How the assessment system is structured in the scenario

How the Competency → Indicators → Levels system works, how it's displayed in the interface, and how to configure it to match your company's standards.

General assessment framework

Dialogue assessment on the platform follows a hierarchical structure that aligns with the logic of professional personnel evaluation (assessment centers and competency models):

Competency → Indicators → Levels of manifestation  

This approach makes assessment:

  • Transparent: it's always clear why a particular score was given.
  • Comparable: all users are evaluated according to the same rules.
  • Useful for development: the scores received show the employee their competency level — they immediately see where their performance is excellent and needs no further development, where there are minor growth areas, and which skills require substantial work.

In this article, we'll walk through the assessment framework using the scenario "Explaining the Value of a New Phone Plan to a Skeptical Customer" as an example. In this scenario, a customer service representative must address a long-time customer’s skepticism about the price of a new phone plan. The challenge is to effectively communicate the value of the plan without sounding pushy, while addressing the customer’s concerns and maintaining their loyalty. 

This isn't the ready-made scenario. In our marketplace, you'll find many other useful templates that you can copy for your own use. Learn more about it in this article. 

Competency

All the fields you see under the heading "Assessment Criteria" are competencies.

A competency is a group of skills that manifest in a dialogue and help achieve a goal: reach an agreement, defuse tension, clarify a situation.

Indicators

A competency is too broad a concept for objective assessment.For this reason, it's broken down into specific elements — indicators.

An indicator is a specific action that shows that a competency has been demonstrated.

What makes a good indicator

For an indicator to be reliably assessable from text, it must meet the following quality criteria:

RuleWhat it means
The indicator must be measurableThe indicator should reflect a specific action or phrase, not a subjective impression. For example, not "manages tone of voice" (which can't be measured), but "clearly formulates thoughts" (which is visible from the text).
1 indicator = 1 ideaAvoid combining multiple actions into one item. For example, discussing the problem and agreeing on next steps are two different manifestations of a competency, and they're better assessed separately.
The indicator must be tied to the dialogue's objectiveThe indicator should assess not just any action, but only those that help achieve the goal of this conversation.

Indicator levels

An indicator level shows how well the indicator was demonstrated in the dialogue.

The platform uses a 1-to-4-star scale, where each value corresponds to a behavioral description. The more stars, the better the skill was demonstrated.

Let's examine the logic using the indicator "Clearly explains plan features" as an example.

The manifestation levels for this indicator look as follows: 

LevelValueExample behavior
Worsens the situationThe representative provides unclear or misleading explanations of the plan features, causing customer frustration or confusion.
★★Not demonstratedThe representative fails to address the customer's concerns or provide relevant information about the plan features.
★★★Acceptable level, but with room for developmentThe representative explains the plan features but does so in a way that is partially effective or lacks personalization to the customer's needs.
★★★★
Excellent level
The representative clearly and empathetically explains the plan features, effectively addressing the customer's concerns and demonstrating how the plan aligns with their specific needs.

Configuring the assessment system to fit your needs

The platform gives you flexible options for customizing assessment. You can change:

  • The list of competencies: add new ones, modify, or delete existing ones.
  • The set of indicators within each competency.
  • The wording of the levels for each indicator.

Your company has an approved corporate competency matrix

If your company already has an approved corporate competency matrix (your own assessment criteria), provide it to the system during the scenario creation stage.

The best way is to upload the description in the very first prompt, either as text or a PDF file. The platform will be able to use your matrix as a foundation. If you don't do this, you'll have to manually configure all indicators and levels to match your standards.

Auto-generation of competencies

You don't have to describe competencies and indicators from scratch. If, when creating a scenario, you don't provide the system with a description of your desired assessment criteria, the platform will automatically generate a version of the assessment system. It'll analyze the context of the role-play (roles, dialogue goal, situation) and suggest a relevant set based on best practices in assessment.

⚠️ Auto-generation creates a foundation for the assessment criteria, but the final version is produced after your review.

Even if the wording looks correct, take a critical look at it:

  • Does the indicator reflect your standard of behavior, rather than a general recommendation.
  • Is it truly something that can and should be assessed in your scenario.
  • Does it contradict your processes (CRM, scripts, communication policies).

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