◈ Education and research

Everyone arrives
on the same
Monday morning.

Institutions have a demand curve unlike anyone else: almost nothing, then everything, on a date known a year in advance. Paying for the peak all year is the traditional answer and a poor one.

Used for student systems, learning platforms, research computing and administration.

Term-start
Load, absorbed
On demand
Research capacity
Fixed
Budget you can hold to
Reproducible
Research environments

What this looks like in practice

◆Student records and enrolment◆Learning and course platforms◆Research computing and analysis◆Library and repository systems◆Admissions and applicant surfaces◆Administrative and finance tooling◆Departmental and faculty applications◆Student records and enrolment◆Learning and course platforms◆Research computing and analysis◆Library and repository systems◆Admissions and applicant surfaces◆Administrative and finance tooling◆Departmental and faculty applications
What holds true here

Four things you stop arguing about

◆

Peaks you can predict

Enrolment and term start are known dates. Capacity meets them without being paid for in July.

◇

Research without the queue

An analysis gets capacity when the researcher is ready, not when a shared cluster frees up.

◈

Reproducible by default

An environment that produced a result can be recreated exactly, which is what publication increasingly requires.

○

Budgets that hold

A figure that survives contact with the academic year.

The shift

Stop paying for September in February

Institutional infrastructure is sized for enrolment week and idle for most of the year. The waste is enormous, well understood, and has simply had no alternative.

The usual arrangement
  • ✕Capacity sized for term start, paid year-round
  • ✕Researchers queuing for a shared cluster
  • ✕Results that cannot be exactly reproduced
  • ✕Departmental systems nobody can afford to fix
  • ✕Budget overruns discovered in the spring
What replaces it
  • ✓Capacity that meets the week it is needed
  • ✓Analyses that start when the researcher does
  • ✓Environments recreated exactly, on request
  • ✓Departmental software worth maintaining
  • ✓A budget figure that holds
What you can count on

Stated plainly, and qualified

Elastic
Enrolment capacity
Not provisioned year-round
Immediate
Research start
No shared-cluster queue
Exact
Environment reproduction
For publication
Held
Annual budget
Stated in advance
Closer in

Education & Research, specifically

The week the system did not fall over

Enrolment week is the one occasion each year when an institution’s software is judged by everybody simultaneously — students, parents, faculty and press. It is also the week it has historically been least able to cope, for reasons that are entirely about how capacity is bought rather than how the software is written.

Research that starts now

Capacity arriving with the question rather than after it has been queued.

Reproducible results

The environment behind a published result, recoverable exactly.

Departments included

The small systems that run real academic work, finally affordable to maintain.

Applicants first

Admissions surfaces that hold up on the deadline day they are built for.

“
Enrolment week used to define our whole infrastructure budget. Now it is a week.
Director of IT · University
Questions we are actually asked

Answers without the hedging

Will we hold up at term start?+

That is the case this is designed for. Capacity meets a known peak on the date it occurs rather than being carried all year.

How does research capacity work?+

It arrives when the analysis does and is released when it does not, so the size of a question stops being set by what is free on a shared cluster.

Can we reproduce a published result years later?+

Yes. The environment is recoverable exactly, which is increasingly what journals and funders expect rather than merely prefer.

Is this affordable on an institutional budget?+

It is usually less than the year-round capacity it replaces, because you stop paying continuously for a peak that lasts a week. You will have the figure before the year starts.

Other industries

Where else this goes

Financial Services

Run regulated workloads with a complete record of every change, and answer an auditor in an afternoon rather than a quarter.

Healthcare & Life Sciences

Carry sensitive workloads with separation that is structural, and keep clinical and research software moving.

Government & Public Sector

Serve the public on infrastructure that stands up to scrutiny, procurement and a service that cannot be allowed to fail.

Retail & Commerce

Hold up on the day that matters most, and change your storefront in the week you decided to, not the quarter after.

Media & Entertainment

Publish the moment it matters, carry an audience that arrives all at once, and keep an archive that stays reachable.

Manufacturing & Industrial

Bring plant data somewhere useful, keep the software near the line dependable, and stop treating the factory as offline.

Start where it matters most

Begin with one workload. Keep what you have running. Decide whether to continue once you have seen it carry something real.

No migration required to begin. Nothing to tear down if you stop.