Why AI Owners and AI Users Have Conflicting Interests?

If you make and commercialize high quality #AI, you are also likely to have conflicting interests with users. Here’s why. #MachineLearning #AIeconomics #incentives #economics pic.twitter.com/J8oorXo1dh
— ivanjureta (@ivanjureta) February 22, 2018
In the creator economy, the creative individual sells content. The more attention the content captures, the more valuable it is. The incentive for the creator is status and payment for consumption of their content. Distribution channels are Internet platforms, where content is delivered as intended by the author, the platform does not transform it (other…
Motivated reasoning consists of processing information in a way that aligns with one’s desires, beliefs, or goals, rather than neutrally evaluating evidence. How to mitigate it through decision governance?
In a firm, what is the relationship between transparency of information and specialization of work? Increasing specialization means that individuals over time deepen a relatively narrow set of skills and knowledge required for these, in response to the opportunities and problems they are responsible for. There are organizational structures that evidently encourage specialization, such as…
Decision rights will be exercised, and decision obligations discharged only if there are incentives to do so. If you need to make a decision and bear the consequences, i.e., exercise decision rights and discharge obligations, the only reason to do so is if you see how it makes sense with regards to what you want….
Let’s start with the optimistic “yes”, and see if it remains acceptable. Before we get carried away, a few reminders. For an LLM to be a source of competitive advantage, it needs to be a resource that enables products or services of a firm “to perform at a higher level than others in the same…
I use “depth of expertise” as a data quality dimension of AI training datasets. It describes how much a dataset reflects of expertise in a knowledge domain. This is not a common data quality dimension used in other contexts, and I haven’t seen it as such in discussions of, say, quality of data used for…