The Customer Aggravation Index: Predicting Customer Loyalty Without Surveys
August 24, 2011

I don't know about you, but I hate customer satisfaction surveys. We are all inundated with them thanks to email. It used to be these things came in the mail (easy to throw out) or by telephone (hang up). Now, most of them come via email. I stay in hotels 100-plus nights a year, and no matter how big or small the hotel was, they always manage to send me a survey several days later. Like you, I delete the survey unless I really had a bad experience.
I did waste 15 minutes filling out one I got from a St. Regis Hotel vendor and was madder after filling out the survey than before I started it because there was no place for me to explain the problems I experienced at the property. Plus, I had to waste 15 minutes of my time, telling a company I just paid a lot of money to how they screwed up.
Companies know that people are busy and hate filling out lengthy surveys, so two of the latest techniques are to make some vague offer that you might win something if you fill out the survey ("Earn a chance t win 100,000 airline miles") or to make the survey really short. A big trend now is one question surveys, called net promoter score. The biggest problem with these brief surveys is still most people don't fill them out unless they are mad, and if you only ask one question and get a low rating, you don't know what made them mad or what to do about it.
Problems with Customer Surveys
I guess the big advantage of surveys is that they are cheap, easy, and anyone with access to Survey Monkey or similar software can do one. The biggest problem with surveys is that most people don't respond or fill them out, and those that do tend to be really happy or really unhappy, provided an inaccurate reading of overall satisfaction of all customers. A 30% return rate on a survey is considered good, and most don't even get that. Some of the other problems with surveys are:
- Surveys take up valuable customer time
- Surveys may frustrate unhappy customer even more
- Surveys rarely generate any kind of follow-up response, making you wonder if anyone even reads them
- Surveys often fail to include the most important questions like "Did you get a good night's sleep at our hotel?"
- Surveys may not provide enough detail to diagnose and solve problems
- Surveys cannot be done frequently or you could aggravate customer more
- Some corporations like Wal-Mart have policies of not filling out vendor surveys
- Employees figure out how to cheat – real estate agents only handed out surveys to customers they knew were happy with the transaction and car dealers have been caught offering incentives to customers for high ratings on JD Power surveys.
A Better Way
It is vitally important for an organization to measure customer satisfaction and to try to predict customer loyalty. It is also important to detect even minor dissatisfaction levels so something can be done to improve the relationship and keep the customer.
As an example, look at FedEx, who was the pioneer in developing a daily metric that tracks how many customers they made mad on a daily basis and how mad they make them. By holding focus groups with customers from a variety of industries and locations, they gathered a long list of things FedEx had done to aggravate them over the years.
Once FedEx narrowed down this list to a reasonable number of problems, they had customers rank order them from the most maddening to the least, assigning 1-to-10 severity ratings. It turns out the 10 or worst thing FedEx could do was lose a package and never recover it. A minor aggravation rating of a 1 or 2 might be a package that is an hour or two late. Every day, FedEx tracks occurrence of these problems, multiplies the frequency by the severity, and rolls it up into an index that measures customer aggravation levels. It turns out that this index is directly correlated to disloyalty.
Big surprise: if you make a customer angry enough, they take their business elsewhere and usually don't bother filling out your stupid survey.
Tracking Aggravations at other Organizations
Milwaukee airline Midwest Express liked the idea of a daily metric that predicted customer loyalty, and already had data on many of the factors that frustrate customers. Other than a crash, the "10" for an airline customer is the airline cancels the last flight of the night when you are on your way home, every hotel room in Chicago is sold out, and you have to sleep in O'Hare until you can get a flight the next morning. Pretty close to that is that the airline loses your luggage when you are heading to Paris for a wedding and all you have to wear is jeans and a t shirt. Your $2000 tux is gone, and your wife's dress she got at Neimans is also gone. This happened to my good friend and he still refuses to fly this airline ever again. A minor aggravation for an airline customer might be having to check your carry-on because the bins are full, or getting placed on hold for 20 minutes by a reservation agent.
DTE Energy the electric and gas company in Michigan (formerly Detroit Edison) liked the idea of an aggravation index as well and started tracking power outages, billing errors, and other factors on a daily basis. Discover Card in Chicago adopted this metric for a while as well, and tracked call center waiting time, average call length, billing questions, handling of fraud, talking to someone in their call center with a foreign accent and other factors that many people find aggravating. A big frustration for Discover Card customers was trying to use the card and fund out it was not accepted by the merchant.
Advantages of the Aggravation Index
The biggest downside of a metric like this is that it does not provide data on overall satisfaction levels or situations where you might have surprised and delighted a customer – it only measures screw-ups.
However, I think the list of advantages far outweighs the limitations:
- Aggravation index can be tracked and reported on a daily basis, providing real-time performance data
- Customers do not have to put out any time or effort to give you data on their levels of dissatisfaction
- Most organizations track the things that frustrate customers already so there is not a lot of cost in implementing this metric
- The metric is simple enough for all levels of employees to understand
- The data is actionable – levels of aggravation can be analyzed to determine the specific events or errors that occurred and action plans can be put in place to improve
- Aggravated customers eventually leave and this measure gives you a way to detect minor problems before this occurs.
Don't Confuse Loyalty with Satisfaction
The fact that your customers stick around does not necessarily mean they are happy with your products or services. Loyalty is often driven by laziness, risk aversion, habit, and a lack of better choices. Most of us hate paying our cable/satellite bill for television, and have looked around at alternatives, but they are all around the same price and have the same channels, and we may be stuck in a contract, so it is easier just to stay where we are. Predicting future customer buying behavior and loyalty is a tricky business. A customer who consistently rates you a "10" on your net promoter score survey may be gone tomorrow because someone came along with an attractive offer or she just got bored and wanted to try something new. Leading companies like Fed Ex and others have found that a daily metric that tracks occurrence of errors that frustrate customers can be a simple and easy way of measuring and predicting when a customer might leave and never come back.
Mark Graham Brown is a veteran consultant and regarded as one of the leading experts on performance measurement/balanced scorecard and the Baldrige model.























I absolutely hate all the
I absolutely hate all the surveys that are piling on, which is why I keep a separate e-mail account for tasks such as the one you mentioned, booking hotels. I think part of the problem is that it's not very personal. Like, if I'm shopping at a store and the clerk would ask me to fill out some questions and does so with a smile, I'd be a lot more willing to help than if the store would send me an automated e-mail just because they have my mail on file.
My opinion is that any hotel
My opinion is that any hotel should try and have have the best customer service so they can ensure loyalty and satisfaction. My opinion as a client is that any hotel I choose to stay with should try their best to make me feel special.
Thank you for the posts. I
Thank you for the posts. I found the information to be informative and useful.
roof repair yolo county
Aggravation index evidence from practice
I might be breaking the bubble here, but there are a few operational issues with using an "aggravation index", and it should be used with care.
Inherently it is good to stay away from indexed as much as possible when measuring performance, due to their property of diluting the meaning of the core data. Think of them like a mix of alcoholic drinks which might look alluring in color, but will most likely give you a hangover. It is much simpler to manage performance by reviewing core data. If monitoring "operational screw-ups" is what you are after, you get a much richer picture by keeping track of them separately:
* X for this category, with this trend chart
* Y for that category, with its specific trend chart
However these would be used to monitor the quality of processes and not customer satisfaction.
My advice is to keep the data neat, clear and free from weightings, ratings and other subjective ponderations. It is fine to use more categories, even better if they are properly defined, but aggregating into one score, as attractive as it may be spoils the meaning of data.
In terms of other companies using such an index, besides Mark's articles which mentioned this KPI as early as 2009, the http://www.smartkpis.com research team couldn't really find much.
FedEx is mentioned as an adopter. Might be, however they certainly don't rely on it. Proof are surveys such as this one:
https://www.fedex.com/id/ebusiness/survey.html
in which they ask questions such as this one: Rate the level of satisfaction for the functions within the shipping tool that you have used most often. Please also provide comment, if any, on how we can improve them (1 - very dissatisfied, 5 – very satisfied)
Another company mentioned as late as August 2011 as using such a KPI is Midwest Express. They were acquired in 2009 and disappeared as a brand this year. It is not clear what they are currently measuring.
As about DTE Energy, considering the terminology used in this presentation, they are pretty much into customer satisfaction these days: http://www.dteenergy.com/dteEnergyCompany/aboutDTEEnergy/supplyChain/pdf...
It is good to see more companies experimenting with hybrid KPIs. It would be even better to hear more details about successes, failures and lessons learned in this process.
We will be listing the # Aggravation index in our curated database, along with the already listed NPS: http://www.smartkpis.com/net-promoter-score-1303.html
and are looking forward to further input around the practical application of new ideas for KPIs.
Aurel Brudan
Performance Architect
http://www.smartkpis.com
Some are missing the point
I think the people posting comments like "Surveys are fine, it just means you're doing them poorly" or "Surveys can work if they're quick and easy!" are missing the point here.
A 30% return rate on surveys is actually incredibly high; it's normally a small fraction of that.
Surveys annoy customers; when I'm on hold with a tech support issue they want me to answer a "quick survey", and I want tech support, I don't want a survey. When I pull up to a Taco Bell window, the cashier quickly stammers through a rehearsed message about a number I should call to fill out their survey, and I want to eat food, I don't want a survey.
The answers you're getting from people who fill out surveys isn't even reliable because your average customer *does not* take the time to fill out a survey. The few people who like to take the time to submit surveys are *not* representative of your average customer.
The Customer Aggravation Index
Great article with some wonderful insights into the reality of getting customers attention long enough to provide feedback; of any kind. I run an online trade show displays business that for the most part has a lot of very satisfied customers....I think! You actually made me rethink that presumption and scoring occurrences of aggravation gets to the end game a lot faster than waiting for a satisfaction survey. You might find it interesting to know that a hotel general manager I worked for in an earlier career, each week at the staff meeting, would read customer complaints, but especially those regarding food prices. As soon as the weekly complaints on food prices went below 2 or 3, he would automatically increase prices in every restaurant in the hotel! How would you score that one?
I think it's difficult for
I think it's difficult for smaller companies, like mine, to track down customers loyalty. We have so many other problems on sight that looks more important. You should write about that too. Maybe you give me some light into the subject. =)
I agree with him
Smaller companies like mine cannot afford to track down customers loyalty, so is there any solution for us that you can provide.
You don't need to
you don't need to track it this is nothing important
it does matter
tracking customer satisfaction is important for all customer facing companies, big or small. The problem with small companies is a lack of time, money or resources to really go about tracking customer experiences in a productive way. An email survey is a cheap and easy way to try gather this information and the only option for alot of small companies.
Taking Customers for Granted... Vaporize your Business
I agree 100%. As a consumer- I think customer surveys are excellent fodder for the paper shredder or the recycle bin. As a business owner I've learned to respect that a customer may seem content... as they are racing for the nearest exit or a competitor's latest offer. I like the idea of aggravation indexes- I have no experience with them but common sense would support the concept that a more honest response would be accomplished.
A Revolutionary Idea in Customer Feedback
Mark:
You are so right! Many customers don’t fill out surveys. But that’s merely a challenge, not a road block. And it’s a challenge that can be overcome. What business wouldn’t jump for joy if customers wanted to fill out a survey because it was quick, easy and even fun because they could do it on their smartphone? Every business in the world would love it! There’s new technology out there that can do just that AND improve survey response rates. You can find it at http://www.feedbackrevolution.com
Tom Ellis
Revolutionary Idea
Oops! I messed up the URL. That's http://www.feedbackrevolutionqr.com.
Tom Ellis
Let's not throw the baby out with the bath water
Mark - you make some good points in your section about problems with customer surveys. However, most of them relate to how a survey is implemented not the inherent goodness of getting customer feedback.
Just because lots of companies do a poor job at customer surveys doesn't make the approach wrong.
There is one correction I must make regards Net Promoter Score. Research indicates that NPS actually does correlate with customer loyalty. I agree the customer satisfaction is a poor indicator but NPS works.
Adam Ramshaw