Capstone Synthesis

Week 12 — Event Scale

Photo: Rossographer, CC BY-SA 2.0, via Wikimedia Commons.

Where we left off

  • Week 10: a constrained optimiser over a real dataset
  • Week 11: what that optimiser does not price in
  • both were built around one shopper and one basket
  • this week: fifty people, and what that changes

Event-scale procurement is not a bigger version of the household problem. The variety constraint, which is nearly always slack for an individual, becomes the binding one, and the optimum moves accordingly.

— Scaling Household Purchasing Algorithms to Event Logistics (Journal of Applied Consumer Logistics, 2024)

Learning objectives

By the end of this lecture you should be able to:

  • apply week 10’s formulation at fifty-person scale
  • explain why the variety constraint binds harder here
  • say why a single-SKU-optimal inventory is the wrong answer
  • treat event scale as harder, not merely larger

What carries over unchanged

  • the standard-drink conversion from week 2
  • the price decomposition from weeks 1, 3, 4 and 6
  • the dynamic-programming formulation from week 10
  • the externality framework from week 11

The method is the method. Only which constraint binds has moved.

Variety stops being slack

Why the constraint moves

For one shopper:

  • the best-index product, bought repeatedly, is usually an acceptable basket
  • so variety is slack, and greedy often coincides with optimal

For fifty people:

  • that same single-SKU inventory is trivial to construct and reliably wrong
  • so variety binds, and greedy stops coinciding

What does not scale away

Week 11’s externality does not disappear at event scale. It is multiplied by the guest count.

That multiplication is why the reading treats event purchasing as a harder problem rather than a bigger one, and why your externality statement has a specific quantity available to it that a shopper-scale statement does not.

Back to week 1

The semester opened on what the liquid costs to produce, before any tax, margin or placement.

Twelve weeks later you are asked what a fifty-person inventory costs — and you can now decompose that number into the same four terms, defend each one, and say what the answer leaves out.

Common errors

  • presenting method for eight minutes and the answer for two
  • a spreadsheet whose totals disagree with the slides, which is the most common defect and undermines everything else
  • an externality statement that forbids no inventory
  • an optimum that cannot physically be carried to the venue

Where this connects

  • the week 12 lab is the dry run, with the room asking the three standing questions
  • the Event Portfolio is due at the close of the teaching period, not the end of this week.

That’s it folks!