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Qualitative Evidence Synthesis

Thematic analysis of focus group discussions and key informant interviews from the Hwange endline evaluation

๐ŸŽค 8 FGDs ๐Ÿ—ฃ๏ธ 12 KIIs ๐Ÿท๏ธ 6 themes ๐Ÿ“‹ 94 coded segments
8
Focus Group Discussions
4 student ยท 2 community worker ยท 2 alumni
12
Key Informant Interviews
6 school heads ยท 3 district officials ยท 3 community leaders
94
Coded Segments
Independently coded by two analysts
6
Major Themes
Saturation reached at FGD 6 / KII 9

Theme frequency

Number of coded segments per theme across all FGDs and KIIs

Thematic findings

Each theme below includes representative quotes with source labels. Quotes are anonymised and translated where necessary.

๐Ÿ“…

Attendance & Punctuality

24 segments

The most frequently cited theme. Respondents consistently linked bicycle access to reduced absenteeism, fewer late arrivals, and lower dropout rates—especially during the rainy season and for students living beyond 5 km.

“I managed to complete my school just because of the bicycle. The bicycle made us to be at school always.”
FGD Out-of-School Alumni
“The issue of dropouts has been reduced since most of the children have the chance of coming to school with the use of those bicycles.”
KII District Education Official
“Before the programme, we would lose students especially in the rainy season. The bicycle changed that pattern completely.”
KII School Head
๐Ÿ“Š

Academic Performance

18 segments

Participants attributed improved test scores and pass rates to better attendance and reduced fatigue. School heads noted measurable gains in year-on-year results, though they were careful to acknowledge confounding factors.

“Before the bicycles I used to find lessons have commenced. After: both my attendance and pass rate has improved.”
FGD Student
“The pass rate at our school went from 42% to 61% in two years. I cannot attribute it all to bicycles, but the timing is clear.”
KII School Head
“Students who cycle arrive fresh and ready to learn. Walking students arrive tired.”
KII Community Leader
๐Ÿ›ค๏ธ

Travel Time & Safety

16 segments

Students reported dramatic reductions in commute time. Safety concerns—particularly for girls walking at dawn or dusk—were a recurring sub-theme, with parents expressing greater willingness to enrol daughters at distant schools.

“I used to take two hours walking to school. Now the same distance takes only 45 minutes.”
FGD Student
“The fatigue of walking 14 kilometres every day made some students miss lessons. Because of the bicycles, they are not missing out.”
KII School Head
“Girls especially benefit. Before, parents would not send daughters to a distant school. With the bicycle, the risk is lower.”
KII District Official
๐Ÿ”ง

Bicycle Maintenance & Sustainability

14 segments

The primary challenge theme. Respondents highlighted shortages of spare parts, mechanic attrition, and the cost of repairs as barriers to long-term programme sustainability.

“The main challenge is spare parts. When a tyre bursts, it can take two weeks to find a replacement.”
FGD Community Worker
“We trained 12 mechanics but only 5 are still active. The business model needs more support.”
KII Community Leader
“Some students stopped coming again because their bicycle broke and they cannot afford repairs.”
FGD Out-of-School Alumni
โš–๏ธ

Gender & Equity

12 segments

Bicycle access was framed as an equity intervention, giving girls greater independence and shifting parental attitudes toward sending daughters to school. Intra-household allocation tensions were also noted.

“For girls, the bicycle is not just transport. It is independence. Their parents trust the bicycle more than walking at dawn.”
KII School Head
“Boys sometimes claim the bicycle from their sisters. We had to create rules about equitable sharing in the household.”
FGD Community Worker
๐Ÿ’ฐ

Livelihood & Economic Impact

10 segments

Benefits extended beyond education. Community health workers reported increased coverage, and families repurposed bicycles for market access, amplifying the programme’s economic value.

“Community health workers cover twice the area now. Patient follow-up visits doubled.”
KII District Health Official
“Some parents use the bicycle for market trips. The benefit extends beyond the student.”
FGD Community Worker
Coding methodology: Qualitative data was analysed using a hybrid deductive-inductive approach. An initial codebook was derived from the evaluation questions and programme theory of change (deductive), then refined iteratively as new themes emerged from the data (inductive). Transcripts were coded independently by two analysts with inter-rater reliability checked on 20% of segments (Cohen’s κ = 0.78). Theme saturation was reached after the 6th FGD and 9th KII. All quotes are anonymised and translated where necessary.
Triangulation: Qualitative findings are triangulated against the quantitative panel data (see Education Outcomes dashboard) and the Difference-in-Difference analysis. The convergence of evidence across methods strengthens confidence in the key finding: bicycle distribution meaningfully improved educational outcomes, with the effect concentrated among students living more than 5 km from school and among girls.