Aerial drone view of a primary school building with solar roof panels
Field Notes · Vol. 01
Girls' Education & Retention Programs
Field Notes · Girls' Education Retention

She stayed
in school.
Here's what it took.

A field report on the arithmetic that decides whether a girl keeps showing up — early marriage, unpaid domestic labor, menstrual health barriers, and the walk to school itself. Illustrative composite, drawn from patterns across Compass program sites.

Reported by the Scolah Compass Field Team Composite School Cluster Jul 2026
Field NotesCold Open
Cold Open

Amina is twelve, and this Tuesday she is not at her desk. She is at the borehole before six, then behind her mother's stall until the market thins out, and by the time the closing register is called at her primary school she has already worked a longer day than most people reading this sentence will put in this week. Nobody decided she should drop out. It is simply that today, again, school lost.

This is a report about that quiet arithmetic — and the unglamorous system built to tip it back in her favor.

Composite Note

Amina is not one person. She is assembled from recurring patterns across program caseloads in the communities Compass serves — the names, schools, and specifics here are constructed for this report and do not describe an identifiable individual.

02Scolah Compass Field Notes
Teacher addressing a group of children at a school in Port Harcourt, Nigeria
The Stakes

In every classroom, a version of Amina is deciding if tomorrow is worth the walk.

The reasons a girl misses Tuesday rarely show up as one dramatic event. They show up as absence — quiet, cumulative, and, until someone is tracking it, invisible.

Photo · Emmanuel Ikwuegbu / Unsplash
Caseworker's Field Notebook
Ngozi O. — Community Caseworker Composite
Week 3 — Mon / Tue

Amina missed Tuesday and Wednesday. Auntie at the stall said she was "helping at home." Flagged the absence in Compass Field before I'd even reached the compound — the teacher had already logged it, same day. Used to hear about these two weeks late, if at all.

Week 3 — Thu

Talked to her mother properly this time, not at the doorway. It isn't attitude — it's market days and a baby sister with no one else to mind her. Logged a household-labor risk flag, referred to the small grant fund for a half-day helper.

Week 5 — Tue

A suitor's family visited over the weekend. Amina is twelve. Raised it to the programme director same day through Compass — this is the flag that has to move fastest, and now it does.

Week 9 — Fri

Full attendance, three weeks running. The stipend covered the helper for six weeks; the conversation with her mother did the rest. Closing the early-marriage flag as resolved. Leaving the attendance one open — habits are more fragile than they look.

Close-up of a hand writing in a notebook with a pencil
Photo · Towfiqu barbhuiya / Unsplash
Ngozi's notebook, digitized nightly into Compass Field.
04Field Notebook
Field NotesWhy She Leaves
Why Girls Like Amina Leave

Dropout isn't a decision.
It's a slow accumulation.

The Commute

For girls in the communities Compass serves, distance to school is also a question of safety on the walk there. A longer route, taken alone, is a reason a parent quietly keeps a daughter home on a bad day — and bad days add up.

The Cycle

Without reliable access to sanitary products or a private facility at school, menstruation alone can cost a girl several days a month. Multiply that across a school year and the absence looks, on paper, like disengagement.

The Ledger

Domestic labor isn't scheduled around the school day — market days, younger siblings, and household chores are. A girl is often the flexible line item in a family's unpaid workload, and school is what flexes first.

The Match

Economic pressure on a household can make an early marriage proposal look, however painfully, like a rational choice. It rarely arrives as a single conversation — it arrives as a pattern a caseworker learns to watch for.

Adults and children gathered together in a classroom setting

None of these pressures are decided by a girl alone. They're negotiated in kitchens, at community meetings, between a mother and an aunt — which is exactly where a caseworker's early flag can still change the outcome.

Photo · AMONWAT DUMKRUT / Unsplash
05Why She Leaves
Schoolgirl in uniform attentive at her desk in a classroom in Lagos, Nigeria
Field NotesThe Wider Picture
Photo · Doug Linstedt / Unsplash

She is not a rare case. She is a pattern.

129M
Girls estimated out of school worldwide, a scale no single programme closes alone
1 in 3
Girls in the lowest-income countries married before age 18
~1 wk
Median school days lost per month to menstrual health barriers, in surveyed low-resource settings
Sources: UNESCO Global Education Monitoring Report; Malala Fund, "The Case for Her Education." Figures are widely cited sector estimates, not measurements from a specific Compass deployment.
06The Wider Picture
Field NotesOne School Year
How One School Year Runs on Compass

Three terms.
One continuous record.

Not a rollout plan — a school calendar. The same case file follows Amina from the day she re-enrolls to the day her Term 3 outcome informs whether she comes back for Term 1 again.

Term I

Enrollment & Baseline

  • 01Roster imported through Compass Intake, deduplicated against last year's cohort.
  • 02Household baseline survey captures distance to school, caregiver status, and income pressure.
  • 03Known risk factors — prior absences, siblings out of school — tagged at admission, not discovered later.
Term II

At-Risk Flagging

  • 01Attendance dips surfaced automatically the same day they're logged in Compass Field.
  • 02Caseworker follow-up targeted within 48 hours of a flag firing.
  • 03Small, trackable disbursements released through Compass Disburse for the specific barrier identified.
Term III

Outcomes & Re-enrollment

  • 01Compass M&E rolls up term retention against the baseline cohort, by risk category.
  • 02At-risk girls with resolved flags prioritized for early Term 1 re-enrollment outreach.
  • 03Donor and ministry reports generated from the same record — no year-end reconstruction.
07One School Year
Field NotesThe Numbers
The Numbers

What it takes to keep one girl's attendance intact.

48 hrs
Compass FieldTarget caseworker follow-up window from the moment an attendance-risk flag fires — not the following market day.
3
Compass IntakeRisk categories tracked from day one: distance to school, household labor burden, and early-marriage or health-barrier pressure.
1 record
Compass CoreAttendance, risk flags, and disbursement history live in one file instead of a notebook, a spreadsheet, and a WhatsApp group.
129M
Sector ScaleGirls estimated out of school globally — the scale this kind of instrumentation is built to chip away at, one flagged Tuesday at a time.
48 HRS, 3, AND 1 RECORD DESCRIBE COMPASS PROGRAM DESIGN TARGETS. 129M IS A SECTOR-LEVEL ESTIMATE PER UNESCO / MALALA FUND, CITED FOR SCALE, NOT A MEASURED RESULT FROM A NAMED DEPLOYMENT.
08The Numbers
Field NotesThe System
The System Behind the Notebook

Six modules. One girl's file, everywhere it needs to be.

Businesswoman standing at a table holding a tablet

Field data entered once, on a tablet at the school gate, is the same data the programme director reads that evening.

Photo · The Jopwell Collection / Unsplash
INTAKE

Compass Intake

Where Amina's file starts: enrollment, household baseline, and the risk factors that matter on day one.

FIELD

Compass Field

The app Ngozi actually opens between compounds — attendance, flags, and notes that reach the office same-day.

DISBURSE

Compass Disburse

Small, trackable support — a helper's wage, a uniform, a sanitary-kit stipend — tied to the flag that triggered it.

CORE

Compass Core

The shared record beneath all of it: one girl, one file, no re-typing her story into five systems.

INTELLIGENCE

Compass AI

Pattern-spotting across hundreds of Aminas — surfacing which flags, in which communities, actually predict dropout.

REPORTING

Compass M&E

Term-by-term retention, disaggregated by risk factor, ready before the donor report is due.

09The System
Field NotesVoices
Voices From the Cluster

Same girl. Four different vantage points.

Composite perspectives, drawn from recurring patterns raised across girls'-education programme conversations — not verbatim quotes from a named organisation.

"
I used to find out a girl had dropped out at the end-of-term count. Now I see the flag the week it starts — while there's still a term left to save.
Folake A.
Girls' Education Programme Director
"
My case notes used to live in a notebook that only I could read. Now Ngozi's entries and mine sit in the same file, and neither of us starts a visit from zero.
Blessing E.
School-Based Caseworker
"
Term reports used to take a week of reconstructing spreadsheets. Now retention by risk category is a filter, not a project.
Chiamaka N.
M&E Officer
"
What mattered to us was data residency and a clean export to our EMIS. Compass didn't ask us to abandon our existing systems — it sits on top of them.
Tunde K.
Ministry of Education IT Lead
ALL VOICES ABOVE ARE ILLUSTRATIVE COMPOSITES ASSEMBLED FROM PROGRAMME-DESIGN RESEARCH. NAMES ARE CONSTRUCTED FOR THIS REPORT.
10Voices
Field NotesLast Entry
"

I used to think if I missed enough school, no one would notice. Now someone always does — and they come with a reason to keep me here, not just a warning.

— from Amina's notebook, Term 3
Illustrative Composite

Attributed to the composite figure introduced on the Cold Open page. No individual pupil record is represented or referenced.

11Last Entry
Bring This to Your Programme

Give her file a reason to stay open.

  1. 01
    A one-cluster, one-term pilot.

    Compass Intake and Field, live in the schools you choose, configured to your existing enrollment forms.

  2. 02
    Migration from paper & spreadsheets.

    Existing rosters and case notes imported and deduplicated — no re-keying a term of history.

  3. 03
    Ministry & donor reporting, wired in.

    Term-by-term retention by risk category, exportable to your EMIS and donor templates from week one.

Email
hello@scolah.comcompass@scolah.com · for programme leads
Web
compass.scolah.comGirls' Education & Retention
Imagery via Unsplash, free Unsplash License. Cover: Remco Guijs · Classroom: Doug Linstedt · Teacher: Emmanuel Ikwuegbu · Tablet: The Jopwell Collection · Meeting: AMONWAT DUMKRUT · Notebook: Towfiqu barbhuiya.
This document is a Scolah Compass field report. Amina, Ngozi, and all named voices are illustrative composites for context, not verbatim testimonials from a named school or ministry.
© 2026 Scolah, Inc.SC-CS-002 · v1.0 · Jul 2026