April 30, 2021

Why you shouldn’t trust bare numbers sometimes

In this post, I’m sharing my recent insight about quantitative data. Sometimes you need to dive deeper and use your empathy to correctly interpret results of a survey.

After I conducted the research from this post, I needed to support it with quantitative data. I ran a survey to confirm my main insights and conclusions. But the results I got were confusing. My results were 50/50. I got neither confirmation nor disproof. Or so I thought.

I’ll give an example.

My respondents were people who moved to Israel 1-3 years ago. One of my assumptions made from qualitative research was that new immigrants don’t understand an Israeli job market. So one of my questions in the survey was: “Do you understand the job market in Israel?”. This was a Likert scale question.

And basically, half of the participants said yes, and another half — no (counting both “strong” or “somewhat”). Here is my 50/50. Where can we go from there? Do they understand, or don’t they understand? Meanwhile, I had five more results like this on other questions.

And now it’s time to really switch to this user-empathy-design-thinking philosophy we’ve been taught. Think of these results. Half of the sample doesn’t understand the job market in Israel. If we extrapolate — half of new immigrants don’t understand it. That means that half of them can’t efficiently look for a job. And it really doesn’t matter that the other half can. Half — is a big chunk, so yes, we have a confirmation of our initial assumption. Although the bare numbers don’t give us that right away.


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