Secondary Outcomes (explanation)
1. SHADOW LIQUIDITY INDEX (SLI):
- Composite measure: SLI = (balance_visibility + price_checking + payment_friction) / 3
- Components:
* balance_visibility: "Does the app show your available balance?" (0=No, 1=Yes)
* price_checking: "How often do you check unit prices?" (0=Never, 0.5=Sometimes, 1=Always)
* payment_friction: Inverted "How easy was the payment?" (1=Very easy → 5=Very difficult, rescaled to 0-1)
- Interpretation: Higher SLI = greater financial awareness
2. PRICE CHECKING FREQUENCY:
- Direct survey item: "Before making a purchase, how often do you check the price per unit/quantity?"
- Response: Never (0), Sometimes (1), Always (2)
- Collected: Post-transaction ESM surveys
3. DURABLE GOODS EXPENDITURE:
- Sum of reported spending on electronics, appliances, furniture, vehicles
- Timeframe: Biweekly, but expected to be less frequent than non-durables
- Validation: Cross-checked with payment method (credit vs debit)
4. FINANCIAL STRESS INDEX:
- Composite of 3 items (5-point Likert each):
* "How worried are you about your current financial situation?"
* "How difficult is it to cover your monthly expenses?"
* "How confident are you in your ability to handle unexpected expenses?" (reverse-coded)
- Scale: 3-15, higher = more stress