Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Biostatistics and Epidemiology - Comprehensive Statistics Course

Medicosis Perfectionalis via YouTube

Overview

Coursera Flash Sale
40% Off Coursera Plus for 3 Months!
Grab it
Learn comprehensive biostatistics and epidemiology concepts through this extensive video series covering fundamental statistical principles and their medical applications. Master descriptive statistics including measures of central tendency (mean, median, mode), measures of dispersion (standard deviation, variance, interquartile range), and data visualization techniques such as histograms, box plots, and ROC curves. Explore different types of variables, sampling methods, and study designs including case-control studies, cohort studies, and randomized controlled trials. Develop proficiency in diagnostic test evaluation through sensitivity, specificity, positive and negative predictive values, and likelihood ratios. Understand key epidemiological measures including incidence, prevalence, odds ratios, relative risk, absolute risk reduction, number needed to treat, and number needed to harm. Examine statistical hypothesis testing concepts including null and alternative hypotheses, p-values, confidence intervals, Type I and Type II errors, and statistical power. Learn about correlation analysis using Pearson's correlation coefficient, survival analysis through Kaplan-Meier curves, and advanced topics such as meta-analysis and Bradford Hill criteria for causation. Practice calculating various statistical measures through worked examples and gain insights into statistical biases, confounding variables, and proper interpretation of research findings essential for evidence-based medical practice.

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

Reviews

Start your review of Biostatistics and Epidemiology - Comprehensive Statistics Course

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.