✦ For M&E · MEL · MEAL · MERL Professionals

Data quality isn't
reviewed once a year.
It's a live score.

MetriqOS DataPulse™ scores your full dataset against your donor's quality framework — one click, on demand. USAID ADS 203, FCDO/DCED, EU ROM, UNEG, Gates MLE. No panic before a donor visit. Ever.

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DataPulse™ Live Score

/100

FCDO/DCED · 7 Elements · Active

Evidence
Density

Verification
Depth

Context
Score

The current reality

The M&E professional's quarterly data cycle

Every quarter. Every project. Every organisation. The same story.

📥

Collect data
from field

📊

Compile across
spreadsheets

🧹

Clean
inconsistencies

⚠️

Discover errors
3 months late

📞

Donor visit
in 3 weeks

🚨

Explain
data gaps

🔁

Promise to
improve. Repeat.

MetriqOS

Run DataPulse™ whenever you're ready — one click scores your full dataset against your donor's quality framework. The cycle above simply does not happen.

DataPulse™

Six donor frameworks.
One on-demand score.

Pick your donor's quality standard once. Run DataPulse™ whenever you're ready — one click scores your full dataset against it. Switch frameworks anytime — the score recalculates.

No other M&E platform ships an integrated DQA engine

"DataPulse™ scores your full dataset against your chosen framework whenever you run it — before a quarterly report, before a donor visit, before an audit. It is the only integrated DQA engine of its kind in the sector."

FCDO/DCED

7 Quality Elements

Validity · Reliability · Attribution · Disaggregation · Timeliness · Ethics · Cost-effectiveness

USAID

ADS 203 · 5 Dimensions

Validity · Reliability · Timeliness · Precision · Integrity of data

EU ROM

8 Monitoring Criteria

Relevance · Coherence · Efficiency · Effectiveness · Impact · Sustainability + 2

UNEG

Norms & Standards

Utility · Feasibility · Ethics · Accuracy · Accountability & transparency

Gates MLE

5 Dimensions + Equity

Validity · Reliability · Equity lens · Attribution · Intended use of data

Custom

Your Own Framework

Define dimensions and weightings for consortium, organisational, or country-specific standards

Plus three MetriqOS quality additions — applied on top of any framework

Evidence Density

What proportion of data points have supporting evidence attached? MoV coverage tracked automatically — not checked at audit time.

Verification Depth

How robust is the triangulation? Cross-referenced data points score higher than single-source reporting. Visible at the indicator level.

Context Score

Data entry accompanied by field narrative scores higher. Prevents decontextualised numbers from reaching the donor report unchallenged.

metriqos.net · DataPulse™ · Framework Setup

GroundTruth

Verify in the field.
Score before it
hits the database.

GroundTruth collects field data offline and auto-tags every submission to its indicator — no manual re-entry. DataPulse™ field verify scores the data point before it's accepted. Already using Kobo? Sync submissions directly.

📱

Offline-capable PWA

Enumerators work without connectivity. Data syncs the moment signal returns. Zero data loss, full timestamping.

⚡

Auto-tag to indicators

Every submission links to the right indicator automatically. No re-entry, no mismapping, no version confusion.

✓

Field verification at entry

DataPulse™ field verify captures on-the-ground confirmation — GPS, photo, enumerator signature — before the data point is accepted.

🔗

Kobo-compatible (XLSForm)

Same form standard. Sync Kobo submissions into MetriqOS without migrating. GroundTruth is complementary, never competitive.

metriqos.net · DataPulse™ · Field Verify

IPTT

Indicator tracking
that scores itself.

Your IPTT in MetriqOS is not a spreadsheet. Every target, every baseline, every achievement carries a DataPulse™ quality score — so what you report to donors has been passing quality gates all year, not just this week.

∞

On-demand scoring, whenever you need it

Run DataPulse™ with one click — scores your full dataset on demand, so you're ready before a donor visit, not after one.

Donor frameworks on demand

Switch between USAID, FCDO, EU ROM, UNEG, Gates MLE, or Custom with one click.

✓

Audit-ready at all times

Full entry-by-entry audit trail. Who entered what, when, from which source, with which evidence.

metriqos.net · Girls' Education Programme · IPTT

Data quality isn'treviewed once a year.It's a live score.

Data quality isn't
reviewed once a year.
It's a live score.