30 April 2022 SUSS PsyConnect Statistics Tips HO HAN SHENG Table of Contents Page I Assumed Knowledge 3 II Useful Resources 6 III Note-taking 10 IV MTH219 Need to Know 12 V MTH220 Need to Know 15 VI Exam Strategies 22 I Assumed Knowledge • Refresh your memory before lessons Warm-up mathematical intuition and ability to switch between modes of thinking • Topics from N, O and A Level Algebra, Inequalities, Rate conversion, Linear equations & graphs, Logarithms, Permutations & combinations, Set theory etc. 3 I Assumed Knowledge • Mathematical notations Summation symbol, nCr, factorial, set notation etc. • When can I use the calculator? To calculate nCr, n!, exponential • Graphing calculator advantages Binomial, Normal distribution probabilities, Inverse Normal, Graph sketching 4 II Resources • Khan Academy https://www.khanacademy.org/math/statistics-probability Algebra 1, Algebra 2, Statistics and Probability 5 II Resources • Crash Course https://youtube.com/playlist?list=PL8dPuuaLjXtNM_YbUAhblSAdWRnmBUcr Bite-sized videos 6 II Resources • Codecademy https://www.codecademy.com/learn/learn-r Structured learning for R 7 II Resources R for Data Discovering Science Statistics using R Installing R, RStudio, Less technical Tidying data, Using terms, ANOVA, Using R https://r4ds.had.co.nz/ R 8 II Resources Math StackExchange Forum to ask questions https://math.stackexchange.com/ Greek Alphabet in Mathematics Pronunciation and reference https://en.wikipedia.org/wiki/Greek_letters_used_in_mathematics, _science,_and_engineering 9 III Note-taking Notion • Toggle function helps with revision (self-test) • Embed screenshots, figures etc. 10 III Note-taking LaTeX Code Blocks • Typesetting language • Save R code • Useful for displaying tidy mathematical • Mimics syntax highlighting equations 11 IV MTH219 Need to Know Key Definitions Probability Population, Sample, Variable, Random variable, Descriptive statistics, Statistic, Parameter, Continuous distribution, Discrete distribution Descriptive Statistics Mean, Mode, Median, Range, Variance, Standard deviation, Quartiles & Interquartile range, Coefficient of variation Mutually exclusive, Independent events, Conditional probability 12 IV MTH219 Need to Know Random Variables Determine what type of distribution, parameters, calculate mean and variance, probability mass function, cumulative distribution function 13 IV MTH219 Need to Know Normal Distribution Standardisation of normal random variable, How to read z-table 14 V MTH220 Need to Know Central Limit Theorem Normal Approximation Application for sample mean, distributions with For Binomial and Poisson distribution, continuity large sample size corrections 15 V MTH220 Need to Know z-test or t-test? Confidence Intervals • Do we know true population variance? Definition of CI, How to construct CI for mean and • What is the distribution? proportion • Is sample size large? How to read t-table? 16 V MTH220 Need to Know Hypothesis Testing Which test to use? Definitions: Test statistic, critical value, rejection One-sample hypothesis testing, two-sample region, p-value, significance probability hypothesis testing, one-tailed or two-tailed, z-test or t-test Hypotheses creation, Compute test statistic, Rejection criteria, How to conclude? 17 V MTH220 Need to Know ANOVA Definitions: Sum of squares, treatment/ model, error/ residual, treatment/ group, observation/ specimen Compute SST, SSTR, SSE, MSTR, MSE, F-statistic 18 V MTH220 Need to Know Chi-squared Test Goodness-of-fit test, Test for independency, Compute test-statistic, rejection criteria, how to read chi-squared 19 V MTH220 Need to Know Linear Regression Calculate alpha and beta parameters 20 V MTH220 Need to Know Correlation Analysis Calculate and comment on Pearson and Spearman rank correlation coefficient 21 VI Exam Strategies Prepare material Skim the questions Stay calm! Excel sheets, summary notes, What concepts are tested? Clearer mind makes it easier calculator, rough paper, Which questions are related? to remember concepts stationary Which questions to tackle first? beforehand 22