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Anil Thapa
Tradeoffs

A result from the exercise · Fictional scenario

One margin for planning and a staffing view

Four demands, capacity for two. One of six possible pairs: what it buys, what it assumes, what it leaves exposed, and what would change it.

A fictional quarter in a central data team at a mid-size company. Four requests arrived, each sized to fill one of the team's two delivery slots, so two are done and two wait on their interim paths. Three facts are not yet known: when annual planning starts, whether the staffing view would read from the pipeline that has run late, and whether the executive team will decide on the assistant with or without evidence. Each pair leans on some of them, and its review says which.

  1. ChosenOne margin for planningThe CFO: Finance and Sales each report gross margin, and the two disagree by enough to change a conversation. Annual planning will set targets and spending for a year on one of them. The CFO wants the margin planning uses agreed, with an accountable owner and a stated bridge to the other view.Today An analyst reconciles the two by hand each month, about two days of work, and each report carries a footnote explaining the other.
  2. DeferredFreshness alertsThe managers who run the morning meeting: Three times this quarter the morning report was stale, and the first person to notice was in the meeting that used it. They want to be told when a pipeline is late, before the report is opened, and told what to use instead.Today An analyst checks the load timestamps before eight. It works on the mornings the analyst remembers and is in, and when it fails the meeting finds out for itself.
  3. ChosenA staffing viewThe head of operations: Next week's roster is set every Monday from a spreadsheet an analyst pulls that morning, and it is committed for the week: too many people on shift costs money, too few costs service. They want a view that puts the demand forecast against capacity while the decision is still open.Today The Monday extract. When the analyst is out, the roster is set on the previous week's numbers, and it is set either way.
  4. DeferredEvidence on the AI assistantThe executive team: They have seen a demo of an assistant that answers questions from the warehouse and want to know whether to roll it out. Someone has to run the evaluation: the question set, the data the assistant may see, who in the business reviews its answers, and what evidence would justify proceeding, narrowing or stopping.Today Nothing is launched. The question comes up every month, and a vendor demo is the only evidence anyone has.

One decision a year and one a week, each now made on evidence. The report between them still arrives late some mornings, and the alerting system is still a person.

What this choice buys

Planning runs on one agreed margin with an owner and a bridge to the other view. Every Monday the roster is set with the demand forecast beside capacity while the decision is still open, and the view shows when its numbers were loaded, so a Friday number is at least labeled as one.

When it holds

It holds when the staffing view reads from a source that lands before Monday morning, not from the pipeline that has run late, and when the head of operations agrees that a labeled stale number beats no view. If the source is the late one, the view ships the problem with better typography.

What you accept

Freshness alerts, deferred
The analyst checking timestamps before eight stays the alerting system for about sixty mornings and will miss some of them. The managers who run the meeting carry that: an owner and a backup for the check are named, the check now covers the staffing source too, and the mornings it was missed are reviewed after a month. When the report is late, the fallback is still to say so in the room.
Evidence on the AI assistant, deferred
Another quarter with no evidence on the assistant. The sponsor is asked whether rollout waits for the evaluation, and if it does not, the decision is made on a demo. This pair accepted that in advance rather than discovering it.
The chosen work, once delivered
The view needs adoption as much as maintenance: a quarter of Mondays beside the spreadsheet before the spreadsheet goes, and the planning margin needs a steward from the day it is agreed.

What changes the choice

Replace the staffing view with the freshness alerts if the view would read from the pipeline that has run late three times. Evidence that arrives after the roster is set is evidence for next week.

Make your own choice

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