Biostatistics and Epidemiology - Comprehensive Statistics Course
Medicosis Perfectionalis via YouTube
Overview
Syllabus
Statistics Introduction - Population, Sample, Parameter, Statistic
Mean, Median, Mode, Range - Central Tendency Measurements - Introduction to Statistics
Bimodal Distribution - 2 modes - Statistics
Types of Variables - Numerical vs. Categorical - Discrete vs. Continuous - Ordinal vs. Nominal
Statistics- Dependent variable vs. Independent variable - Cause and Effect - Correlation
Data visualization- Bar chart, Pie chart, Pictogram, Histogram, Dot plot, Heat maps, Tree maps -Stat
Statistical Sampling - Simple random sampling, Stratified sample, Cluster sample, Systematic sample
Epidemiology Basics - Let’s Study the Population - Biostatistics
Study Design - Case-control study, Cross-sectional study, Cohort study (Prospective, Retrospective)
Statistics Introduction - Null Hypothesis, Odds ratio, Confidence Interval, p-value
Incidence vs. Prevalence - Rates - Attack Rate - Biostatistics & Epidemiology Series
Epidemiology & Biostatistics - Quick Review - Sensitivity, Specificity, PPV, NPV, LR+, LR-
Pearson's Correlation Coefficient (r) - Positive and Negative - Linear Correlation - Statistics
How to Calculate Pearson’s correlation coefficient (r) - Calculations - Problems - Statistics
Percentiles, Quantiles, Quartiles, Normal distribution curve, Standard Deviations, Z-Score - Stats
Cumulative Frequency vs. Relative Frequency- How to calculate - Statistics Series
Box and Whiskers Plot (Box Plot) - Interquartile Range (IQR) - Data Visualization - Statistics
How to find the percentile of a specific value in a data set - Statistics Series
Stem and Leaf Plot (Stemplot) - Stem and Leaf graph - Data Visualization- Statistics
Introduction of Statistics - Mean, Median, Mode, and Range - #science #maths #statistics #math
Positively Skewed Curve - Negatively Skewed Curve - Normal distribution curve (Gaussian Curve)
Statistical Outliers - Mean, Median, Mode, Percentiles, Quartiles, Interquartile range (IQR) - Stats
Quartiles, Interquartile range (IQR), Percentiles, minimum, Maximum, Count, Sum, Q1, Q2, Q3
How to calculate the Mean of Grouped Frequency Tables - Midpoint of Intervals - Statistics
Standard Deviation (SD) - Variance - Interquartile Range (IQR), Mean, Median, Mode - Statistics
Variance - Standard Deviation - Quartiles - Interquartile Range - Mean, Median, Mode - Statistics
Z-score (z) - Standard deviation of the mean (SD) - Variance - Percentiles - Statistics
Frequency tables, Percentiles, Quartiles, Interquartile Range, Kth Percentile, Index, Rank - Stats
Standard Deviation from a Frequency Table - How to calculate Standard Deviation
Absolute Risk Reduction (ARR), Relative Risk Reduction (RRR), Attributable risk (AR), RR, NNT, NNH
Number Needed to Treat (NNT), Absolute Risk Reduction (ARR), Relative Risk Reduction (RRR) - Stats
Absolute Risk increase (ARI), Attributable risk (AR) , Absolute Risk Reduction (ARR), Relative Risk
Number Needed to Harm (NNH) - Absolute Risk Increase (ARI) - Attributable Risk (AR) - Statistics
Number Needed to Treat (NNT) vs. Number Needed to Harm (NNH) - ARR vs. ARI - Biostatistics
Odds Ratio (OR) - Case Control Study - Biostatistics
Relative Risk (RR) - Prospective Cohort Study - Odds Ratio (OR) - Study Design - Biostatistics
Probability vs. Odds vs. Odds Ratio (OR) - Case control studies - Biostatistics
Relative Risk Reduction (RRR), Absolute Risk Reduction (ARR), Attributable risk (AR), Relative Risk
Epidemiology Statistics - Mortality rates, Fatality rates, Birth rates - Biostatistics
Twin Concordance Rate - Twin studies, Adoption studies, Family Studies - Nature vs. Nurture - Stats
Kaplan-Meier Curve - Survival Probability - Mortality Statistics- Time to Event - Biostatistics
Receiver Operating Characteristic (ROC) Curve - Sensitivity, Specificity, False-positive rate
Epidemiology & Biostatistics - Quick Review (Members-Only)
Likelihood Ratio (LR) - Pre-test Probability, Post-test probability- Positive vs. Negative LR - Stat
Taught by
Medicosis Perfectionalis