3 Steps guide for better research data quality
Good insight relies on good data. Yet we aren’t always convinced we’ve collected good quality data. In particular sample quality is an on-going concern, with nearly half of researchers citing it as a primary frustration in our annual Research Trends study. So, what can be done to ensure the integrity of your data?
1. Reduce Response Burden
Improving data quality can be approached in 3 ways:
Response burden is generally defined and measured as the time it takes a participant to complete a questionnaire. However, there are other elements at play:
The length of the interview (or questionnaire length for self-administered surveys).
Brandburn (1978) Respondent Burden.
The amount of effort required of the participant.
The amount of stress on the participant, and the frequency with which the participant is interviewed.
WHAT TO DO
Pay close attention to reducing response burden by designing short, mobile-first questionnaires.
If possible, approach your research questions iteratively, building upon the body of knowledge about your (or your client’s) brand, product, universe, one short study at a time.
Additionally, wherever possible, make use of existing sample profiling data to avoid asking known information.
For help creating your survey, see The Definitive Guide to Effective Online Surveys and the accompanying 10 Tips to Creating Great Survey Questions infographic.
2. Include Data Quality Questions
With concerns of rogue respondents running high coupled with increasing responsibilities of survey ‘bots’ negatively impacting data, adding specific quality questions is standard practice.
WHAT TO DO:
Sprinkle a few data quality questions throughout the questionnaire
(however, do so with caution!)
Attention Checks
Attention check questions are an overt way of checking whether the participant is paying attention to the questions and instructions. For example, “What color is the sky?” The instruction tells participants to select an incorrect response such as yellow.
Red Herrings
A more subtle approach is to add red herrings to a response list. For example, include one or two fake brands or products within the response list.
Duplicate Questions
Another option could be to ask the same question at different places in the questionnaire or ask for the same information in different ways to check for consistency.
3. Clean Survey Data
Once you have your survey data, you can undertake various checks to identify inattentive and bogus respondents to remove them from your dataset.
WHAT TO DO:
Review the data set to identify respondents who exhibit the following inattentive signs:
Straightlining
Straightlining is when participants select the same or patterned response for a set of questions.
Speeders
Speeders are participants that move through the questionnaire at a rapid pace.
Gibberish Responses
A third data check is to seek gibberish responses to open-end questions.
As we’ve seen, you can take several steps to improve survey data quality. We strongly recommended that all of these steps are employed simultaneously to address quality holistically.
Related resources
Episode 08: Sven Gierlinger | Northwell Health
HX SUPERHEROES PODCAST Episode 08: Sven Gierlinger | Northwell Health Tune in to this episode wherever you get your podcasts. If you found this episode insightful please like and subscribe. Can a patient transform the healthcare industry? When it comes to healthcare, the patient experience goes beyond just the physical. Sven Gierlinger, Chief Experience Officer at Northwell Health, is the vanguard of change in […]
How emerging tech could help us tell the Human Experience story
How emerging tech could help us tell the Human Experience story Throughout history, humans have used stories to illustrate their lives and communicate with each other. A story is the fastest way to help your audience understand what you mean. And with just a handful of storytelling techniques – and cutting-edge technology – you can […]
Episode 07: Paul Abbott | Amex Global Business Travel
HX SUPERHEROES PODCAST Episode 07: Paul Abbott | Amex Global Business Travel Tune in to this episode wherever you get your podcasts. If you found this episode insightful please like and subscribe. Navigating business turbulence: Amex GBT’s journey of transformation Picture this: You have just taken on the role of CEO at the world’s largest […]
Learn more about our industry leading platform
FORSTA NEWSLETTER
Get industry insights that matter,
delivered direct to your inbox
We collect this information to send you free content, offers, and product updates. Visit our recently updated privacy policy for details on how we protect and manage your submitted data.
