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Learn through experiments

Price one more unit of capacity

When does a local marginal value stop predicting a larger change?

Entering midway? A marginal value is output change per small input change, keeping the model fixed.

1 · Try

Start with a concrete question

Allocate capacity first to a four-credit product capped at three units, then a two-credit product capped at four.

Try the initial inputs, then write a prediction before changing one setting. All calculations run locally on your CPU.

Go directly to the experiment · Review prerequisite mathematics and return here

2 · Predict

What do you expect?

Predict before calculating: When does a local marginal value stop predicting a larger change?

3 · Experiment

Change one thing. Inspect what happens.

  1. Calculate value at capacity 2 and 3.
  2. Cross the breakpoint at 3 with a larger addition.
  3. Inspect left and right changes at each kink.
  4. State the capacity range where a quoted marginal value is valid.
Experiment inputs
Inputs
Your settings
Mechanism
Calculation below
Evidence
Compare outcomes
Current optimal value12 credits
Value with extra capacity14 credits
Actual gain2 credits
Local right marginal value2 credits per capacity unit

Optimal value versus available capacity

Horizontal: capacity units. Vertical: optimal credits.

006121224value function: (0, 0)value function: (3, 12)value function: (7, 20)value function: (12, 20)before and after: (3, 12)before and after: (4, 14)
  • 1. value function (solid line)
  • 2. before and after (points)

Axes use the displayed ranges.

Read plotted values as a table
Seriescapacity unitsoptimal credits
value function00
value function312
value function720
value function1220
before and after312
before and after414

Follow the calculation

  1. First product earns 4 credits/unit up to 3 units; second earns 2 credits/unit up to 4 units. Both use one capacity unit.
  2. At capacity 3, optimal value=12. Adding 1 gives 14; gain=2.
  3. Local right-hand rate=2. Its prediction 2 is valid only until the next capacity breakpoint.
  4. At capacity 3 the left rate is 4 but the right rate is 2; at 7 the right rate becomes zero.

A local sensitivity is not a promise for a large change. When the active constraint or available product changes, recompute the optimum.

Captures keep your inputs, prediction and observation. Results are recalculated from those inputs. Resetting inputs keeps your captures and challenge history.

4 · Understand

Explain the mechanism

Price one more unit of capacity

Allocate capacity first to a four-credit product capped at three units, then a two-credit product capped at four.

Concepts to recall

A marginal value is output change per small input change, keeping the model fixed.

Understand the mechanism

The first three units each earn four credits, so value reaches 12 at capacity 3.

The next four earn two each, so value reaches 20 at capacity 7. Further capacity has no value in this model.

This piecewise slope is a resource sensitivity; at a kink the left and right slopes differ. A shadow-price claim needs its valid range and assumptions.

Symbols and calculation

V(C)=4 min(3,C)+2 min(4,max(0,C−3)). V is optimal credits; C is nonnegative capacity.

Worked example

First product earns 4 credits/unit up to 3 units; second earns 2 credits/unit up to 4 units. Both use one capacity unit.

At capacity 3, optimal value=12. Adding 1 gives 14; gain=2.

Local right-hand rate=2. Its prediction 2 is valid only until the next capacity breakpoint.

At capacity 3 the left rate is 4 but the right rate is 2; at 7 the right rate becomes zero.

Your investigation

  1. Calculate value at capacity 2 and 3.

  2. Cross the breakpoint at 3 with a larger addition.

  3. Inspect left and right changes at each kink.

  4. State the capacity range where a quoted marginal value is valid.

Limits and interpretation

  • These are bounded teaching models with explicit assumptions, not evidence of a real-world intervention.
5 · Apply

Try a fresh case

The first 2 capacity units earn 5 credits each and the next 3 earn 2 each. What is the gain from increasing capacity from 1 to 4?

This is a public practice check. Retries support learning; matching a number does not certify independent proficiency.

Take the investigation further

Choose any extension. These are project prompts for you to carry out; they are not automatically assessed.

School investigation

Explain a fresh small numerical case with a diagram or table and an argument.

College investigation

Implement the method, test a boundary or counterexample, and justify its assumptions.

Workplace investigation

Use a small decision scenario, state units and constraints, and test how the recommendation changes.

6 · Continue

Keep the evidence, choose your next step

Completion records your own decision that you have worked through this investigation. Practice checks and independent project evidence are separate.