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Hamra
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Donor-ready impact framework

Make the pathway visible, measurable, and honest.

The programme is designed around a clear chain from free digital access to visibility, customer connections, and economic opportunity. This page defines what should be measured before programme claims are made.

Field visit to a programme site in Daykundi province

Current indicators

250 +

Women registered

180 +

Active business profiles

34

Provinces covered

450 +

Buyer connections

Pathway logic

Theory of Change

A practical pathway for funders, implementers, and Hamra teams to align activities with evidence.

1

Inputs

Funding, product capacity, onboarding support, and partner networks.

2

Activities

Register women-led businesses, create profiles, publish offers, and support discovery.

3

Outputs

Profiles, published listings, views, enquiries, referrals, and partner touchpoints.

4

Outcomes

Improved visibility, new customer connections, and more routes to opportunity.

5

Long-term contribution

Stronger participation in the digital economy, tracked with appropriate caveats.

Key pathway assumptions

  • Mobile and internet access remains available and usable for participants.
  • Participants manage their profile content consent-based and without pressure.
  • Public demand for women-led products and services holds during the programme period.
  • Partners and implementers report data on time against the agreed definitions.

Definitions, sources, and caveats

Measurement framework

These are definitions for future reporting. They are not current programme statistics.

Definition
Source
Caveat

Review and publication cycle

Reporting cadence and governance

Monthly

Monthly product health review for data quality and safeguarding signals.

Quarterly

Quarterly partner brief with definitions, coverage, caveats, and changes to methodology.

Annual

Annual learning review to assess whether the pathway still reflects women’s lived experience.

Ongoing

Publish only consented, aggregated, or anonymised information unless a clear permission exists.

Our commitment to the data

No-fabricated-statistics policy

Until a metric is backed by a defined source, period, denominator, and review owner, it is presented as a placeholder or qualitative statement. Stories and numbers are never invented to strengthen a funding case.

  • Every number is tied to a named source, period, and review owner.
  • No story or image is published without informed consent.
  • Gaps are never hidden; they stay visibly declared until verified.

A digital opportunity for women. A partnership pathway for organisations.

If you run a business, start in the Hamra app. If you are a donor, NGO, buyer, or institution, talk to us about a responsible partnership.