# Opportunity cost

`kaal:entity:opportunity-cost`

**Status.** derived

This node is assembled mechanically from the 9 claims that carry the concept tag `opportunity-cost`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

9 claims across 8 works, 2016 to 2026.

**2016**

- [2739479-035](https://wulfkaal.github.io/claims/2739479-035) [empirical/evidenced] -- Among advisers who saw an earnings effect, the attributed cause shifted from direct expense to opportunity cost between 2012 and 2015, with opportunity cost references rising from 9 percent to 32 percent while increased expense references fell from 53 percent to 36 percent.
  > and 2015, investment advisers saw the costs on fund earnings increasingly asso- ciated with opportunity costs (rates rose from 9% in 2012 to 32% in 2015) and not with increased expenses (rates fell from 53% in 2012 to 36% in 2015).
  Wulf A. Kaal, The Post Dodd-Frank Act Evolution of the Private Fund Industry Comparative Evidence from 2012 and 2 (2016). SSRN: https://ssrn.com/abstract=2739479

**2021**

- [3782216-029](https://wulfkaal.github.io/claims/3782216-029) [failure/argued] *(failure mode)* -- Maintaining a full reserve is too expensive to be efficient, because every unit of reserve value backing the currency must be held liquid or arbitrage attacks become possible, and liquidity forgoes investment returns.
  > The maintenance of a c::% reserve is too expensive to be efficient, and signals the need for more sophisticated mechanisms. All of the value in the reserve which backs the cryptocurrency needs to be liquid, otherwise arbitrage opportunities, such as the Soros attack, are possible
  Craig Calcaterra, Wulf A. Kaal, Decentralized Finance (DeFi) (2021). SSRN: https://ssrn.com/abstract=3782216
- [3799320-036](https://wulfkaal.github.io/claims/3799320-036) [mechanism/argued] -- The opportunity loss from having reputation slashed grows as the network grows, because a larger network means more competition for the reputation tokens that determine fungible salary shares.
  > In the DAO of DAOs design the loss of opportunity from slashing DAO of DAOs member reputation grows as the size of the network increases. In other words, the larger the DAO of DAOs network, the more competition for reputation tokens to receive fungible token salaries.
  Wulf A. Kaal, A Decentralized Autonomous Organization (DAO) of DAOs (2021). SSRN: https://ssrn.com/abstract=3799320
- [3808859-018](https://wulfkaal.github.io/claims/3808859-018) [mechanism/argued] -- Open source contribution is governed by a cost-benefit calculation rather than pure altruism: the volunteer's opportunity costs of forgone paid work must be offset by satisfaction, autonomy, peer recognition, skill acquisition, or downstream commercial opportunity.
  > Software developers perform a cost-benefit analysis when they decide to make an open source project contribution and throughout the respective project.
  Wulf A. Kaal, Decentralization – Why We Need Technology Infrastructure Upgrades (2021). SSRN: https://ssrn.com/abstract=3808859
- [3995709-001](https://wulfkaal.github.io/claims/3995709-001) [empirical/evidenced] -- Modern code review imposes substantial hidden costs because developers spend an average of six hours per week reviewing others' changes and are forced to switch away from their own work, creating an opportunity cost on project development.
  > Developers spend a significant amount of time reviewing the changes of others – an average of 6 hours per week.11 Not only is this a significant amount of time, it also requires an opportunity cost on project development as developers are forced to switch away from their current work.
  Wulf A. Kaal, How DAOs Optimize Open-Source Code Reviews and Create Open-Source Standards (2021). SSRN: https://ssrn.com/abstract=3995709

**2024**

- [4734750-001](https://wulfkaal.github.io/claims/4734750-001) [empirical/evidenced] -- Modern code review is expensive not only in direct reviewer time but in opportunity cost, because developers spend an average of six hours per week reviewing other people's changes and must switch away from their own work to do so.
  > Developers spend a significant amount of time reviewing the changes of others
  Wulf A. Kaal, Code Review DAO (2024). SSRN: https://ssrn.com/abstract=4734750

**2026**

- [6421319-009](https://wulfkaal.github.io/claims/6421319-009) [mechanism/argued] -- Opportunity cost, the cornerstone of neoclassical rationality, approaches zero across a widening domain because an additional unit of sophisticated intelligence costs essentially nothing to produce and can be replicated instantaneously.
  > When an additional unit of sophisticated intelligence costs essentially nothing to produce and can be replicated instantaneously, the classic trade-off logic dissolves.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6607458-002](https://wulfkaal.github.io/claims/6607458-002) [mechanism/argued] -- Generalizing equilibrium existence to endogenous possibility spaces yields a different equilibrium object, a profile of generation functions rather than a price vector and allocation, different coordinating signals, and a different locus for opportunity cost.
  > it produces a different equilibrium object (a profile of generation functions rather than a price vector and allocation), different coordinating signals (a composite of price, reputation, and verified generative capacity rather than price alone)
  Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458
- [6607458-007](https://wulfkaal.github.io/claims/6607458-007) [mechanism/argued] -- When alternatives are generated rather than given, opportunity cost changes its referent: it becomes the foregone quality of generative capacity under a different allocation of computational resources, migrating from the good to the infrastructure that generates it.
  > It is the foregone quality of the generative capacity that would have been available if the computational resources had been allocated differently. Opportunity cost migrates from the good to the infrastructure that generates the good.
  Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/opportunity-cost.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.
