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Table 4 Multiple Linear Regression analysis results of significant washback variability

From: Challenges and opportunities for spoken English learning and instruction brought by automated speech scoring in large-scale speaking tests: a mixed-method investigation into the washback of SpeechRater in TOEFL iBT

Statement (dependent variable)

Spoken English proficiency level (independent variable)

R2

(1) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to learn English pronunciation

− 0.082*

(− 2.288)

0.040

(2) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to learn English intonation

− 0.145***

(− 3.975)

0.100

(4) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to learn English grammar

− 0.102**

(− 2.727)

0.068

(17) As TOEFL iBT Speaking test is automatically-scored, before the test it has been helpful for me to recite some templates

− 0.099*

(− 2.515)

0.073

(24) As TOEFL iBT Speaking test is automatically-scored, before the test it has been helpful for me to enrol in commercial courses on the test preparation for TOEFL iBT Speaking

− 0.110**

(− 2.728)

0.050

(28) As TOEFL iBT Speaking test is automatically-scored, through preparation for TOEFL iBT Speaking test, I improved my oral English proficiency

− 0.136***

(− 3.672)

0.094

(29) As TOEFL iBT Speaking test is automatically-scored, through preparation for TOEFL iBT Speaking test, I was impeded in terms of my normal spoken English learning activities

0.109*

(2.426)

0.046

Statement (dependent variable)

Familiarity with ASE

(independent variable)

R2

(5) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to learn English cohesive devices

0.151*

(2.062)

0.045

(7) The use of SpeechRater in TOEFL iBT Speaking test has made me spend more time on spoken English learning and practice

0.202**

(2.741)

0.059

(8) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to learn with audio/video English materials

0.230**

(2.823)

0.070

(9) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to take part in off-class spoken English communication activities

0.273**

(3.463)

0.094

(10) The use of SpeechRater in TOEFL iBT Speaking test has motivated me to speak more English in academic settings

0.220**

(2.679)

0.098

(13) The use of SpeechRater in TOEFL iBT Speaking test has promoted my interest in spoken English learning

0.171*

(2.031)

0.033

(14) The use of SpeechRater in TOEFL iBT Speaking test has helped me locate my deficiencies in spoken English learning

0.296***

(3.711)

0.097

(15) The use of SpeechRater in TOEFL iBT Speaking test has set clear spoken English learning goals for me

0.241**

(3.055)

0.078

  1. *p < 0.05, **p < 0.01, ***p < 0.001; t statistics in parentheses