Basic Question on ‘Sampling Bias’

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  • #1811
    Dhruba Lahiri
    Participant

     

    Would welcome comments on the following problem

     

    Suppose I ask a population of 2090 enterprises to choose between two different questions

    Q1: A business should always strive for growth, profitability and innovation

    OR

    Q2: A business is about independence, acheiving personal satisfaction and enjoying your  work and lifestyle

    Now out of a total response of 165 , 70 of them chose Q1 and another 95 chose Q2. For the purposes of subsequent analysis if I deliberately decided to rerstrict my analysis only to those who chose Q1 ( i.e the 70) and named them EO, would this constitute a case of sampling bias?

     

     

    #1816

    This cannot be decided on the basis of the information that you provide. A sampling bias would be in place when the reason why some companies opt for Q1 is systematically related to your research question and hypothesis. So, what is your hypothesis?

    #1815
    Dhruba Lahiri
    Participant

    Thanks Ingo

    The central hypothesis is that EO attributes (innovativeness, proactive and risk taking) and Absorptive Capacity (ACAP) together can explain a large part of the performance (measured in terms of potential value) of the firm. 

    Look forward to your thoughts

     

    #1814

    Well, that’s not my field of research and, as I said, the informal assessment of potential selection bias is one of substantive and theoretical reasoning. But I would say you do not have a problem because the independent variables should not be systematically related to one of the two types of businesses (e.g. risk taking should describe Q1 and Q2 businesses alike).

    #1813
    Dhruba Lahiri
    Participant

    Thanks Ingo

    Your answer seems to substantiate my understanding on this matter.

    Based on your earlier reply I delved into the matter a little bit more. As I understood based on readings there will be sampling bias if the dependent variable DV (in this case performance measured as potential Value) has different distribution between the two groups (Q1 Vs Q2). To investigate this I compared the means after splitting the file using an independent T-test and the results were non significant (p>0.05). Could this be an additional basis to argue that there is no sampling bias in choosing just the group who answered Q1 for my subsequent analysis?

    Your insight would be highly helpful

    #1812

    Yes, that’s useful auxiliary information in this context.

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