Descriptive statistics revealed that among the five strategy categories, memory strategies were employed most
frequently (M = 3.62, SD = 0.70), followed by compensation strategies (M = 3.37, SD = 0.75). In contrast,
metacognitive strategies yielded the lowest mean score (M = 3.01, SD = 0.50), slightly below the scale midpoint,
indicating that learners engaged in fewer planning, monitoring, and evaluation activities compared to practice-
and rehearsal-oriented strategies.
The relatively high frequency of memory strategy use aligns with the enduring emphasis on rote learning and
memorization in Chinese exam-focused educational contexts, as noted in prior research on NMET preparation.
In Confucian-heritage educational settings, memorization is not only a traditional approach but also a socially
legitimized strategy, particularly in high-stakes exam contexts. This suggests that memory strategies may be
broadly employed regardless of learners’ test perceptions.
Perceived Importance and Preparation Strategies
Correlation analysis indicated that learners’ perceptions of NMET importance were positively associated with
all five categories of preparation strategies, with statistically significant correlations observed for cognitive (r
= .128, p < .01), compensation (r = .187, p < .001), memory (r = .173, p < .001), metacognitive (r = .257, p
< .001), and social-affective strategies (r = .188, p < .001). Studies on high-stakes exams, such as the TOEFL,
IELTS, and China’s NMET, have consistently found that students who perceive a test as highly important tend
to invest more time and effort in structured test preparation (Xie & Andrews, 2013). Green (2007b) found that
IELTS candidates who considered the test critical for academic progression engaged more in metacognitive
regulation, while Qi (2004) observed that Chinese learners preparing for the NMET adopted goal-setting, error-
tracking, and repeated rehearsal routines when the stakes were perceived as high. The finding of this study aligns
with this pattern, as students who perceive the NMET as significant are more likely to engage in cognitive,
metacognitive, memory, compensation, and social-affective strategies to improve their performance.
Metacognitive strategies exhibited the strongest relationship with perceived importance (r = .257, p < .001),
suggesting that learners who attach greater significance to the NMET are particularly inclined to engage in
regulatory behaviors such as planning, monitoring, and evaluating their preparation efforts. The strong
relationship between test importance and metacognitive strategy use is widely recognized in washback research.
High-stakes language tests, such as the NMET, IELTS, and TOEFL, promote greater metacognitive engagement
because students recognize the necessity of planning, monitoring, and evaluating their learning progress (Cheng,
2005; Green, 2007b). Xie and Andrews (2013) found that Chinese EFL learners who viewed the NMET as
critically important adopted more structured and goal-oriented study behaviors, such as setting learning
objectives, tracking progress, and regulating test-taking approaches. The strongest association reflects a tendency
for students to channel their motivation into self-regulatory processes. Learners who regard the NMET as highly
important appear not only to practice more but also to prepare more deliberately through careful planning of
study schedules, self-monitoring of weaknesses, and systematic evaluation of progress.
Perceived Difficulty and Preparation Strategies
Correlation analysis revealed significant negative relationships between learners’ perceptions of NMET
difficulty and several categories of preparation strategies. Specifically, perceived difficulty was negatively
correlated with cognitive (r = –.220, p < .001), compensation (r = –.237, p < .001), memory (r = –.091, p < .05),
and social-affective strategies (r = –.103, p < .05). These findings indicate that as learners perceive the NMET
to be more difficult, their reported use of these strategies decreases. Several studies also indicated that when
students perceive a test as too difficult, they may feel overwhelmed and reduce their engagement in strategy use.
Xie and Andrews (2013) found that Chinese EFL learners preparing for the NMET who perceived the test as
highly difficult were less likely to engage in active learning strategies, as they felt that their efforts would not