the academic performance level of the undergraduate students.
Reference list
Article 1
Onwuegbuzie, A.J., & Wilson, V.A. (2003). Statistics anxiety: Nature, etiology, antecedents, effects, and treatments – a comprehensive review of the literature. Teaching in Higher Education, 8 (2), 195 – 209. doi: 10.1080/1356251032000052447
Article 2
Bui, N.H., & Alfaro, M. A. (2011). Statistics anxiety and science attitudes: Age, gender and ethnicity factors. College Student Journal, 45 (3), 573 – 585.
Article 3
Forster, M., &Maur, A. (2015). Statistics anxiety and self-concept of beginning students in the social sciences – A matter of gender and socio-cultural background. Zeitschrift für Hochschulentwicklung, 10(4), 67 – 90.
Article 4
Amani Saribaglou, J., Vahedi, S., Fathi Azar, E., & Abidi, L. (2019). The effect of reversed jigsaw classroom on university students' academic performance and statistics anxiety. Educational Psychology, 15(52), 133-153.https://doi.org/10.52041/serj.v20i1.98
