the key challenge in behavioural research
TRANSCRIPT
The Key Challenge in Behavioural ResearchUnderstand the Issue and Uncover the Solution
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Welcome
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Agenda• Introduction
• Common Method Bias - Explained
• Common Method Bias - Sources
• Remedies to Solve Common Method Bias
Dr. Esther TippmannLecturer at the Department of Management
University College Dublin
Elena SugrueAcademic Account Executive
Qualtrics
We often use self-report surveys
Respondent reads the question and selects a response without researcher interference
Involves asking about respondent’s behaviours, feelings, attitudes, beliefs, etc.
Self-report surveys often have data quality issues
Common method bias as one data quality issue
Bias attributable to measurement method: Respondents have a tendency to
answer questions in a consistent manner
Can cause systematic measurement error
Concern most severe if:Data on both the outcome variable (dependent variable such as performance indicators) and explanatory variable (such as activities, behaviours, beliefs, attitudes) at the same time from the same respondent
(Source: Podsakoff, MacKenzie, Lee & Podsakoff (2003) Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5): 879-903)
Common method bias may inflate covariation among variables
Relationship in data collected from a single respondent
Concern of common method bias
Relationship in data collected from two respondents
(One respondent reports outcome variable, another explanatory variable)
(For example: Podsakoff, MacKenzie & Podsakoff (2012) Sources of method bias in social science research and recommendations on how to control it. Annual Review of Psychology, 63(8): 539-569)
Research design remedies to solve common method bias
• Collect information for key constructs at different points in time
• Questionnaire design
• Using multiple respondents (sources) to collect information for key constructs
1st respondent reports on outcome
variable
2nd respondent reports on
explanatory variables
Reducing Bias in Survey Responses:The Role of Randomisation
Problem:• Selecting the first reasonable option is one
of the strategies employed by respondents that are not engaging in the optimal process of responding to a question
Solution: 1. Answer choice randomisation (fixed
display and subsets)
2. Block randomisation
3. Question randomisation
Label AnchorsDifferent question types
Different ways question types
Different anchor points
Order of labels