Scales Based on Multiple Response Questions

Not all scales in market research need be of the Likert, Semantic Differential, or Constant Sum variety. They don’t have to involve Bayesian theory like the extensions of Maximum Difference Scaling do. In fact, sometimes the simplest approach truly is the best. The multiple response format is a...read more

The Final Four: Ways to Collect Data in Survey Research

When we strip away the glamor, the surveys we create and administer are nothing more than data collection platforms. Novice researchers may focus on basic question types, but as we expand our skills the more astute researcher realizes there are many ways to capture data through the questions asked....read more

Sorting the Wheat from the Chaf: Determining Significance in Survey Data

As market researchers it is our task to sort the wheat from the chaff. Whether the data is from a survey or customer transactions it is our function to extrapolate meaning and educate those who can do something with it. When we dig into the details underlying our data we are often confronted with a...read more

Uncovering the Sins of the Top Box Score

There comes a time when a direct marketing piece catches your eye. I was cleaning out some files recently and came across a white paper that covered one of my favorite topics - the use of the top box as a measure for conveying scale scores. If you are not familiar the top box score is the sum of...read more

Creating Categories from Open-end Responses

It is an alchemist’s blend of art and science when it comes to qualitative marketing research. The analysis of open-ended questions found on most surveys is indeed a qualitative endeavor. At its core this is an iterative process, even with the use of text analytics tools such as OdinText. Where do...read more

Know Your Rows and Columns: How to do a Cross Tabulation Analysis

Data can be analyzed in numerous ways. There are a few go to methods that every researcher needs to be proficient with. The tool of choice for diving into survey data is the crosstabulation. There are fancier multivariate techniques, and those have their place, but for everyday use the crosstab is...read more

Say, Just What is a Likert Scale Anyway?

If you have been around survey research for any length of time you have come across the ubiquitous Likert scale. But, do you ever wonder what the Likert scale really is? This question format and its strongly agree to strongly disagree framework is a staple for in the pantry of questions we use on...read more

Keep it Short and Simple: A Guide to Respondent Engagement

My interest as of late as turned to surveys that support employee loyalty, however, today’s topic applies just as well to consumer or B2B market research. As a research professional I find it useful to keep my feet on the ground and participate in surveys where feasible. This keeps me grounded in...read more

Sliding Down the Funnel

Following up on a previous post regarding measuring awareness and familiarity there are other questions that need to be addressed if we are to create a funnel. Why a funnel you ask? Funnels are commonly employed in brand tracking studies. This form of research requires a structured questionnaire...read more

Awareness Questions in Surveys

Hey there…have you heard of me? In consumer and B2B market research circles we are often asked to assess market awareness and/or familiarity with brands, products and spokespeople or causes. These two related, but separate constructs, represent the first steps on the pathway from prospect to...read more
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