UCL Recommendation Letter Example: Ballet student to arts administration policy (Score 92)

To the Admissions Committee MSc Public Policy and Social Impact University College London I am writing in support of the applicant's application to the MSc Public Policy and Social Impact programme at UCL. I supervised the applicant's independent research paper over one semester, reviewing weekly methodology memos and meeting regularly to discuss analytical choices and emerging findings. My comments here are based on what I directly observed during that process. The applicant came to the paper with an unusual starting point: a background in dance and performing arts administration, and a research question focused on public funding allocation for arts organisations. I will admit that when I first saw the proposal, I was uncertain whether the quantitative component would hold. The applicant had no prior formal training in regression analysis, and the early memos showed it — variable selection was intuitive rather than principled, and the first causal claim in the draft was stated with more confidence than the data could support. What changed my assessment was how the applicant responded to that critique. Rather than softening the claim or burying it in qualifications, the applicant came back the following week having read two methodological papers I had not assigned, reframed the analysis as descriptive rather than causal, and written a clear memo explaining why the original framing was misleading. That is not a common response at undergraduate level. Most students negotiate their way around a methods critique; this applicant absorbed it and rebuilt the argument. The second moment I want to describe is different in character. Midway through the project, the applicant presented preliminary findings to a small group of peers and one external practitioner from a regional arts council. The practitioner pushed back — politely but pointedly — on whether the funding patterns the applicant had identified reflected genuine policy decisions or simply historical inertia in grant-making. It was a fair challenge, and it was the kind of question that sits at the boundary between quantitative evidence and policy interpretation, which is precisely where this programme operates. The applicant did not have a clean answer in the room, and said so directly, which I thought showed good judgement. The written response submitted the following week engaged seriously with the practitioner's point, drew on two policy documents the applicant had sourced independently, and offered a qualified but defensible position. The writing was clear and the reasoning was honest about its limits. I want to be straightforward about one area where I think the applicant is still developing. The motivation for moving from arts administration into policy analysis is intellectually coherent when the applicant explains it in supervision — the connection between funding structures, institutional incentives, and cultural access is a legitimate policy problem — but that reasoning does not yet come through with the same clarity in written work as it does in conversation. The applicant tends to lead with the empirical findings and treat the normative framing as secondary. For a programme that sits explicitly at the intersection of policy analysis and social impact, that ordering may need to shift. I raised this in our final meeting, and the applicant recognised it as a genuine gap rather than a stylistic preference. I expect it is addressable, but I mention it because I think it is real. On the question of fit: the applicant's project required engaging with public expenditure data, stakeholder documents, and sector-specific policy literature simultaneously. That combination — quantitative analysis alongside qualitative policy context — maps reasonably well onto what I understand the UCL programme to demand. The applicant is not arriving with a conventional policy background, and I would not pretend otherwise. What I can say is that the analytical habits I observed — willingness to revise under critique, care about the boundary between description and causal inference, and an ability to engage with practitioners without losing analytical rigour — are the habits that tend to matter in policy research environments. I recommend the applicant for this programme with confidence in their capacity to do the analytical work it requires. I am happy to discuss any aspect of my observations further. Yours sincerely, [Date]