From a one-region pilot to eventual nationwide coverage across 6,000+ villages, with recommendations informing $40M+ in regional investment decisions.
Regional infrastructure investment decisions informed by platform recommendations.
Definition & measurement context ↓Local administrators submitting infrastructure evidence and decision makers prioritizing investment.
More than ten quarterly questionnaires covered economic, demographic and infrastructure inputs. Regions collected them differently; fragmented data had to become comparable before it could inform a capital plan.
Initial deployment: one-region pilot. Ultimate coverage: nationwide, 6,000+ villages. Investment influence: regional decisions. Exact rollout milestone dates are not available.
Fieldwork took me to villages and small towns with different internet access, digital literacy and administrative capacity. I used regional feedback, usage logs and completion funnels to locate submission breakdowns. That made the submission process part of the product scope, alongside the investment recommendations.
I mapped the reporting responsibilities and standardized the questionnaires before encoding legal and service standards. We piloted in one region, then improved validation, reminders and progress visibility before national rollout. I prioritized the changes by user impact, operational impact and effort, then used the pilot to iterate before scaling.
Separate legal requirements from product choices and make the underlying standards inspectable. A priority needs a defensible relationship to local evidence rather than an unexplained score.
Pilot in one region and iterate on validation, reminders and progress visibility. Completion data and field feedback revealed process barriers that training alone would not address.
An explainable recommendation starts with a usable submission workflow.
| Decision input | Option A: water access | Option B: road upgrade |
|---|---|---|
| Service gap | Essential access unmet | Existing service below standard |
| Population need | Wider unmet need in this scenario | More localized need |
| Feasibility | Engineering review required | Existing corridor |
| Cost constraint | Higher capital requirement | Lower capital requirement |
| Ranking | First on need; feasibility pending | Alternative if budget cannot cover A |
| Human review | Check local evidence, estimated costs and applicable standards before approval. | |
No real village, population, budget, score or allocation is represented here.
Project-reported outcomes are separated from discovery counts and program scale. Definitions and measurement limits are included below.
Regional infrastructure investment decisions informed by platform recommendations.
Infrastructure data points combined with 60+ legal and service standards.
The project reported 95% accuracy, but the unit checked, criteria for an error and validation sample are not documented in the available material.
Validated-report denominator, dated sample and error definition unavailable.
Method: Project-reported quality outcome. Population: Not documented. Period: Not documented.
Completion at the final-approval stage, reported as rising from 25% to 92%. The eligible workflow-entry definition and dated cohort are not documented in the available material.
Entry counts, cohort and dates unavailable. Different from overall report completion, reported as 40% → 75%.
Method: Reported workflow comparison; experiment attribution unconfirmed. Population: Not documented. Period: Not documented.
Ultimate nationwide coverage, distinct from the initial one-region pilot.
Decision makers need traceable priorities, and local administrators need a process they can complete. An anonymized real allocation example would strengthen this case further.