Understanding Key Driver Analysis and Chart Reports
If you're a manager with limited resources, it's challenging to make the improvements you know will ultimately benefit your organization. In order to get the most bang for your buck, one option to determine customer wants and needs is using a key driver analysis.
A key driver analysis, sometimes known as an importance/performance analysis, is a study of the relationships between several factors to identify the most important ones. A key driver analysis can be used in many applications. One of the most common is the one used in the area of customer satisfaction and loyalty.
Finding Key Drivers of Customer Satisfaction
Acme Rocket Company (ARC) operates 12 call centers and upper management has to set benchmarks for each center for the number of calls per agent per hour as well the number of cases resolved on the first call. You know that those are conflicting goals. The harder you push your agents to increase their calls per hour, the fewer calls they will resolve on the first attempt. While it's challenging to show your boss that these aren't the right goals, it's even harder for you to learn what the best metrics really are.
To meet the challenge, you do a key driver analysis. You prepare the key driver chart and explain to your boss that agent product knowledge is far more important than, say, how many times the phone rings before an agent answers it.
Charting Agent Performance
- Agent technical knowledge
- Agent courtesy and friendliness
- The speed with which a call was answered
- The number of calls required to resolve a problem
- An agent's language skill
- An agents level of patience
You can conduct a customer satisfaction survey and ask your customers to rate each of these qualities their agent had. At the same time, ask your customers their overall satisfaction with the experience.
Importance Performance Maps
The beauty of a key driver analysis is that it can help you understand what your customers are looking for in order for them to have a good experience with your call center. By doing an analysis of their answers and correlating their satisfaction level with the metrics you'll understand which factors have the greatest impact on customer satisfaction. You can then plot this data in a scatter diagram called a key driver chart or an importance-performance map.
Key Driver Chart
A key driver chart plots the results of a key driver analysis in a graph format that can then be quickly read and easily understood. Each agent metric from above is plotted on the graph according to its importance to the customer (on the x-axis) and your performance in that area on the y-axis.
This generates four quadrants. The most important quadrant is the lower right quadrant. The items plotted here rank as high importance to your customers but your performance in those areas is low. Consequently, these are the areas where your action will have the biggest impact and generate the greatest improvement in customer satisfaction.
Action Planning From Key Drivers Analysis
The lower right quadrant is the most important area of the key driver chart. It identifies the key drivers of customer satisfaction. The key driver chart helps you plan the action you need to take to improve, but it also tells you what not to change. The factors that plot in the upper right quadrant are those that are important to your customers' satisfaction and are areas in which you are currently performing well. Any changes you make to fix problems in the lower right quadrant must not disturb the factors in the upper right quadrant.
For example, if agent product knowledge is a factor in the lower right quadrant and that needs improvement, you can send your agents to class for one hour a day to learn more about the product. However, if the speed with which the calls are answered is in the upper right quadrant, you don't want the extra time it'll take to train the agent to, consequently, reduce the speed with which calls are answered. Therefore, it may be better to work overtime for awhile or temporarily hire extra staff.
The factors in the upper and lower left quadrants are of lower importance to your clients. How well you perform in these areas will have less impact on your customers' satisfaction. Therefore, don't waste your resources on these. Using a Key Driver Analysis will go far in helping you put your agent's time and your available budget in the right place.