Practical guides on field data collection, DPDP compliance, panel studies, and survey tools — written for Indian NGOs, researchers, and government M&E teams.
A balanced look at where AI genuinely speeds up report writing — and where it shouldn't be trusted unsupervised. A human-in-the-loop workflow for evaluation reports that still hold up to scrutiny.
Read article →Most NGOs and state M&E cells can't afford a dedicated analyst, so dashboards go stale. The five metrics that actually drive weekly decisions, and how to keep them live without engineering effort.
Read article →The missing step between data collection and a finished report is proper tabulation. Skip it and you get averages skewed by outliers, or findings that aren't statistically meaningful at all.
Read article →Migration, SIM churn, and joint-family household changes drive attrition in Indian panel studies. Practical re-contact strategies and how to check for differential attrition bias by wave.
Read article →RCTs need stricter data infrastructure than routine M&E — tamper-proof arm assignment, version-locked instruments, precise timestamps. A checklist before you commit a funded trial to any tool.
Read article →Most M&E teams track logframe indicators in a spreadsheet that's disconnected from the raw survey data feeding it. How to map questions to indicators and stop the manual re-entry.
Read article →Instrument drift between baseline and endline silently breaks comparability. A checklist for locking your survey instrument before endline so your impact evaluation actually holds up.
Read article →Partial syncs, lost submissions, GPS that never resolves indoors — what actually breaks when a data collection tool assumes Wi-Fi, and the airplane-mode test every field team should run first.
Read article →Most bad data is trained away, not caught after the fact. What good enumerator onboarding covers, and how daily supervisor spot-checks catch problems on day 1 instead of day 30.
Read article →Curb-stoning — enumerators fabricating interviews — is a real field-research risk. The red flags, detection methods, and back-check protocol that catch it before it corrupts your dataset.
Read article →Raw field data is never analysis-ready. A systematic second-pass cleaning workflow — dedup, outlier checks, GPS validation, skip-logic consistency — built around the 7 metrics that actually catch bad data.
Read article →Audit trails serve two masters — DPDP breach investigations and donor grant-closeout reviews. What a real audit log must capture, and the checklist auditors actually use.
Read article →A deep dive on the two DPDP mechanics teams get wrong: designing a genuinely compliant consent screen, and building a data retention schedule that survives both a DPDP audit and a donor closeout review.
Read article →DPDP is the national floor, not the ceiling. A pre-fieldwork checklist for state-level ethics clearance, data-hosting mandates, and local-language consent requirements that vary across Indian states.
Read article →USD pricing straining INR grant budgets, missing GST invoices, support hours that never overlap with IST — the practical case for why NGOs are re-evaluating foreign-built survey tools.
Read article →India-built vs global open-source vs US SaaS: a side-by-side comparison on hosting, pricing currency, support hours, and DPDP tooling — plus what "built in India" should actually mean.
Read article →Most survey tools store your data on foreign servers. Why data residency matters under DPDP, why state tenders increasingly demand India-hosted vendors, and a checklist to evaluate any vendor's claims.
Read article →A no-fluff breakdown of SurveyCTO vs FieldGovern vs KoboToolbox — pricing in rupees (₹260/user vs ₹2,100/user), feature depth, India-specific advantages, and a 3-step migration guide for research teams considering a switch.
Read article →Plain-language guide to India's Digital Personal Data Protection Act for NGOs and researchers. Covers the 5 things that change immediately, what a compliant survey form looks like, Data Principal rights, penalties up to ₹250 crore, and a 30-day compliance checklist.
Read article →India's connectivity reality (TRAI: ~25% rural areas still 2G or no signal) demands a real offline strategy. We benchmark paper-to-digital, ODK Collect, and PWA approaches across a 100-enumerator, mixed-connectivity scenario — covering GPS, storage, sync conflicts, and device failure recovery.
Read article →A candid feature-by-feature comparison of the four platforms most commonly evaluated by Indian NGOs and research teams — including where ODK and KoboToolbox genuinely win, and what makes AI cross-tab analysis a meaningful differentiator for M&E teams without dedicated data staff.
Read article →J-PAL India studies typically see 15–25% attrition per wave. This guide covers why Indian panel studies lose respondents (migration, SIM churn, name variations), five strategies that actually reduce attrition, the wave analysis tests you must run, and a pre-study checklist for longitudinal researchers.
Read article →FieldGovern is built for India — INR pricing, DPDP compliance, offline PWA, and AI analysis. Start free, no credit card required.
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