Nearly every survey begins with screening questions to ensure that only the people you are trying to reach are included in the survey. For example, if you are conducting a survey of women, you need to ask about gender and kick out the men. And because every question costs money, you want to qualify respondents…
Data visualization will likely be one the biggest areas of innovation and development over the next several years. This is a good. A chart that clearly and succinctly displays detailed data in a way that captures the viewer’s attention and helps interpret the data can be incredibly powerful. Edward Tufte, a pioneer in this area,…
One of the devilish problems with statistics in market research is that we deal with probabilities rather than simple yes/no answers. But you, as a business person, need to make clear-cut decisions: Should you launch the product, yes or no? Which one name should you choose for your new service? Which three areas should you…
For some reason I’m always a little surprised that people tell the truth on surveys. I like to think of my “healthy skepticism” as a professional asset, because it forces us to check and double check, corroborate and triangulate. Before we commit to the findings of a research effort, we need to feel 100% sure…
You might think that a research firm specializing in surveys would be glad to see a world in which customer feedback surveys are everywhere. Not so. I take part in a lot of webinars, and unfortunately I am asked to complete a survey (at least one) every time I attend. Some websites ask me to…
We are big fans data visualization (in addition to presenting data with numbers and tables). But even the basics of visualizing data can be challenging, so it is worth thinking about how and when to use some of the simplest tools, like pie charts and bar charts. Pie charts can be particularly challenging because they…
Market researchers complain a lot when they get data back from surveys and see that people have been “speeding” through their surveys or that people are not giving thoughtful responses. Putting aside the issue of fraud (which is a huge problem in our industry) the problem is rarely “bad respondents” – instead the problem is…
One of the cool things about social science and marketing research is that it brings together mathematics and human behavior. Mathematics is beautiful, elegant, and abstract. It is much like art. Human behavior is messy, contradictory, and frustrating, desperately in need of a way to make sense of it. Bringing the two together – turning…
Here’s a chart that will dazzle the research and design teams you are working for. It’s called a Sankey chart. In the context of market research, it is used to show the “flow” of respondents from one cut of data into another. For example, suppose you have data on how respondents started shopping online for…
I just read a delightful and thought-provoking snippet in Proust’s Swann’s Way (published in 1913) that, unfortunately, reminded me of artificial intelligence in market research. Here is what Proust originally wrote, which is delightful: But all of the feelings we are made to experience by the joy or the misfortune of a real person are…