> ## Documentation Index
> Fetch the complete documentation index at: https://ayuda.noou.app/llms.txt
> Use this file to discover all available pages before exploring further.

# How Learning Paths Are Built from Evidence in noou

> noou builds learning paths from real interactions, evidence patterns, and characterization — turning identified gaps into targeted development actions.

Learning paths in noou are not authored in advance and assigned on a schedule. They emerge from a process that begins with evidence: the questions you ask, the situations you face, the knowledge you access, and the gaps that become visible over time. Understanding how that process works helps you understand why the paths noou suggests are relevant to you specifically.

## The evidence-to-learning cycle

<Steps>
  <Step title="Interactions capture questions and situations">
    Every time you interact with noou — asking a question, consulting knowledge, engaging with a situation — that interaction is captured. This is the raw material from which everything else is built. The interaction itself does not trigger a path; it contributes to a growing record of how you engage with knowledge.
  </Step>

  <Step title="Evidence reveals patterns">
    Over time, patterns emerge from your interactions. Recurring questions point to gaps in understanding or access. Topics you return to repeatedly suggest that something is not resolving. Situations you face without a clear path forward indicate areas where capability is needed. noou reads these patterns as signals.
  </Step>

  <Step title="Characterization identifies whose gaps are relevant and in which situations">
    Patterns alone are not enough. noou applies characterization to understand which gaps matter for you, in which situations, and at what level. A gap that is critical for someone in one context may be irrelevant for someone in another. Characterization ensures that development actions are targeted to the right person and the right situation.
  </Step>

  <Step title="Learning paths are generated to address specific gaps">
    Once a gap is identified and tied to a specific person and situation, noou generates a learning path designed to close it. The path is not drawn from a generic catalog — it is built around the nature of the gap, the situation that surfaced it, and what you need to be able to do as a result.
  </Step>

  <Step title="Application generates new evidence, completing the feedback loop">
    After you engage with a learning path and apply what you have developed, your interactions continue to generate evidence. noou observes whether the gap is closing — whether you are handling the relevant situations more effectively. That new evidence feeds back into your characterization, refining the picture and informing what comes next.
  </Step>
</Steps>

## What triggers a learning path

A learning path is not triggered by a calendar or a predefined curriculum. It is triggered by evidence of real need:

* A question you ask repeatedly without resolution
* A situation you face without the knowledge to handle it well
* A pattern of retrieval that suggests you know something exists but cannot access or apply it
* A demonstrated gap between what a situation requires and what your current characterization shows

This means learning paths appear when they are relevant, not when a schedule says they should. The timing is determined by your actual development needs, not by an administrative plan.

## Personalization

<Info>
  Management-level indicators — such as aggregate capability views and team-level gap summaries — are available on Growth and Enterprise plans and will be documented as those features become available.
</Info>

Because learning paths in noou are built from individual evidence, they are not the same for everyone — even for people in the same role or team. Your path reflects the specific gaps that your specific interactions have revealed, in relation to the specific situations your work involves.

This is what separates personalization in noou from personalization in a traditional system. Recommending a course because someone shares your job title is not personalization. Building a path from what your own interactions have shown about what you need is.

The result is development that fits your current position: not behind where you already are, not ahead of what is relevant yet, but precisely targeted at what you need to handle your situations better right now.

***

Return to [Learning Paths Overview](/learning-paths/overview) for the full picture of how learning paths work in noou.