# See overtime before the weekend forecast spikes

Harbor by Signalry · hotel job `predict-overtime`
https://harbor.signalry.ai/jobs/predict-overtime

How and who for the hotel job—verified when attested. Advice unless labeled verified. This brief is a worksheet, not an appraisal and not a quote.

## The job

When OT shows up as a Monday surprise, I want a forecast tied to occupancy so I can staff Thursday — not apologize on Tuesday.

**Outcome the catalog names:** A weekly labor note that names OT risk by department before the weekend, with occupancy as an input and a GM who can still override.

**Desk:** ops
**Urgency on the catalog:** This month
**Typical budget band (catalog, not a quote):** $11–24k redesign + any roster tool
**Typical timeline (catalog, not a promise):** 4–8 weeks to a trusted Thursday note

## Scoped brief

Tie the roster to occupancy and to the two departments that actually blow OT — usually rooms and the desk. Publish the Thursday risk. A labor designer names the wage gap. An agent can draft the note. Nobody auto-cuts a shift that kills overnight coverage.

1. **Name last quarter’s OT by department and day.** If you cannot see Saturday rooms vs Tuesday F&B, you will cut the wrong line.
2. **Build the Thursday note.** Occupancy, arrivals, remaining OT hours, and the two moves you will make. That note is the product.
3. **Schedule from demand, not habit.** Brandt & Vale will tell you if the roster is a tradition. Change the template before you buy a WFM logo.
4. **Keep a human on overnight and rooms.** Predicted OT is not permission to unstaff the night audit. Write the floors you will not cross.

## When not to buy

A pretty forecast will not hire people who do not exist. If you are under-wage, this job becomes a wage job.

## Provider shortlist

- [Brandt & Vale Labor](https://harbor.signalry.ai/providers/brandt-vale) — people · Hotel labor design. Catalog score 8.2 (post-job shape, not a verification).
- [Nightwatch Hospitality](https://harbor.signalry.ai/providers/nightwatch) — people · Night audit & overnight coverage. Catalog score 8.4 (post-job shape, not a verification).
- [Ledgerlight Accounting](https://harbor.signalry.ai/providers/ledgerlight) — software · Hotel accounting & night audit export. Catalog score 7.8 (post-job shape, not a verification).
- [Night Ledger Agent](https://harbor.signalry.ai/providers/night-ledger) — agent · Night audit assistance. Catalog score 8.2 (post-job shape, not a verification).

## Success the brief names

- Thursday OT note live for four consecutive weeks.
- Weekend OT variance inside an agreed band.
- No overnight coverage cut to hit the forecast.

## Pitfalls

- A WFM that ignores occupancy.
- Cutting attendants while rush rooms are already late.
- Calling a wage gap a ‘scheduling opportunity.’

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Stable id: `predict-overtime`
Source: Harbor by Signalry · https://harbor.signalry.ai
Verified Outcome is not insurance. Do not treat a catalog score as attested proof.