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. |
This article applies to: UserTesting
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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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