Avoid bias when collecting feedback

Learn how the wording of tasks and questions in your test can inadvertently introduce bias that can affect the feedback you receive and lead to inaccurate results and conclusions.

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About research bias

  • Participants aim to succeed in tests by answering questions and completing tasks.
  • Since you know more about the test, they may look for cues from you to help guide them.
  • These cues (tone, body language, facial expressions) can unintentionally influence their answers or task performance, leading to biased findings.
  • To avoid bias, maintain a neutral expression and posture during the session.
  • Unmoderated tests reduce the risk of moderator bias by eliminating verbal and nonverbal signals.
  • Bias can still be introduced through task wording, especially if tasks are:
    • Overly directive
    • Lack neutral language

 

 

Avoid being overly directive

  • Most bias that surfaces in task wording is due to overly explicit instructions about how to complete a task.
  • When writing activities for your test, provide a goal to be accomplished, but don’t give away the answer or have respondents simply follow your instructions.
  • You can always follow up on goal-directed tasks with more directive tasks. 

Poor example: "Go to the filters and select on size XL, then sort by price to find the most inexpensive sweater that is a size XL."

  • This example is too explicit. It tests whether someone can follow your directions rather than if they can use the design.

 

Better example

"Find a sweater under $100 in size XL."

—THEN—

"If you haven’t already done so, organize the list of sweaters to display from highest price to lowest price."

  • This better example shows whether the respondents even tried to use the sort and filter controls.
  • The follow-up task is more directive, with the intent of exercising the sort controls.
  • Notice that it still does not use the word “sort” because that matches the control label on the page.

 

 

Use neutral language

Another bias-inducing practice you want to avoid is asking "leading" questions, in which you inadvertently point the participant to the correct answer.

Here are some examples of leading questions:

  • “How much better is the new version than the original homepage?”
  • “Was it hard to find the Preferences page?”
  • “What would you improve about this page?”

Note that even subtle wording can bias the respondent. These questions assume the following:

  • The new version is better.
  • Finding the Preferences page is hard.
  • The page needs improvement.

Use balanced language to address this issue. In so doing, your questions will elicit more accurate feedback.

  • “How does the new version of the homepage compare to the original?”
  • “How difficult or easy was it to find the Preferences page?”
  • “What, if anything, would you improve about this page?”

 

 

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