What Happens When a Student Doesn't Get a Fast, Accurate Answer From Their University?
Analysis of bottlenecks in student administration and their impact on student trust. Daskalos Consulting, 2025–2026
According to our own research covering 37 Hungarian higher education institutions, the first response to a student email takes more than 6 hours for 37.8% of respondents, and in 64.9% of cases a single response doesn't even close the matter, further correspondence is required. According to our own analysis, this is more than an inconvenience: slow, hard-to-reach administration leads to a loss of student trust, and ultimately to one measurable precursor of dropout, representing 350,000–800,000 HUF in lost annual tuition revenue per student, per institution. Below, we show exactly where student administration bottlenecks occur today, and what a student expects from a good response.
Where does student administration bottleneck today?
In our research, we asked which channels carry the heaviest load in answering student questions.
| Channel | Share of respondents marking it as most overloaded |
|---|---|
| 89.2% | |
| In-person service | 75.7% |
| Phone | 56.8% |
| Web chat messages | 2.7% |
| Social media messages | 2.7% |
The overwhelming majority of student inquiries thus arrive through channels that are inherently slow. An email doesn't give an instant answer, a phone call may require waiting in a queue, in-person service has opening hours. This alone explains why response times stretch out.
Time to first response to an incoming student email:
| Response time | Share of respondents |
|---|---|
| < 3 hours | 48.6% |
| 3–6 hours | 13.5% |
| 6–24 hours | 24.3% |
| 1–3 days | 13.5% |
Share of cases closed after the first exchange:
| Closure rate | Share of respondents |
|---|---|
| > 80% | 35.1% |
| 61–80% | 18.9% |
| 41–60% | 18.9% |
| 20–40% | 16.2% |
| < 20% | 10.8% |
For 64.9% of respondents, a significant share of cases does not close with the first response. From a student's perspective, this means they submit a question, wait, write again, and wait again.
What makes a response trustworthy in a student's eyes?
If an AI assistant were to take over a portion of student questions, the question arises: what would make a student or the institution trust it? In our research, we measured this indirectly, through the concerns of administrative professionals.
| Concern | Share |
|---|---|
| Accuracy of responses | 83.8% |
| Data protection / GDPR | 59.5% |
| Integration into daily work | 27.0% |
| IT integration burden | 18.9% |
| Team acceptance | 16.2% |
Response accuracy and data protection stand out far above the other concerns. The key to student trust is therefore not speed alone, but an accurate, verifiable, securely handled response.
What does a well-designed student administration assistant solve?
These are precisely the two principles around which we built Emily's student administration role: every answer comes with source citations, so the student can see where the information comes from, and data handling remains GDPR-compliant throughout, in a data-processor role.
In practice, this looks like this. The student can ask a question through any channel, web, email, Messenger, and receives an instant answer, with source citations, drawn from the institution's own documents. If the question is too complex for an automated answer, the system escalates the case to the appropriate administrator, along with the full conversation history, so the student does not have to repeat their question. Appointment booking also takes place within the system, with automatic calendar synchronization.
Based on our own internal performance benchmark, this kind of setup can significantly reduce the time it takes for a student to get a response, and the share of cases that currently require multiple exchanges, although the exact extent of this varies by institution and can be validated against the institution's own data.
These three elements, source-cited answers, escalation with full context, and GDPR-compliant data handling, are, in our view, not optional extras but a baseline requirement for a system to genuinely be called a student administration AI assistant. Without source citations, an answer cannot be verified. Without context-aware escalation, the student is forced to repeat their question. Without GDPR compliance, the institution takes on a risk it cannot afford given its own student data. What is built without these is, at best, an automated answering interface, not a student administration assistant.
What does this mean for the institution?
If slow, bottlenecked administration genuinely contributes to dropout, as our analysis shows, then a faster, more reliable student administration channel is not merely a matter of convenience. It is directly linked to student retention, and through it, to institutional revenue.
Internationally, too, this is increasingly the standard. Students at a modern, competitive higher education institution, especially digitally socialized generations, now expect instant, accurate, always-available administration. This kind of availability is increasingly less of a special service, and increasingly a baseline expectation of a 21st-century institution.
If you would like to assess where your institution stands in this regard, how much time currently elapses before a student question is answered, and how much potential there is for speeding this up, feel free to reach out to us.
About the research: Daskalos Consulting's national survey, based on responses from staff at 37 Hungarian higher education institutions, conducted over 2025–2026, over a period of nearly eight months. The revenue impact linked to dropout is the result of our own internal analysis, not directly measured survey data. The full methodology is available upon request.