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Equation 13 · The Jagged Frontier Fallacy: Deconstructing Harvard's Canonical AI Productivity Study

What does this equation mean?

πs=cL(s)−cA(s)cL(s)\pi_s = \frac{c_L(s) - c_A(s)}{c_L(s)}

Read the formula alongside the article passage below. Each part has a deeper page with its role in the equation, the supporting passage and nearby citations.

Start withc_L(s) - c_A(s)
Divide byc_L(s)
This relates topi_s
How to read the two sides of this formula. Follow the article passage for the meaning of each quantity.

This equation states an equality: the expressions on both sides have the same value under the article’s assumptions. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

Read it piece by piece

πs\pi_s

Symbol pi_s

pisi_s is part of the quantity the equation computes from the expression on the right.

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cLc_L

Symbol c_L

cLc_L is one of the signed contributions combined to compute the quantity on the left.

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ss

Symbol s

s is part of the quantity the equation computes from the expression on the right.

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cAc_A

Symbol c_A

cAc_A occurs above the fraction bar. The numerator is divided by the entire denominator below it.

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=

=

The expressions on both sides represent the same quantity under the stated assumptions.

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fraction

fraction

Divide the expression above the line by the one below it.

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subtraction

subtraction

Subtract the following term or group from the preceding one. A leading minus marks a negative quantity.

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subscript

subscript

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

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cL(s)−cA(s)c_L(s) - c_A(s)

Numerator: c_L(s) - c_A(s)

The complete quantity above the fraction bar.

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cL(s)c_L(s)

Denominator: c_L(s)

The complete quantity below the fraction bar; it must be nonzero for this division.

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How to interpret it

With a fixed numerator, increasing a nonzero denominator reduces the fraction. Read it with the definitions, units, and assumptions supplied by the article.

What the article says around this equation

where αs\alpha_s is the baseline economic share of task s and πs\pi_s = cL(s)−cA(s)cL(s)\frac{c_L(s) - c_A(s)}{c_L(s)} represents the proportional cost reduction achieved on that task [ 2 ] .

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Sources cited in the surrounding passage

These citations give research context. Read each source to check which claims it supports.

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