By restructuring a question to allow multiple responses, what bias is avoided in data collection?

When a question is restructured to allow for multiple responses, it addresses the potential for the error of observation. This form of bias can occur when respondents find the questions too restrictive and feel unable to provide answers that fully encompass their views or experiences. By enabling multiple responses, the data collection process captures a broader spectrum of information, thereby aligning more closely with the actual sentiments or behaviors of respondents.

This enhanced flexibility minimizes the likelihood of missing relevant data points that might arise from a more rigid questioning format. In doing so, it helps ensure that the data collected reflects the true nature of the population being surveyed, thus improving the overall quality and accuracy of the insights derived from the analysis.