
Insights Refresher - Biases
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Professional Development
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Kristin Yang
Used 1+ times
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6 Slides • 7 Questions
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Foundational Testing Concepts Refresher - Biases in Research
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What is bias?
Systematic errors in our thought processes that impact the way we live and work
An inclination of temperament or outlook
Often associated with prejudice or favoritism
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Biases in Research
Researcher Bias
Respondent Biases
Analysis Biases
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Researcher Bias
Leading questions: Rather than allowing the respondent to answer the question honestly, these types of questions nudge them in a particular direction.
Loaded questions: Force respondents to answer in a way that may not accurately indicate their true opinion or experience.
Order bias: Questions positioned earlier in your survey might influence how respondents choose to answer questions that appear later in your survey.
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Respondent Bias
Status quo: Preferring things to stay the same.
Ex: Presenting a new & affordable way to stream TV but most participants reporting they would prefer Netflix since it’s what they are used to.
Availability heuristic: Using info that comes to mind quickly/ easily
Ex: A respondent is currently watching “The Voice”. They respond with “The Voice” when asked what their favorite all-time TV show is, despite having many other favorite shows.
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Analysis Bias
Framing effect: Drawing different conclusions from the same information depending on how it’s presented
Ex: Hand sanitizer is labeled as "99% effective" vs. "1% not effective"
Confirmation bias: Finding and remembering information that confirms our perceptions & beliefs
Ex: Closely looking for patterns in your test data to prove your hypothesis, overlooking the data that says otherwise.
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Multiple Choice
Why do we randomly select our samples?
For control
So we don't get the same answers from everyone
Reduce bias
Eliminate confounding results
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Multiple Choice
You are trying to get a rating from users on their experience when contacting customer service. What is the better way to phrase the question?
How disappointing is it when you can't find out how to contact customer service?
How easy or difficult is it to contact customer service?
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Multiple Choice
You are trying to determine whether someone has used a mobile app to book a hotel recently. What is the better way to phrase the question?
Which of the following have you done in the past 30 days?
- Rented a car
- Applied for a credit card online
- Bought something on Facebook marketplace
- Used an app to book a hotel
- Called a restaurant direction to make a reservation
Have you used a mobile app to book a hotel in the past 30 days?
- Yes
- No
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Multiple Choice
You want to determine how much people liked a YouTube video. What is the better way to phrase the question?
How much did you enjoy this YouTube video?
On a scale of 1-5, with 1 being the worst and 5 being the best, please rate this YouTube video
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Multiple Choice
Which of the questions below is an example of order bias?
1st Q: How interested are you in playing on a company softball team? 2nd Q: What is your favorite sport?
1st Q: What is your favorite sport? 2nd Q: How interested are you in playing on a company softball team?
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Fill in the Blanks
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Multiple Select
What are some ways you can avoid bias in your research?
Ask neutrally worded questions
Ask questions that are not leading
Ask yes/no questions
Send your survey to someone to proofread
Don't insert your own opinion
Foundational Testing Concepts Refresher - Biases in Research
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