Independent app scorecard · Methodology v0.1
Very broad preschool content, but with high attention intensity and more friction around travel and purchases.
Five-dimension scorecard
Score definitions
Lower sensory and attention intensity. 3.1/10
Works reliably away from Wi-Fi. 3.9/10
Breadth, depth, variety, and free access. 9.2/10
Meaningful, transferable skill use. 4.3/10
Transparent and low-pressure. 6.0/10
Calculation audit
Component values are normalized to 0–10. Contribution is the component value multiplied by its weight. Displayed values are rounded; canonical calculations retain full precision.
10 − Attention Intensity (6.8718)| Component | Value | Weight | Contribution |
|---|---|---|---|
| Visual Motion | 10.0000 | 25% | 2.5000 |
| Visual Change Frequency | 10.0000 | 15% | 1.5000 |
| Brightness Variability | 0.3184 | 10% | 0.0318 |
| Audio Intensity | 3.0000 | 15% | 0.4500 |
| Audio Event Frequency | 0.8993 | 10% | 0.0899 |
| Reward Activity | 10.0000 | 15% | 1.5000 |
| Attention Prompts Interruptions | 8.0000 | 10% | 0.8000 |
The component sum is attention intensity, so it is inverted for the public Calmness score.
Σ(component value × weight)| Component | Value | Weight | Contribution |
|---|---|---|---|
| Offline Functionality | 4.0000 | 45% | 1.8000 |
| Offline Reliability | 5.0000 | 10% | 0.5000 |
| Offline Preparation Burden | 2.0000 | 15% | 0.3000 |
| Audio Independence | 2.0000 | 10% | 0.2000 |
| Child Flow Commercial Interruptions | 1.0000 | 10% | 0.1000 |
| Accessible Content Breadth | 10.0000 | 10% | 1.0000 |
Σ(component value × weight)| Component | Value | Weight | Contribution |
|---|---|---|---|
| Content Breadth | 10.0000 | 35% | 3.5000 |
| Content Depth | 10.0000 | 25% | 2.5000 |
| Meaningful Variety | 10.0000 | 20% | 2.0000 |
| Free Access Value | 6.0000 | 20% | 1.2000 |
Σ(component value × weight)| Component | Value | Weight | Contribution |
|---|---|---|---|
| Third Party Advertising | 10.0000 | 25% | 2.5000 |
| Child Flow Purchase Pressure | 1.0000 | 25% | 0.2500 |
| Locked Content Exposure | 3.0000 | 15% | 0.4500 |
| Pricing Transparency | 10.0000 | 20% | 2.0000 |
| Purchase Model Friction | 5.0000 | 15% | 0.7500 |
Learning value calculation
(skill_demand + agency + depth + transferability) / 8 * 10
App score = weighted mean of activity scores by share of the accessible experience.
mixed explicit academic practice, videos, music, games, and coloring
| Component | 0–2 value |
|---|---|
| Skill Demand | 0.90 |
| Agency | 0.80 |
| Depth | 0.90 |
| Transferability | 0.80 |
The four activity components are equally weighted. Learning Value measures demonstrated interaction demands, not proven learning outcomes.
Mode: Explicit academic practice
The representative activities involved:
Learning Value reflects demonstrated skill demand, agency, depth, and transferability. It is not evidence of learning outcomes.
Common questions
ABC Mouse received a Calmness score of 3.1/10. Higher scores indicate lower measured attention intensity. The score combines visual motion and change, brightness variation, audio intensity and frequency, rewards, and interruptions.
ABC Mouse received a Travel score of 3.9/10. This combines offline functionality and reliability, preparation burden, audio independence, commercial interruptions, and accessible content breadth.
ABC Mouse received a Learning Value score of 4.3/10 based on representative activities. The score measures skill demand, agency, depth, and transferability; it does not claim proven learning outcomes.
Compare this result with all tested kids apps, or inspect the complete rating methodology.