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Jul 28, 2022 · How hard is statistics? The answer: On the surface level, statistics looks hard only because of all the intimidating symbols. However, almost all of statistics can be boiled down to knowing which formula to use in different situations.
Statistics is hard over and above any mathematical difficulty because it involves philosophy: how scientists and other users of statistics ought to analyze data. Moreover it says that all your intuitions are wrong, and you have to let statistics do your thinking for you.
- Depth and Breadth of Knowledge Required. Statistics requires a good understanding of probability theory, linear algebra, calculus, and programming. All these topics are large in scope and require an extensive amount of knowledge.
- Mastering Statistics Requires Reading Skills. Most of my students find learning statistics similar to learning a new language. Indeed, statistics is like learning a new language because it contains a lot of reading comprehension with a side of math.
- Statistics Requires Practical Application. Unlike other subjects like mathematics or physics, which require mostly theoretical understanding, statistics also needs practical application.
- Data Sets Can Be Complicated. Data sets can also vary greatly in complexity depending on what area they are used for. For example, data sets in finance or economics typically contain many more variables than those used in social sciences or engineering research.
Statistics doesn’t make sense to students because it is taught out of context. Most people don’t really learn statistics until they start analyzing data in their own research. Yes, it makes those classes tough. You need to acquire the knowledge before you can truly understand it. The only way to learn how to build a house is to build one.
Nov 22, 2016 · The whole point of Big Data is to understand how to quickly and intelligently shift through peta-bytes of information and extract relationships. That means applying...
- Adam Frank
Jul 21, 2023 · However, many students struggle with learning statistics. This is due, in large part, to the fact that statistics is a broad field that encompasses many concepts, methods and techniques. Students can quickly become overwhelmed by statistics’ many learning pitfalls. This article serves as a guide.
May 15, 2022 · Statistics is hard. Well-trained, experienced and knowledgeable statisticians disagree about standard methods. . . . The 2021 [American Statistical Association] task force statement states: “Indeed, P-values and significance tests are among the most studied and best understood statistical procedures in the statistics literature.”
