Where does exploitation collide?

The use, refinement, and extension of what a firm already knows and owns: choosing efficiency, selection, and reliable returns from existing routines rather than searching for new ones. March's 1991 Exploration and Exploitation in Organizational Learning named exploitation as one pole of a firm's learning, the counterpart to exploration, and argued that a firm must balance the two because both draw on the same limited resources. The referent is a strategy for using what a firm has, measured in organizational outcomes, and it is not a decision rule in an algorithm, a claim about surplus labor, or the depletion of a resource by living organisms.[1]

Unit

A firm's investment of effort in refining existing capabilities rather than searching for new ones

Recovery means

Not applicable

Measured by

Assessed through indicators such as spending on incremental improvement versus new search, patent or product mix, and returns from established routines

The decision to take the action currently believed to give the highest reward, rather than trying a less-certain action to learn more about it: exploitation is the greedy side of the explore versus exploit tradeoff that an agent faces at each step. Sutton and Barto's Reinforcement Learning: An Introduction sets out this tradeoff through the multi-armed bandit problem, where an agent must decide when to exploit its best estimate and when to explore. The referent is a formal decision rule that maximizes expected reward from current estimates, and it has nothing in common with a firm's strategy, a claim about labor, or an organism depleting a resource beyond the shared word.[2]

Unit

A single action taken to maximize expected reward from current value estimates

Recovery means

Not applicable

Measured by

Quantified through cumulative reward and regret, and controlled by policies such as epsilon-greedy that set how often the agent exploits rather than explores

In the labor theory of value, the appropriation of the surplus value produced by workers, defined as the difference between the value that labor creates and the value it is paid for its labor power. Marx's Capital, Volume I sets out this account, in which the rate of exploitation is the ratio of surplus value to the value of labor power. Presented here only as a defined theoretical term within one school of economics, without endorsement or judgment. The referent is a measured ratio in a specific economic theory, and it is not a firm's use of its own knowledge, an agent's decision rule, or the depletion of a resource in an ecosystem.[3]

Unit

The rate of surplus value: surplus value divided by the value of labor power

Recovery means

Not applicable

Measured by

Defined within the theory as the ratio of surplus labor time to necessary labor time, estimated by later scholars from value or price data

The use of a resource, and in the term exploitation competition, an indirect form of competition in which organisms affect one another only by drawing down a shared resource, each leaving less for the rest. Schoener's 1983 Field Experiments on Interspecific Competition reviews field evidence and treats exploitation, a consumptive drawing down of resources, as distinct from interference competition, where organisms harm one another directly. The referent is a process of resource use among living organisms, and it does not name a firm's strategy, a formal decision rule, or a theory of labor.[4]

Unit

The amount of a shared resource consumed by an organism or population

Recovery means

A resource may replenish over time if consumption stays below its rate of renewal

Measured by

Inferred from resource depletion and from experiments that remove or add competitors and record the effect on resource levels and on the organisms sharing them

In entrepreneurship, exploitation is the second half of the discovery framework: once a possible new means-ends relationship has been noticed, the entrepreneur mobilizes resources, capital, people, contracts, and effort, to actually pursue it and turn it into a going venture. Shane and Venkataraman's 2000 The Promise of Entrepreneurship as a Field of Research paired the recognition of an opportunity with its exploitation and made that pair the organizing question of the field. Here exploitation is a constructive act of building a business, and it carries none of the moral charge it holds in the labor meaning, the efficiency meaning it holds in organizational learning, or the action-selection meaning it holds in machine learning.[5]

Unit

One founder's pursuit of a recognized opportunity into a venture

Recovery means

Not applicable

Measured by

Studied through the resources committed, the mode of entry, and whether the opportunity becomes an operating venture

In research ethics, exploitation refers to taking unfair advantage of another person, as when research participants receive too little of the benefit their participation creates. This meaning comes from Wertheimer (1996) in Exploitation.[6]

Unit

Recovery means

Measured by