Research shows that up to 80 percent of college students experience some form of statistics anxiety -- and for students majoring in psychology, this anxiety often puts obstacles in their path to graduation.
Now, Vitevitch is the co-author of a new study that uses a questionnaire and an analytical technique called "network science" to determine precisely what factors contribute to this kind of statistics anxiety among psychology majors. The paper appears in the peer-reviewed journal小号cholarship of Teaching and Learning in Psychology。
"We teach a statistics class in the psychology department and see many students put it off until senior year because they're scared of this class," Vitevitch said. "We're interested in seeing if we could help students out of the statistics anxiety. There's not a one-size-fits-all solution to get them to overcome their fears. You need to find out what their fear is and focus on that. For people who don't think statistics are useful, you need to convince them it's not just useful for psychology but for other things as well. For people fearful of math and statistics in general, you need to help lower their anxiety so they can focus on learning. We hope this gives us some understanding of our own students and statistical anxiety in general."
Vitevitch's collaborators on the new paper are Cynthia Siew of the University of Warwick and Marsha McCartney of the National University of Singapore. The researchers said a grasp of statistics is vital to academic achievement and a well-rounded understanding of the field of psychology.
"It's a way of communicating with numbers instead of words," Vitevitch said. "A picture is worth a thousand words. Numbers can convey a lot of information as well. Being able to compute those numbers and communicate that massive amount of information quickly and concisely is important. It's also very important knowing what those numbers mean and not skipping over them in a paper in a peer-reviewed journal article."
The team used a questionnaire called the Statistical Anxiety Rating Scale (STARS) to determine aspects of learning statistics causing the most anxiety and categorize students into groups of high- and low-anxiety students. Questions probed students' feelings about the value of statistics, self-concepts about math ability, fear of statistics teachers, interpretation anxiety, test and class anxiety, and the fear of asking for help.
“人们会回答,这样的问题,”you think this is a useless topic? Do you think you'll never use statistics in your life? Do you think statistics professors aren't human because they're more like robots?'" Vitevitch said. "Hopefully something like 'my statistics teacher isn't human' is something we can focus on -- and I'm saying that as a former statistics teacher who is human."
"Network science maps a collection of entities that are somehow related to another," Vitevitch said. "Most people think of a social network where the dots would be you and your friends and lines would be drawn between you and people you know. You might know someone and they might know someone, but you might not know that third person. If you sketch these friends out, you get this spider-web looking thing. People have been doing this with various psychopathologies -- looking at symptoms of depression, for example. With statistics anxiety, it's not just that you have symptoms, it's how long you have them and which ones are more important? That's not always captured by a laundry list of symptoms. But it does seem to be captured by a network approach. The most important symptoms are in the middle of that spider web."
Vitevitch said he hoped the results would be used by instructors in university psychology departments to develop effective interventions to ease students' statistics anxiety.