学生が作成したキャリアプランに込められた感情の把握

(1)

Moodle

Grasp of their Sentiment Included into My Students’ Career Plan

Kazushige IKUTA

Liberal Arts, Tokushima Bunri University

Abstract: A learning support website was constructed using Moodle and has been used in my classroom. The students in my classes can experience student-based and cooperative activities on the Moodle website. The documents created in text format by the students are accumulated in the database of the website. This paper provides the results of sentiment analysis of career planning documents created in text format. The results indicate that the students feel relief or pleasure by setting targets, enjoying hobbies and so on. Moreover, they yearn for the items such as marriage and family life. On the other hand, they worry about their work-family balance, living alone and so on. I want to store such sentiment analyses and utilize them in mentoring.

(Key words: higher education, career plan, text mining, sentiment analysis, mentoring)

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1) Rice, W., 2011, Moodle 2.0 E-Learning Course

Development, Birmingham, Packt Publishing

2)

Moodle

11 pp.125-135 2014

content, Progress in communication sciences, vol.

12, pp. 198-221, 1993

5)

, N. K.

, Y. S.

3 pp.171 .

2006

6)

R

pp.107-118

2009

7

47 pp.49-61 2015

8)

2014

9 36(Suppl.) 165-168

2012

10)

2009

11)

TinyTextMiner

http://

mtmr.jp/tmp/TOUKEIKANREN20100908.pdf

2010.9.8

2015.9.4

12) R Core Team, R: A language and environment

for statistical computing, R Foundation for

Statistical Computing, Vienna, Austria, http://

cran.r-project.org/doc/manuals/r-release/

fullrefman.pdf, 2014

13)

48 pp.23-39 2013

14)

2007

15)

version 2.3.1

NAIST Technical

Report

2003