Participant flow and baseline characteristics
Of 112 enrolled students, 110 initially consented and one withdrew consent, leaving 109 eligible for outcome-specific data use. Enrollment, initial consent, and complete-record counts were 30, 29, and 28 in Class 2301; 27, 26, and 24 in Class 2302; 29, 29, and 27 in Class 2303; and 26, 26, and 23 in Class 2304. One student in each intervention class declined consent, and the withdrawal occurred in Class 2304. Among students with continuing consent, seven lacked complete records: three missed post-course assessments, two had attendance below 60%, one lacked baseline data, and one exceeded the questionnaire-missingness threshold. A duplicate identifier in Class 2303 was corrected without excluding the participant. The complete-record subset comprised 52 situational task-driven and 50 conventional students. Figure 2 presents participant flow and the assessment schedule.
Baseline professional-knowledge scores in the complete-record subset were 64.10 ± 6.50, 64.49 ± 6.90, 62.20 ± 5.70, and 62.63 ± 6.10 in Classes 2301–2304, respectively. Corresponding tourism-planning scores were 64.50 ± 5.60, 65.09 ± 5.80, 63.60 ± 5.40, and 64.12 ± 5.60. Condition-level mean age was 20.65 ± 0.82 versus 20.40 ± 0.94 years, and previous-semester grade point average was 3.00 ± 0.31 versus 3.03 ± 0.31. Table 3 reports baseline characteristics by class and condition.
Teaching-process indicators
Complete-record attendance averaged 90.8% ± 5.3%, 92.1% ± 5.5%, 85.6% ± 7.1%, and 86.9% ± 7.6% across Classes 2301–2304. Condition-level attendance was 91.4% ± 5.4% in the situational task-driven subset and 86.2% ± 7.3% in the conventional subset. Task submissions averaged 5.08 ± 0.86 versus 3.86 ± 0.76, with completion rates of 84.6% ± 14.3% versus 77.2% ± 15.1%, based on six and five required assignments, respectively. Teacher-feedback episodes averaged 6.54 ± 1.41 versus 3.30 ± 1.31, revision rounds 4.96 ± 1.08 versus 1.88 ± 0.92, and reflection length 1,562 ± 330 versus 889 ± 219 words. These summaries excluded students outside the complete-record subset, including the two with attendance below 60%. All 13 intervention teams completed the six modules and instructional bilingual roadshow; none met the week-8 pause criterion. Figure 3 displays the process indicators, and Table 4 provides class- and condition-specific summaries.
Professional knowledge and tourism-planning outcomes
Within the complete-record subset, post-course professional-knowledge scores were 82.50 ± 9.50, 83.35 ± 10.00, 73.80 ± 9.20, and 74.50 ± 9.50 across Classes 2301–2304. Condition-level means were 82.89 ± 9.65 in the situational task-driven subset and 74.12 ± 9.25 in the conventional subset, with gains of 18.61 ± 7.56 and 11.72 ± 7.17 points. Figure 4A displays baseline and post-course scores for the same 52 and 50 students.
Among 109 students with continuing consent, tourism-planning scores were available for 108 at baseline and 106 post-course; 105 had paired measurements. Baseline counts were 29, 25, 29, and 25 across Classes 2301–2304; post-course counts were 28, 26, 28, and 24; and paired counts were 28, 25, 28, and 24. Valid measurements from students with low attendance or missing questionnaires were retained. Available-case baseline tourism-planning means were 64.61 ± 5.60 and 63.59 ± 5.32, with 54 students per condition. Post-course means were 83.63 ± 8.09 and 74.42 ± 8.94, based on 54 and 52 students. Among the 53 situational task-driven and 52 conventional paired participants, baseline means were 64.70 ± 5.61 and 63.73 ± 5.37, post-course means were 83.74 ± 8.13 and 74.42 ± 8.94, and gains were 19.03 ± 6.88 and 10.69 ± 7.19 points. Class-specific gains were 19.10 ± 6.80, 18.96 ± 7.10, 10.69 ± 7.08, and 10.70 ± 7.47 points. Figure 4B displays the paired scores, and Table 5A reports available-case and paired summaries.
Task performance and questionnaire outcomes
Within the complete-record subset, overall task scores were 79.20 ± 6.10, 80.15 ± 6.60, 74.50 ± 7.00, and 75.37 ± 7.50 across Classes 2301–2304. Condition-level means were 79.64 ± 6.29 versus 74.90 ± 7.17. Contribution-adjusted individual scores were 76.40 ± 5.64 versus 70.94 ± 5.84 for route design, 79.52 ± 7.57 versus 73.65 ± 8.75 for new-media promotion, and 78.88 ± 6.33 versus 75.01 ± 8.45 for bilingual presentation. Final course scores were 80.81 ± 5.25 versus 74.59 ± 5.00. Tourism-planning gains in this subset were 19.17 ± 6.87 versus 10.72 ± 7.31 points.
Post-course questionnaire means were 3.77 ± 0.41 versus 3.43 ± 0.48 for engagement, 3.70 ± 0.47 versus 3.35 ± 0.42 for self-efficacy, 3.76 ± 0.48 versus 3.43 ± 0.44 for employability perception, 4.02 ± 0.47 versus 3.71 ± 0.45 for satisfaction, and 3.93 ± 0.46 versus 3.61 ± 0.47 for teaching-process perception. Engagement, self-efficacy, and employability-perception gains were 0.56 ± 0.38 versus 0.20 ± 0.37, 0.65 ± 0.46 versus 0.24 ± 0.43, and 0.62 ± 0.45 versus 0.28 ± 0.42, respectively. Figure 4C displays post-course engagement, self-efficacy, employability perception, and satisfaction; Table 5B reports the complete-record learning and task outcomes.
Questionnaire reliability and exploratory comparisons
Baseline and post-course Cronbach’s alpha coefficients were 0.63 and 0.73 for engagement, 0.58 and 0.68 for self-efficacy, and 0.56 and 0.67 for employability perception. Post-course coefficients were 0.68 for satisfaction and 0.65 for teaching-process perception. Questionnaire findings were interpreted as exploratory because several coefficients were below 0.70.
Supplementary Table 1 reports unclustered differences, 95% confidence intervals, p values, and Cohen’s d for complete-record student outcomes and 13 teams per condition. These estimates lacked clustering, covariate, and multiplicity adjustment and did not establish comparative efficacy. Peer-panel scores were excluded from inferential comparisons.
Interview findings and mixed-methods integration
Twenty students completed interviews, with ten per condition and five per class. In the situational task-driven condition, eight described authentic-scenario immersion, seven iterative teacher feedback, six team collaboration, and four improved digital-tool use. Four reported time pressure, and one reported continuing bilingual-expression difficulty. In the conventional condition, eight valued conceptual clarity, five reported limited digital-skill practice, four requested more authentic projects, three described participation as dependent on individual initiative, and three reported insufficient repeated practice.
Across 220 interview–theme pairs, coders agreed on 186 decisions (84.5%) and disagreed on 34, yielding Cohen’s κ = 0.656 before consensus. Table 6 integrates the interview findings with the quantitative summaries. Theme counts describe the purposively selected interview participants.
Team-level task performance
The 26 teams comprised seven, six, seven, and six teams in Classes 2301–2304. Weighted team totals were 78.28 ± 1.85, 78.84 ± 2.00, 72.42 ± 3.30, and 73.18 ± 3.60, respectively. Condition-level totals were 78.54 ± 1.86 versus 72.77 ± 3.32. Domain means were 77.58 ± 2.58 versus 70.02 ± 3.53 for route design, 77.65 ± 4.26 versus 75.43 ± 4.72 for market analysis, 78.88 ± 3.45 versus 71.74 ± 5.36 for budget feasibility, 80.54 ± 3.49 versus 72.68 ± 6.34 for new-media promotion, and 78.35 ± 3.26 versus 74.39 ± 6.15 for bilingual presentation.
Evaluator-panel scores averaged 79.38 ± 3.78 versus 72.88 ± 3.68, and formative peer-panel scores averaged 80.02 ± 3.16 versus 72.36 ± 4.62. Agreement for the three-rater mean holistic score was ICC(A,3) = 0.82 (95% confidence interval, 0.70–0.90). Table 7 presents team-level results by class and condition. Team and contribution-adjusted student scores remained nested within four classes and were summarized descriptively.

Figure 1: Situational task-driven teaching protocol workflow. The 16-week protocol covered enrollment, consent, administrative class assignment, baseline assessment, team formation, teaching, process tracking, post-course assessment, scoring, interviews, and descriptive analysis. Classes 2301–2302 received six connected task modules with feedback and revision; Classes 2303–2304 received conventional lecture- and case-based teaching. Please click here to view a larger version of this figure.

Figure 2: Participant flow and assessment timeline. (A) Class-specific flow from 112 enrolled students to 110 initially consenting, 109 with continuing consent, and 102 complete records, including 52 situational task-driven and 50 conventional students. Tourism-planning availability comprised 108 baseline, 106 post-course, and 105 paired measurements. (B) Baseline assessment in week 1, teaching and process tracking in weeks 2–15, and post-course assessment and interviews in week 16. Please click here to view a larger version of this figure.

Figure 3: Teaching-process indicators by teaching condition. (A) Attendance, task submissions, and completion rate. (B) Discussions, feedback episodes, and revision rounds. (C) Reflection length, classroom interactions, and presentations. (D) Late assignments and module completion. Student values are the mean ± SD for 52 situational, task-driven, and 50 conventional complete records. Attendance used scheduled sessions as the denominator; completion used six and five required assignments, respectively. All 13 intervention teams completed all six modules; this team-level measure was not applicable to conventional teams and has no error bars. SD, standard deviation. Please click here to view a larger version of this figure.

Figure 4: Professional knowledge, tourism planning, and post-course questionnaire outcomes. (A) Professional knowledge in 52 situational task-driven and 50 conventional complete records. (B) Tourism planning in 53 and 52 paired available case records, respectively. (C) Post-course engagement, self-efficacy, employability perception, and satisfaction in the complete-record subsets. Values are means with SD error bars. Panels A and B use the same participants at both occasions within each condition. Knowledge and planning scores range from 0 to 100; questionnaire scores range from 1 to 5. SD = standard deviation. Please click here to view a larger version of this figure.
Table 1: Study workbook structure and reproducibility materials. The 16 worksheets are organized by record unit, core fields, and function. README denotes workbook instructions. Please click here to download this Table.
Table 2: Task-performance scoring structure and student-level score derivation. Domain and individual component scores range from 0 to 100. Contribution coefficients of 0.85–1.15 adjust route design, new-media promotion, and bilingual presentation. Overall scores combine the adjusted product score (70%), contribution (10%), reflection (10%), presentation evidence (5%), and documentation (5%). Reflection and documentation use only the common final assessment. Peer-panel ratings are formative and excluded from task scores. —, not a separately weighted team domain. Please click here to download this Table.
Table 3: Baseline characteristics of the complete-record subset by class and teaching condition. Values are mean ± SD or n (%) for 52 situational task-driven and 50 conventional students. Percentages use column-specific denominators. GPA, grade point average; n, number of students; SD, standard deviation. Please click here to download this Table.
Table 4: Teaching-process indicators in the complete-record subset by class and teaching condition. Values are student-level mean ± SD during weeks 2–15 for 52 situational task-driven and 50 conventional students. Attendance uses scheduled sessions; completion uses six and five required assignments, respectively. Submissions exclude resubmissions. Students with attendance below 60% were excluded from this subset. n, number of students; SD, standard deviation. Please click here to download this Table.
Table 5: Available-case tourism-planning outcomes and complete-record learning outcomes by class and teaching condition. (A) Tourism planning among 109 students with continuing consent: 108 baseline, 106 post-course, and 105 paired measurements. (B) Post-course outcomes and gains among 102 complete records. Values are mean ± SD unless reported as n. Gains equal post-course minus baseline within paired records. Individual task scores contain shared team components. n, number of students; SD, standard deviation. Please click here to download this Table.
Table 6: Quantitative–qualitative joint display. Quantitative values are ordered as situational task-driven versus conventional. Tourism-planning gains use 53 and 52 paired records; other summaries use 52 and 50 complete records. Interviews included ten students per condition and five per class. Convergent findings indicate corresponding patterns; complementary findings provide additional context. Theme counts describe the purposive interview sample. n, number of interview participants. Please click here to download this Table.
Table 7: Team-level task performance by class and teaching condition. Values are mean ± SD for 26 teams nested within four classes, with 13 teams per condition. Domain and evaluator-panel scores average three independent domain ratings and a holistic rating, respectively. Peer-panel scores are formative. ICC(A,3) denotes the two-way mixed-effects, absolute-agreement intraclass correlation coefficient for the three-rater mean holistic score. CI, confidence interval; SD, standard deviation. Please click here to download this Table.
Supplementary Table 1: Unclustered exploratory comparisons. (A–C) include 52 situational task-driven and 50 conventional complete records; Panel D includes 13 teams per condition. Panel A reports mean ± SD or n (%) with column-specific denominators. Differences are situational, task-driven, and minus conventional. Continuous comparisons use two-sided Welch’s t-tests and 95% CIs; categorical comparisons use two-sided Fisher’s exact tests. Cohen’s d uses the pooled within-condition SD. No clustering, covariate, or multiplicity adjustment was applied; estimates ignore class and team dependence and cannot establish comparative efficacy. CI, confidence interval; GPA, grade point average; n, number of students; SD, standard deviation. Please click here to download this file.
Supplementary File 1: Study workbook structure, variable definitions, and calculation rules. Workbook organization, participant flow, analysis populations, scoring, reliability, interview sampling, statistical calculations, and data verification. Please click here to download this file.
Supplementary File 2: Measurement instruments, task prompts, scoring rubrics, rating forms, and interview guide. Professional-knowledge blueprint, assessment forms and answer keys, tourism-planning tasks, questionnaires, common team assessment, scoring rubrics, evaluator and peer-rating forms, interview questions, and coding framework. Please click here to download this file.