# Business Forecasting

- Institution: IIT Bombay
- Department: Management
- Teacher: Prof. Pankaj Dutta
- Level: Undergraduate
- Language: English
- Subjects: Business and management
- Source: [NPTEL](https://nptel.ac.in/courses/110101438)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/110101438)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Week 1: Lecture 1: Introduction to Business Forecasting](https://invisiblenetwork.ai/learn/nptel/110101438/83f0f2daeb1a) (Video)
2. [Week 1: Lecture 2A: Data Driven Decision Making and Essentials of Predictive Analytics](https://invisiblenetwork.ai/learn/nptel/110101438/bdfe2c41347a) (Video)
3. [Week 1: Lecture 2B: Data Driven Decision Making and Essentials of Predictive Analytics](https://invisiblenetwork.ai/learn/nptel/110101438/46b9ee3b104c) (Video)
4. [Week 1: Lecture 3: Types of Forecasting: Qualitative Approaches and Quantitative Approaches](https://invisiblenetwork.ai/learn/nptel/110101438/76e55444b8dc) (Video)
5. [Week 2: Lecture 4A: Components of a Time Series and Measures of Forecast Accuracy](https://invisiblenetwork.ai/learn/nptel/110101438/6771930dab76) (Video)
6. [Week 2: Lecture 4B: Components of a Time Series and Measures of Forecast Accuracy](https://invisiblenetwork.ai/learn/nptel/110101438/ab7e24b82c3a) (Video)
7. [Week 2: Lecture 5A: Moving Average Methods: Simple, Weighted, and Exponential Moving Average](https://invisiblenetwork.ai/learn/nptel/110101438/a3dac1bfe3a3) (Video)
8. [Week 2: Lecture 5B: Moving Average Methods: Simple, Weighted, and Exponential Moving Average](https://invisiblenetwork.ai/learn/nptel/110101438/95afd9d8b4c5) (Video)
9. [Week 3: Lecture 6: Exponential Smoothing](https://invisiblenetwork.ai/learn/nptel/110101438/0a680f35ff2b) (Video)
10. [Week 3: Lecture 7: Trend Projections and Holt Model](https://invisiblenetwork.ai/learn/nptel/110101438/12d5512b62ef) (Video)
11. [Week 4: Lecture 8A: Simple Linear Regression and Measure of Goodness & Standard Error](https://invisiblenetwork.ai/learn/nptel/110101438/8e804526b92a) (Video)
12. [Week 4: Lecture 8B: Simple Linear Regression and Measure of Goodness & Standard Error](https://invisiblenetwork.ai/learn/nptel/110101438/ff7ee55cca65) (Video)
13. [Week 4: Lecture 8C: Simple Linear Regression and Measure of Goodness & Standard Error](https://invisiblenetwork.ai/learn/nptel/110101438/c2867c50831a) (Video)
14. [Week 4: Lecture 9A: Multiple Linear Regression and Multicollinearity](https://invisiblenetwork.ai/learn/nptel/110101438/d44b9741849d) (Video)
15. [Week 4: Lecture 9B: Multiple Linear Regression and Multicollinearity](https://invisiblenetwork.ai/learn/nptel/110101438/17aef9255bc2) (Video)
16. [Week 4: Lecture 9C: Multiple Linear Regression and Multicollinearity](https://invisiblenetwork.ai/learn/nptel/110101438/e6b8e17e8599) (Video)
17. [Week 5: Lecture 10A: Seasonality, Seasonal Index, and Quarterly Average Method](https://invisiblenetwork.ai/learn/nptel/110101438/4ad5a107ba3c) (Video)
18. [Week 5: Lecture 10B: Seasonality, Seasonal Index, and Quarterly Average Method](https://invisiblenetwork.ai/learn/nptel/110101438/ef43b4770290) (Video)
19. [Week 5: Lecture 11A: Seasonality and Trend: Winter's Holt Method](https://invisiblenetwork.ai/learn/nptel/110101438/2af8c16c4cf5) (Video)
20. [Week 5: Lecture 11B: Seasonality and Trend: Winter's Holt Method](https://invisiblenetwork.ai/learn/nptel/110101438/ad13cfb49fc1) (Video)
21. [Week 5: Lecture 12: Multiplicative Decomposition Method](https://invisiblenetwork.ai/learn/nptel/110101438/62fb8260b6f5) (Video)
22. [Week 6: Lecture 13: Autocorrelation Function (ACF) & Partial Autocorrelation Function (PACF)](https://invisiblenetwork.ai/learn/nptel/110101438/e070c9fbdb78) (Video)
23. [Week 6: Lecture 14A: ARIMA: Auto-Regressive (AR) Process](https://invisiblenetwork.ai/learn/nptel/110101438/1c9dc91dc3ac) (Video)
24. [Week 6: Lecture 14B: ARIMA: Moving Average (MA) Process](https://invisiblenetwork.ai/learn/nptel/110101438/a66733dae15e) (Video)
25. [Week 6: Lecture 14C: ARIMA: Auto-Regressive Moving Average (ARMA) Process](https://invisiblenetwork.ai/learn/nptel/110101438/8fd2694dec87) (Video)
26. [Week 6: Lecture 14D: Auto-Regressive Integrated Moving Average (ARIMA) Model](https://invisiblenetwork.ai/learn/nptel/110101438/6aa2da387685) (Video)
27. [Week 7: Lecture 15A: Introduction to Machine Learning](https://invisiblenetwork.ai/learn/nptel/110101438/f5268f61daad) (Video)
28. [Week 7: Lecture 15B: Introduction to Machine Learning](https://invisiblenetwork.ai/learn/nptel/110101438/eebe0393e043) (Video)
29. [Week 7: Lecture 16A: Logistic Regression](https://invisiblenetwork.ai/learn/nptel/110101438/6c716bbb32dc) (Video)
30. [Week 7: Lecture 16B: Logistic Regression](https://invisiblenetwork.ai/learn/nptel/110101438/cc49a7cc2bd6) (Video)
31. [Week 7: Lecture 17: Human Judgment in Time Series Analysis](https://invisiblenetwork.ai/learn/nptel/110101438/bbf7afdafd28) (Video)
32. [Week 8: Lecture 18_A: Monte Carlo Simulation: Discrete Case](https://invisiblenetwork.ai/learn/nptel/110101438/59948a75cea6) (Video)
33. [Week 8: Lecture 18_B: Monte Carlo Simulation: Discrete Case](https://invisiblenetwork.ai/learn/nptel/110101438/aeeaf0c70aff) (Video)
34. [Week 8: Lecture 18_C: Monte Carlo Simulation: Continuous case](https://invisiblenetwork.ai/learn/nptel/110101438/53083585512d) (Video)
35. [Week 8: Lecture 18_D: System Dynamics (Additional Learning)](https://invisiblenetwork.ai/learn/nptel/110101438/91cc8b54f2b7) (Video)
36. [Week 8: Lecture 19_A: Predictive Analytics using @Risk Software](https://invisiblenetwork.ai/learn/nptel/110101438/e02355cfa494) (Video)
37. [Week 8: Lecture 19_B: Predictive Analytics using @Risk Software](https://invisiblenetwork.ai/learn/nptel/110101438/e374bed8c7fb) (Video)
38. [Week 8: Lecture 19_C: Predictive Analytics using @Risk Software](https://invisiblenetwork.ai/learn/nptel/110101438/315c7a112886) (Video)
39. [Live Session 05-03-2024](https://invisiblenetwork.ai/learn/nptel/110101438/83f0f2daeb1a-2) (Video)
40. [Live Session 08-04-2024](https://invisiblenetwork.ai/learn/nptel/110101438/bdfe2c41347a-2) (Video)
41. [Live Session 28-03-2025](https://invisiblenetwork.ai/learn/nptel/110101438/46b9ee3b104c-2) (Video)
42. [Live Session 23-04-2025](https://invisiblenetwork.ai/learn/nptel/110101438/76e55444b8dc-2) (Video)