Headline yield tends to look much cleaner than realized performance. The gap between visible return and actual retained return is where many strategies become less attractive.

Two strategies can show similar APYs while having completely different levels of quality and persistence. If the number itself is not enough, then the next step is identifying the source behind it.

Here is the uncomfortable part that many participants skip over. The income can look passive on the surface while still being tied to exposures that are anything but passive.

The gap often comes down to whether someone is looking at gross yield or true risk-adjusted outcome. This also helps explain why outcomes differ so much across participants. Seeing yield is easy; interpreting it well is much harder.

That is when yield stops being a simple number and becomes a managed process. That is also why the industry is gradually evolving beyond simple yield chasing. The stronger framework is no longer just where to deposit, but how to structure exposure over time.

That is a meaningful step toward more disciplined exposure. That matters because better structure can change both outcomes and consistency. The shift in mindset only works if the execution layer improves too.

It is an economic mechanism filtered through volatility, friction, and downside. The point is not that yield is bad — it is that yield has to be understood correctly.

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