# Engagement and Task Workload Assessment on User Study N=24 (within-subject)

Source: [Engagement and Task Workload Assessment on User Study N=24 (within-subject)](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:04.072Z

Subjective evaluation derived from a within-subject user study involving 24 participants, assessing user engagement, intrinsic motivation, and cognitive workload using standardized psychometric scales.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Engagement and Task Workload Assessment |
| Dataset (including any stated split) | User Study N=24 (within-subject) |
| Metric | Engagement (Mean) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Engagement (Mean)](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Engagement%20(Mean)>): Higher is better; unit: SCALAR.

- [Concentration](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Concentration>): Higher is better; unit: SCALAR.

- [Sense of Ecstasy](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Sense%20of%20Ecstasy>): Higher is better; unit: SCALAR.

- [Doability](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Doability>): Higher is better; unit: SCALAR.

- [Sense of Serenity](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Sense%20of%20Serenity>): Higher is better; unit: SCALAR.

- [Timelessness Feeling](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Timelessness%20Feeling>): Higher is better; unit: SCALAR.

- [Intrinsic Motivation](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Intrinsic%20Motivation>): Higher is better; unit: SCALAR.

- [Mental Demand (Workload)](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Mental%20Demand%20(Workload)>): Lower is better; unit: SCALAR.

- [Physical Demand (Workload)](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Physical%20Demand%20(Workload)>): Lower is better; unit: SCALAR.

- [Confusion](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Confusion>): Lower is better; unit: SCALAR.

- [Frustration Level](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Frustration%20Level>): Lower is better; unit: SCALAR.

- [Cognitive Load (Workload)](<https://www.sota2.com/research/sota/engagement-and-task-workload-assessment-on-user-study-n-24-within-subject.md?metric=Cognitive%20Load%20(Workload)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Engagement (Mean) | Result date | Report paper |
| --- | --- | --- | --- |
| CanAnswer | 5.58 | Not recorded | 693a4ff26cfd488761a54939 |
| Baseline | 4.54 | Not recorded | 693a4ff26cfd488761a54939 |

### CanAnswer

Engagement (Mean): 5.58. Result ID: 69989c535698665ec4fea80f.

[Reporting paper](<https://www.sota2.com/research/paper/693a4ff26cfd488761a54939.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a4ff26cfd488761a54939.md>)

Recorded evaluation configuration: {"Scale":"7-point Likert scale","Statistical Test":"Mann-Whitney U test","Measurement":"Mean (SD)"}. This record does not assert independent reproduction.

### Baseline

Engagement (Mean): 4.54. Result ID: 69989c535698665ec4fea810.

[Reporting paper](<https://www.sota2.com/research/paper/693a4ff26cfd488761a54939.md>)

Recorded evaluation configuration: {"Scale":"7-point Likert scale","Statistical Test":"Mann-Whitney U test","Measurement":"Mean (SD)"}. This record does not assert independent reproduction.

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