Advanced Certificate in Instrumental Variables: Smarter Decision Making
-- viewing nowThe Advanced Certificate in Instrumental Variables: Smarter Decision Making is a comprehensive course that equips learners with the essential skills needed to make data-driven decisions in today's data-driven world. This course is of utmost importance as it provides a deep understanding of Instrumental Variables, a powerful statistical technique used to address endogeneity and estimate causal effects in observational data.
7,613+
Students enrolled
GBP £ 149
GBP £ 215
Save 44% with our special offer
About this course
100% online
Learn from anywhere
Shareable certificate
Add to your LinkedIn profile
2 months to complete
at 2-3 hours a week
Start anytime
No waiting period
Course Details
• Introduction to Instrumental Variables (IV): Understanding the Concept & Importance
• IV Estimation Techniques: Two-Stage Least Squares (2SLS), Limited Information Maximum Likelihood (LIML), & Generalized Method of Moments (GMM)
• Choosing Instruments: Relevance, Exclusion Restriction, & Validity
• Advanced IV Diagnostics: Overidentification Restrictions, Weak Instruments, & Heteroscedasticity
• Instrumental Variables in Practice: Applications & Case Studies
• Robustness Checks for IV Estimates: Placebo Tests, Alternative Specifications, & Sensitivity Analysis
• Time-Series IV: Dynamic Panels, Arellano-Bond Estimator, & System GMM
• IV for Binary & Limited Dependent Variables: Two-Stage Residual Inclusion (2SRI), Control Function Approach, & Marginal Effects
• Instrumental Variables in Machine Learning: Double/Debiased Machine Learning (DML) & High-Dimensional IV
Career Path
Entry Requirements
- Basic understanding of the subject matter
- Proficiency in English language
- Computer and internet access
- Basic computer skills
- Dedication to complete the course
No prior formal qualifications required. Course designed for accessibility.
Course Status
This course provides practical knowledge and skills for professional development. It is:
- Not accredited by a recognized body
- Not regulated by an authorized institution
- Complementary to formal qualifications
You'll receive a certificate of completion upon successfully finishing the course.
Why people choose us for their career
Loading reviews...
Frequently Asked Questions
Course fee
- 3-4 hours per week
- Early certificate delivery
- Open enrollment - start anytime
- 2-3 hours per week
- Regular certificate delivery
- Open enrollment - start anytime
- Full course access
- Digital certificate
- Course materials
Get course information
Earn a career certificate