Research useful ho, privacy compromise kiye bina.
Trust matters more than an impressive headline. Karja’s current research library uses simulations, analytical benchmarks and explicit scenarios because no approved anonymised product export was available for this release.
production user rows used
For the current synthetic research release.
documented studies
Including this methodology page.
limitations disclosed
Every study includes a caveat section.
Model ka output.
Model behaviour
Real user averages
Publish seed and assumptions
Mathematical limits
Human behaviour
Publish formula and inputs
Illustrative decisions
Market prevalence
Label every assumption
Observed product patterns
Individual stories
Use thresholds and privacy review
Exactly kya analyse hua?
The Phase 5 research library, studies 91–100.
- 01
Label every page by evidence type.
- 02
Publish assumptions, sample size and deterministic seed where applicable.
- 03
Never describe synthetic outcomes as user behaviour.
- 04
Require aggregation thresholds before reporting real group segments.
- 05
Exclude names, emails, notes, group titles and free-text descriptions from research exports.
Findings ko context mein padho.
- Synthetic studies are valuable for system behaviour but cannot describe customers.
- Free-text financial fields should not enter research datasets.
- Small segments should be suppressed so a person or group cannot be inferred.
- Future observed reports should separate correlation from causation.
Study FAQs.
Does this research library use real Karja customer data?
No. The current release uses synthetic simulations, analytical formulas, published plan limits and explicitly illustrative scenarios.
What data is needed for future observed reports?
Aggregated non-identifying fields such as month, broad group category, member-count band, expense-count band, split method, reminder count and settlement-duration band—subject to thresholding and privacy review.