This qualitative study examined the role of self-confidence as a core educational competency within Uganda's secondary and tertiary schooling system, investigating how the prevailing culture of risk aversion, fear of failure, and limited academic self-efficacy undermines graduate employability and entrepreneurial capacity. Guided by the conceptual framework of 'Say Yes and Learn Later' — a disposition that prioritises taking initiative and learning adaptively on the job — the study sought to understand lived experiences of learners, educators, and employers regarding confidence deficits in Uganda's education landscape. Data were collected through in-depth individual interviews with 30 participants drawn purposively from students, secondary school teachers, university lecturers, and private sector employers in Kampala, Wakiso, and Mbarara districts. Focus group discussions were also conducted with two groups of final-year university students (n=12 per group), while document analysis of national curriculum frameworks and institutional policy documents provided contextual depth. Thematic analysis was applied to organise and interpret emergent patterns across the data. Findings revealed that Uganda's education system is heavily examination-oriented, which systematically suppresses student agency, reduces tolerance for ambiguity, and discourages creative risk-taking. Three major thematic clusters emerged: first, the systemic structural barriers embedded in rote-learning pedagogies; second, the role of socio-cultural norms — including deference to authority and fear of public failure — in eroding student confidence; and third, the disconnect between institutional outputs and employer expectations, particularly around self-directedness and initiative. The study concludes that educational reform in Uganda must deliberately embed confidence as a measurable and teachable competency, supported by policy reforms that shift assessment from recall-based models toward competency-based and experiential learning frameworks. Recommendations include the integration of entrepreneurship confidence modules into the national curriculum, training of educators in facilitative pedagogy, and the establishment of mentorship ecosystems that reinforce adaptive learning cultures.