QA Scorecard: List of Tips for the Checklist

In the first part, we discussed the overall philosophy of a QA scorecard: why it should serve business goals rather than exist as a document detached from reality. Now, let’s move from theory to practice - how to build a checklist, which criteria to include, and how to set up scoring weights so that the final score truly reflects quality.

The first step is to define the essence of the tool. A QA scorecard is a growth roadmap and a framework for identifying team strengths. It is a transparent guide for everyone: the person giving feedback, the person receiving it, and the agent's manager. Thanks to the scorecard, all process participants can quickly and clearly see which areas need improvement and what is already working great.

Let’s move on to specific tips to help you build an effective checklist and establish the right scoring mathematics.

Joint Development with Stakeholders

As mentioned in the previous article, a scorecard should be created together with those who will directly use it. At the same time, stakeholders don’t always see the full picture. QA needs to bring its expertise - challenging outdated assumptions where necessary and maintaining a balance between "great service" and business reality.

So, before testing the scorecard on a focus group, be sure to review it with the people on whose behalf you are evaluating the team. Most importantly, truly listen to feedback rather than showing the future evaluation form just to check a box.

Anatomy of an Interaction

If we look at a voice channel or chat, for example, a standard interaction can be divided into 4 key stages:

1. Opening: How did the agent introduce themselves and the company? Was it clear, friendly, and articulate?

2. Listening: How well was the agent able to dive into the issue, let the customer speak, and avoid interrupting?

3. Control: How does the agent manage the conversation, what questions do they ask, and who holds the initiative: the customer or the agent?

4. Resolution: How accurately, quickly, logically, and clearly was the solution provided? Were the next steps clearly communicated?

   
   

Benchmarking

When creating an evaluation form, it is worth looking at common market benchmarks to understand standards for key metrics: AHT (average handling time), FCR (first contact resolution), CSAT (customer satisfaction score), CES (customer effort score), and QA score. This allows you to set realistic expectations for your team and avoid arbitrary evaluations. For the business, it serves as a clear benchmark to see whether your service is genuinely competitive. However, market figures are not dogma; they might not fit your specific context, so you can set your own boundaries based on business goals. Speaking of AHT: measuring speed alone is a dangerous trap that forces agents to close tickets as quickly as possible rather than solving problems. That’s why AHT must always be evaluated in conjunction with FCR. If an agent closes an inquiry in one minute, but the customer has to write back, that’s a hit to quality.

Separating Hard vs. Soft Skills

Be sure to separate hard and soft skills. This allows you to immediately see where a team member has a gap - in product knowledge or in communication.

Example: If an agent politely, empathetically, and with the right tone of voice apologized, but provided incorrect refund instructions, their soft skills score is 100%, but hard skills is 0%. This distinction helps the team lead realize that the agent doesn't need etiquette training - they need to refresh their knowledge base.

Configuring Scoring Weights

Even the most detailed checklist loses its value if every item carries equal weight. If a standard greeting and an accurate compensation calculation both grant 10 points, your scorecard math is broken. Most modern automated support QA systems recommend giving the highest weight to problem resolution accuracy (solution accuracy), while giving less weight to formalities and etiquette.

For example, a baseline breakdown might look like this:

• Hard skills / accuracy (accuracy and processes) - 50–60%: Includes accuracy of information, adherence to guidelines, correct actions in the CRM, and filling out system fields. An error here costs money or risks customer loss.

• Soft skills / communication (communication and empathy) - 30–40%: Tone of voice, grammar/clarity, empathy, active listening, and response structure.

• Operational efficiency / compliance (operational efficiency) - 10%: Timely status updates, adherence to hold/pause rules, and proper ticket tagging.

  
  

Scoring Flexibility via N/A Logic

Not every conversation requires fulfilling every single checklist item. Be sure to include an N/A (not applicable) option for each criterion. When an item is marked N/A, its weight should automatically redistribute across other items in the same category so that the total possible score remains accurate (100%).

Tracking Critical Errors (Auto-Fail / Fatal Error)

Not all errors are equally critical to the business. Forgetting to introduce oneself is unfortunate, but not critical to the customer. On the other hand, providing incorrect pricing information or disclosing personal data leads to direct financial loss or reputational risk.

Include an auto-fail (fatal error) category in your checklist. If an agent commits a critical error (data leak, rudeness, blatant misinformation), the dialogue immediately receives 0% for the block or for the entire evaluation, and the case is instantly escalated to the team lead for review.

Summary

Creating a QA scorecard is not about catching agents on minor mistakes or filling out a table with complex math. It is about creating a transparent framework of guidelines where every score gives a clear answer: "What exactly helps the customer, and what costs the business money?" When your scorecard is well-balanced in weights, separated into hard and soft skills, and clear to the team itself, it transforms from a strict control tool into a key driver of professional growth in support.

Good luck building your scorecard!