DS409

Faculty
Leah Isakov
Global Head of BioStatistics, Data Management, Programming and Medical Writing at Seqirus
Course length
Duration
Total hours
Credits
Language
Course type
Fee for single course
Fee for degree students
Skills you’ll learn
Learn basic concepts of theory and application for statistical inference. Get an introduction to statistical analysis and critical thinking, including descriptive statistics, probability, sampling distributions, interval estimation, hypothesis testing and regression. Use of simulation technique for assessments of model fit and estimations. Design experiments from statistical perspectives and explore some advanced topics.
15 classes
Introduction/review, data types, probability and laws of probability. Random data types. Statistics, data and statistical thinking. Data visualization. Measures of central tendency.
Large-Sample Confidence Interval for a Population Mean and Proportions. T-Statistics and small-sample confidence intervals for a population mean.
Measures of Quality of Estimators. MLE/ MOM. Central Limit Theorem and sampling distribution.
Introduction to hypothesis testing. Inference based on a single sample: a test of hypothesis. Introduction to Theory of Statistical Tests Likelihood Ratio Tests.
Comparing two populations means independent and paired sampling.
Estimating a proportion. Comparing groups on categorical data. Chi-square tests. Large sample confidence interval for a population proportion.
Small sample test, Yates’ correction, Fisher Exact test. Measures of association: Relative Risk and Odds Ratio.
Midterm Exam
Association between measurement variables. Correlation and regression. Simple Linear Regression.
Regression diagnostic. Data transformation. Multiple linear regression.
Logistic Regression
ANOVA
Non-Parametric tests Non-parametric test about the population mean, comparing two populations paired test, sign test, Non-Parametric test for correlation.
More on regression diagnostic for multiple linear regression. Model building. Review
Final projects presentation
Working knowledge of R/Python or SAS, basic calculus and probability theory.
Combination of the theoretical and applied methodology.
Leah Isakov is a senior leader in the pharmaceutical industry with a unique combination of leadership and technical skills. She has worked in clinical trials for more than two decades and is known for delivering results. Leah has led NDA (New Drug Applications), PMA (Pre-Marketing Approvals) and BLA (Biologics License Applications) and have deep experience interacting with all the major regulatory bodies (FDA, EMEA, PMDA, Russian Ministry of Health, and Health Canada). She also has direct experience successfully managing cross-cultural international teams (USA, China, Japan and Canada). The recent therapeutic areas include Oncology, Infectious Diseases, Cardiovascular, Asthma, Renal Failure and HIV for Phase II-IV clinical trials in drugs and biologics.
As a leader, Dr. Isakov strives to be at the forefront of management practice. She incorporates data-driven decision making and quantitative risk management, and focus on building internal capabilities along with external collaborations. Leah believes that successful management comes from understanding the full organisational stack; that is, not only high-level strategy but also the technical aspects that enable success.
See full profileApply for this course
by Leah Isakov
Total hours
45 Hours
Dates
Apr 11 - Apr 29, 2022
Fee for single course
€1500
Fee for degree students
€750
How to secure your spot
Complete the form below to kickstart your application
Schedule your Harbour.Space interview
If successful, get ready to join us on campus
FAQ
Will I receive a certificate after completion?
Yes. Upon completion of the course, you will receive a certificate signed by the director of the program your course belonged to.
Do I need a visa?
This depends on your case. Please check with the Spanish or Thai consulate in your country of residence about visa requirements. We will do our part to provide you with the necessary documents, such as the Certificate of Enrollment.
Can I get a discount?
Yes. The easiest way to enroll in a course at a discounted price is to register for multiple courses. Registering for multiple courses will reduce the cost per individual course. Please ask the Admissions Office for more information about the other kinds of discounts we offer and what you can do to receive one.