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Practitioner · Course 3: Forecasting and Phasing · Lesson 4 of 5

The real cost of a forecast that is wrong in either direction

Level: PractitionerTime: 45 minutesOrder used: Order A's own T-shirt, ordered by Fairway Stores under a hybrid forecast/confirmed splitTool: Forecasting and phasing worksheet
For an agent or buyer weighing the cost of a forecast that turns out too high or too low under a hybrid order. Lessons 3.1 to 3.3 are useful background, not required. Fairway Stores' demand outcomes are a teaching example, not reported company data.
AgentMeridian Sourcing, coordinating Fairway Stores' order
Order structure15,000 pieces: 10,000 confirmed, 5,000 forecast-based
Two directionsThe forecast portion could turn out too high, or too low
This lesson setsThe real cost of each direction, not treated as equal
Fixed figures3.20 / 19.90 / 3.98
Not set hereBuilding or phasing the forecast itself (lessons 3.1, 3.2)
02Opening

This page explains why a forecast that turns out too high and a forecast that turns out too low cost different amounts, and why that difference should shape how cautious a forecast is

This page explains the cost of forecast error in both directions: what an over-forecast, ordering more than genuine demand, actually costs compared with an under-forecast, ordering less than genuine demand, for the same style. It is for an agent or buyer coordinating a hybrid order that splits a confirmed portion from a forecast-based portion, who must decide how cautious that forecast portion should be.

At work, an agent such as Meridian Sourcing coordinating a hybrid order for Fairway Stores knows the forecast-based portion of that order could turn out either too high or too low once real demand is known. Treating both directions as equally costly is a real problem: an over-forecast and an under-forecast rarely cost the same amount for the same style, and a forecast set without weighing which direction is more expensive risks protecting against the cheaper mistake while leaving the business exposed to the costlier one. This lesson gives you the method for calculating what each direction actually costs, so a forecast can be set with the right amount of caution.

03Before you start

You need: lessons 3.1 to 3.3's forecasting, phasing and re-forecasting methods are useful background but not required.

By the end of this lesson you can:

  • state why an over-forecast and an under-forecast for the same style rarely cost the same amount;
  • calculate the cost of an over-forecast using a style's own markdown rate on the surplus pieces;
  • calculate the cost of an under-forecast using a style's own lost margin on the missed pieces;
  • read the forecasting and phasing worksheet's cost-comparison sheet and say which direction it shows as costlier;
  • avoid the common mistake of setting a forecast as if both directions of error cost the same amount.

Not covered here: building the forecast itself from sales history (lesson 3.1); phasing a confirmed forecast across weeks (lesson 3.2).

04Key terms
TermMeaning
Forecast riskThe risk that a sales forecast turns out to be wrong, carried by whichever company committed to that forecast.
Over-forecastA forecast that turns out higher than genuine demand, resulting in surplus stock once the real selling period ends.
Under-forecastA forecast that turns out lower than genuine demand, resulting in missed sales once the real selling period shows stronger demand than planned.
Asymmetric costA situation where the cost of one direction of forecast error is genuinely different from the cost of the other direction, for the same style.
Hybrid productionA factory building part of a run to its own forecast before a buyer confirms it, and finishing the rest once the buyer's own order is confirmed.
MarkdownA reduction in the shop price of goods that have not sold as forecast, used to clear the remaining stock.
05Teaching
The rule

An over-forecast and an under-forecast for the same style rarely cost the same amount, so the more expensive direction should set how cautious a forecast is

Every forecast carries forecast risk in two possible directions: an over-forecast, producing more than genuine demand, or an under-forecast, producing less. These two directions are not automatically equal in cost. An over-forecast's surplus is normally resolved through a markdown, losing only the gap between full price and markdown price on the surplus pieces. An under-forecast's missed pieces are normally lost sales entirely, losing the full margin on every piece that could have sold but was never produced. Because these are different calculations, one direction is often genuinely more expensive than the other for the same style, an asymmetric cost that should shape how cautious the forecast is set.

Over-forecastmarkdown on surplus Under-forecastfull lost margin on missed pieces
An over-forecast costs a markdown on the surplus, while an under-forecast costs the full lost margin on missed pieces. The two calculations are different in kind, which is why the two directions rarely cost the same amount.
What you meet in real life

The two-directions cost check applies to any forecast, but which direction is costlier depends on the style's own numbers

What can differThe shapes you will meetWhy it matters
Export, hybrid, agent-coordinatedMeridian Sourcing weighs the cost of Fairway Stores' 5,000-piece forecast portion turning out too high against it turning out too low, before agreeing how much of it Delta Garments should build ahead of confirmation.An agent coordinating a hybrid split must set the forecast portion's own size with both cost directions in view, not just the more familiar over-forecast risk.
Domestic, MTS, continuousCedar & Co. weighs an over-forecast's markdown cost against an under-forecast's lost sales continuously, since its standing forecast is checked and adjusted every period.A Make to Stock buyer meets this same cost comparison repeatedly through a season, not once before a single order.
A style with a high markdown rateA fast-fashion style with a steep markdown rate makes over-forecasting relatively more costly compared with a basic style carried at a shallower markdown.The specific markdown rate a style carries changes which direction is more expensive; it is not the same for every style.
A style with a short selling windowA style with a short sell-through window, replaced quickly by the next style, makes under-forecasting more costly, since a missed sale in that narrow window may not be recoverable later in the season.A short selling window raises the real cost of an under-forecast, since there is little time left in the season to make up a missed sale.
The case we follow

Meridian Sourcing calculates the cost of Fairway Stores' 5,000-piece forecast portion turning out 800 pieces too high against 800 pieces too low

Fairway Stores' order for Order A's own T-shirt is structured as a hybrid: 10,000 pieces confirmed outright, and a further 5,000 pieces built by Delta Garments against a forecast before Fairway Stores fully confirms them. Meridian Sourcing calculates what happens if that 5,000-piece forecast portion turns out 800 pieces too high, against what happens if it turns out 800 pieces too low, using Order A's own fixed figures.

Question800 pieces too high (over-forecast)800 pieces too low (under-forecast)
What happens to the 800 pieces?Produced, delivered, but unsold at full price; cleared at Order A's own 20% markdownNever produced under this order; the demand for them exists but is not supplied
What is actually lost?The gap between the shop price and the markdown price on 800 piecesThe full margin Fairway Stores would have earned on 800 pieces that could have sold
Which figure is larger?Confirmed in the worked number belowConfirmed in the worked number below
The worked number

An 800-piece over-forecast costs USD 3,184 in markdown, while an 800-piece under-forecast costs USD 9,520 in lost margin, nearly three times as much

Meridian Sourcing calculates each direction separately using Order A's own fixed figures: shop price USD 19.90, wholesale USD 8.00, and a 20% markdown of USD 3.98 per piece.

Over-forecast, 800 surplus pieces:
Markdown cost per piece: USD 3.98
Total over-forecast cost: 800 × 3.98 = USD 3,184
Under-forecast, 800 missed pieces:
Fairway Stores' own margin per piece, shop price minus wholesale: 19.90 − 8.00 = USD 11.90
Total under-forecast cost: 800 × 11.90 = USD 9,520
Difference between the two directions: 9,520 − 3,184 = USD 6,336 more expensive to under-forecast
Over-forecastUSD 3,184 Under-forecastUSD 9,520
An 800-piece error costs USD 3,184 as an over-forecast but USD 9,520 as an under-forecast, a real USD 6,336 difference for the same-sized error. For Order A's own figures, the two directions are not remotely equal in cost.
The method

Four steps that calculate and compare the cost of a forecast error in each direction before setting how cautious a forecast should be

  1. Calculate the over-forecast cost using the style's own markdown rate. Multiply the surplus pieces by the gap between full price and markdown price.
  2. Calculate the under-forecast cost using the style's own full margin. Multiply the missed pieces by the margin those pieces would have earned if produced and sold.
  3. Compare the two costs for the same-sized error, not different-sized ones. An 800-piece error must be compared against an 800-piece error in the other direction for the comparison to be fair.
  4. Set the forecast portion's own caution toward whichever direction is more expensive. A style where under-forecasting costs more should be forecast slightly higher, and a style where over-forecasting costs more should be forecast slightly lower.
The trap

A common mistake is treating an over-forecast and an under-forecast as equally bad, and setting a forecast down the exact middle without calculating either cost

A common mistake is assuming that being wrong by the same number of pieces in either direction costs the same amount, and so aiming for the forecast that feels safely in the middle without calculating either direction's real cost. If Meridian Sourcing had set Fairway Stores' 5,000-piece forecast portion purely to minimize the chance of any surplus, without calculating that an under-forecast actually costs nearly three times as much per piece as an over-forecast for this style, the forecast would be protecting against the cheaper mistake while leaving the business more exposed to the costlier one.

06In plain words

When a forecast turns out wrong, it can be wrong in two different directions: too high, leaving surplus stock, or too low, missing sales that existed. These two directions usually do not cost the same amount for the same style. Too high normally means marking down the surplus, losing only the gap between the full price and the markdown price. Too low normally means losing the entire margin on every piece that could have sold but was never made. For Order A's own figures, an under-forecast costs nearly three times as much per piece as an over-forecast of the same size. A forecast should be set with that real cost difference in mind, not aimed evenly at avoiding both directions as if they cost the same.

07Quick check
  • An over-forecast's cost is the markdown gap on the surplus pieces; an under-forecast's cost is the full margin on the missed pieces.
  • For Order A's own figures, an 800-piece over-forecast costs USD 3,184 and an 800-piece under-forecast costs USD 9,520.
  • The two directions must be compared using the same-sized error to be a fair comparison.
  • A forecast should lean toward caution in whichever direction is genuinely more expensive for that specific style.
  • Treating both directions as equally costly risks protecting against the cheaper mistake while ignoring the costlier one.
08Workplace scenario

Fairway Stores' buyer asks Meridian Sourcing whether the 5,000-piece forecast portion should be set lower, to reduce the risk of a markdown

Fairway Stores' buyer, wary of an over-forecast leading to a markdown, asks Meridian Sourcing whether the forecast portion should be reduced from 5,000 to 4,200 pieces.

  • Meridian Sourcing has already calculated that an 800-piece over-forecast costs USD 3,184, against USD 9,520 for an 800-piece under-forecast, for this style.
  • Reducing the forecast portion to 4,200 pieces removes 800 pieces of potential over-forecast risk but adds 800 pieces of potential under-forecast risk if real demand reaches the original 5,000-piece level.
  • Delta Garments' own hybrid production arrangement can still build the full 5,000 pieces within the order's fixed timeline if Fairway Stores confirms before the current production slot closes.
Meridian Sourcing, note to Fairway Stores' buyer: "Reducing the forecast portion to 4,200 pieces avoids up to USD 3,184 in markdown risk if demand falls short, but exposes up to USD 9,520 in lost margin if demand reaches the original 5,000-piece level. Given this style's own numbers, should the forecast portion really move down?"

Should Meridian Sourcing recommend reducing the forecast portion from 5,000 to 4,200 pieces to reduce markdown risk? Decide before you open the answer.

Show decision

No. Reducing the forecast portion protects against the cheaper of the two risks, an over-forecast at USD 3,184 for 800 pieces, while increasing exposure to the costlier one, an under-forecast at USD 9,520 for the same 800 pieces.

First, why this specific style makes under-forecasting the costlier direction. Order A's own fixed figures give a markdown gap of USD 3.98 per piece against a full margin of USD 11.90 per piece, nearly three times as much; this is a property of the style's own numbers, not a general rule for every style.

Second, what the buyer's request actually trades. Lowering the forecast portion by 800 pieces removes at most USD 3,184 of possible markdown cost but adds at most USD 9,520 of possible lost-margin cost if demand reaches the original level, a trade that moves the expected cost in the wrong direction.

Meridian Sourcing should hold the forecast portion at 5,000 pieces, since this style's own numbers show under-forecasting as the more expensive direction, and recommend that any caution be applied through phasing and re-forecasting during the season, covered in lessons 3.2 and 3.3, rather than through cutting the forecast portion itself.

09What it costs

Reducing the forecast portion by 800 pieces to avoid markdown risk trades a known USD 3,184 saving for up to USD 9,520 of new exposure

Framed as the two outcomes Fairway Stores' buyer is actually choosing between, using the figures already calculated in this lesson.

Markdown risk removed by cutting 800 pieces: USD 3,184 avoided, at most
Lost-margin risk added if demand reaches 5,000 pieces: USD 9,520 exposed, at most
Net change in expected exposure, worst case: 9,520 − 3,184 = USD 6,336 worse

Cutting the forecast portion by 800 pieces does not remove risk; it exchanges a smaller, well-understood markdown risk for a larger, less visible lost-margin risk, a net worsening of USD 6,336 in the worst case for this specific style's own figures. The saving a nervous buyer sees in avoiding a markdown is smaller than the lost-margin exposure the same decision creates.

10Working template

Forecasting and phasing worksheet: the cost-comparison sheet this lesson fills

The workbook's "Forecast cost comparison" sheet takes a style's own shop price, wholesale price and markdown rate, calculates the cost of an over-forecast and an under-forecast for any given piece count, and flags which direction is more expensive for that specific style.

Meridian Sourcing's own row records Order A's own figures against an 800-piece error in each direction, with the sheet calculating USD 3,184 for over-forecast, USD 9,520 for under-forecast, and flagging under-forecast as the costlier direction.

Download the Forecasting and phasing worksheet (Excel)

11Check yourself

1. Why do an over-forecast and an under-forecast for the same style usually cost different amounts?

2. Using Order A's own figures, USD 3.98 markdown and USD 11.90 margin per piece, what is the cost of an 800-piece error in each direction?

3. Fairway Stores' buyer wants to cut the forecast portion to reduce markdown risk, even though under-forecasting costs nearly three times as much per piece for this style. What should Meridian Sourcing recommend?

12Glossary
ENARFRTRMeaning
Forecast riskمخاطر التوقعRisque de prévisionTahmin riskiThe risk that a sales forecast turns out to be wrong, carried by whichever company committed to that forecast.
Over-forecastفرط التوقعSurestimation de la prévisionAşırı tahminA forecast that turns out higher than genuine demand, resulting in surplus stock once the real selling period ends.
Under-forecastنقص التوقعSous-estimation de la prévisionEksik tahminA forecast that turns out lower than genuine demand, resulting in missed sales once the real selling period shows stronger demand than planned.
Asymmetric costتكلفة غير متماثلةCoût asymétriqueAsimetrik maliyetA situation where the cost of one direction of forecast error is genuinely different from the cost of the other direction, for the same style.
Hybrid productionالإنتاج الهجينProduction hybrideHibrit üretimA factory building part of a run to its own forecast before a buyer confirms it, and finishing the rest once the buyer's own order is confirmed.
Markdownتخفيض السعرDémarqueİndirim (markdown)A reduction in the shop price of goods that have not sold as forecast, used to clear the remaining stock.
13Next

Lesson 3.5: Building a complete forecasting and phasing worksheet

You now know the real cost of a forecast that is wrong in either direction. The final lesson brings forecasting, phasing, re-forecasting and cost weighing together into one complete worksheet. Back to the course map

14Ladder

RecognizeTell an over-forecast's markdown cost apart from an under-forecast's full lost-margin cost.
ConnectSee how Order A's own USD 3.98 markdown and USD 11.90 margin turn an 800-piece error into two very different costs.
CompareTell a style where under-forecasting is costlier apart from one where over-forecasting is costlier.
DecideSet a forecast's caution toward the direction its own numbers show as genuinely more expensive.