Data Collection Education and Learning

Positive Deviance Education Research Project

The Data Must Speak initiative aimed to enhance data-driven decision-making in Zambia's education sector. Conducted across 120 primary schools in all ten provinces, the project engaged 1,080 respondents through quantitative surveys, classroom observations, and interviews.

AssignmentQuantitative Data Collection for the Data Must Speak (DMS) Positive Deviance Research in Zambia

Client
UNICEF
Our role
Quantitative data collection partner
Location
Zambia
Duration
10 months
120schools across all ten provinces
1,080respondents
99.4%teacher survey completion
97.5%classroom observations completed
The challenge

What the client needed

Some Zambian schools achieve far better results than others, despite facing the same challenges and resource constraints. UNICEF and the Ministry of Education wanted to understand why, so that what works in these "positive deviant" schools could be replicated across the education system.

That called for reliable, comparable data from 120 schools in all ten provinces, split evenly between positive deviant and comparison schools, covering headteachers, teachers, parent-teacher associations, district officials and what actually happens in classrooms.

Our solution

How M31 Research delivered

M31 Research ran the quantitative data collection from start to finish. We recruited and trained the enumerators, built the survey tools in SurveyCTO, translated and piloted the instruments, and put daily data quality checks in place.

Teams collected data with five tools: headteacher, teacher, PTA representative and DEBS surveys, plus classroom observations recorded on digital video. Enumerators worked on tablets so that data could be validated in real time. Ethical approval was secured from the ERES Converge IRB and informed consent was obtained from every participant. Remote access, patchy school-level records and hard-to-schedule stakeholders were managed through close daily monitoring.

What we delivered

  • Recruitment and training of enumerators
  • SurveyCTO survey tools, translated and piloted
  • Headteacher, teacher, PTA and DEBS surveys
  • Video-recorded classroom observations, systematically coded
  • Ethical approval and informed consent
  • Daily data validation and quality checks
The result

What changed for the client

UNICEF and the Ministry of Education received a robust dataset on what effective schools do differently in leadership, teaching practice and community involvement. The findings form the foundation for evidence-based policy and will guide interventions to replicate successful strategies across Zambia's schools.

Key findings and outcomes

  • 99.4% completion for teacher surveys and 97.5% for classroom observations
  • Classroom videos coded systematically for analysis
  • A reliable evidence base for scaling what works in Zambian schools

Project photos

Have a project in mind?

Tell us about your study, evaluation or assignment and we will propose the right approach and team.

Looking for Data Collection, Evaluation, or Research Services?