# Safety and Risk Analytics

- Institution: IIT Kharagpur
- Department: Management
- Teacher: Prof. Jhareswar Maiti
- Level: Undergraduate
- Language: English
- Subjects: Business and management
- Source: [NPTEL](https://nptel.ac.in/courses/110105160)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/110105160)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lecture 01 Introduction to Safety and Risk Management](https://invisiblenetwork.ai/learn/nptel/110105160/72ddce519a10) (Video)
2. [Lecture 02 : Hazard Triangle](https://invisiblenetwork.ai/learn/nptel/110105160/8ae9a858d8e9) (Video)
3. [Lecture 03 : Safety Ontology](https://invisiblenetwork.ai/learn/nptel/110105160/e2de79330452) (Video)
4. [Lecture 04 : Qualitative Risk Assessment](https://invisiblenetwork.ai/learn/nptel/110105160/87213b4b4e37) (Video)
5. [Lecture 05: Quantitative Risk Assessment](https://invisiblenetwork.ai/learn/nptel/110105160/1161d129954e) (Video)
6. [Lecture 06: Hazard and Risk Data - I](https://invisiblenetwork.ai/learn/nptel/110105160/4c029d1f728a) (Video)
7. [Lecture 07: Hazard and Risk Data - II](https://invisiblenetwork.ai/learn/nptel/110105160/0e0c9dc19792) (Video)
8. [Lecture 08: Incident Investigation Data](https://invisiblenetwork.ai/learn/nptel/110105160/0af81aa73949) (Video)
9. [Lecture 09: Inspection and Audit Data](https://invisiblenetwork.ai/learn/nptel/110105160/485bdd8cae7e) (Video)
10. [Lecture 10: Behavioral and Organizational Safety Data](https://invisiblenetwork.ai/learn/nptel/110105160/d35fbe758916) (Video)
11. [Lecture 11: Data Dimensions and Information Quality](https://invisiblenetwork.ai/learn/nptel/110105160/d4b75bbe72da) (Video)
12. [Lecture 12: Missing Data Handling](https://invisiblenetwork.ai/learn/nptel/110105160/073958eb5fc7) (Video)
13. [Lecture 13: Data Transformation – I](https://invisiblenetwork.ai/learn/nptel/110105160/a8e1fc419744) (Video)
14. [Lecture 14: Data Transformation – II](https://invisiblenetwork.ai/learn/nptel/110105160/478367115de5) (Video)
15. [Lecture 15: Data Reduction – I](https://invisiblenetwork.ai/learn/nptel/110105160/b3381dc23e2d) (Video)
16. [Lecture 16: Data Reduction – II](https://invisiblenetwork.ai/learn/nptel/110105160/3d3424da9849) (Video)
17. [Lecture 17: Probability Distribution](https://invisiblenetwork.ai/learn/nptel/110105160/11a093d3a5bf) (Video)
18. [Lecture 18: Sample and Statistics](https://invisiblenetwork.ai/learn/nptel/110105160/476139a44208) (Video)
19. [Lecture 19: Safety Data Visualization Tools - I](https://invisiblenetwork.ai/learn/nptel/110105160/964a39119137) (Video)
20. [Lecture 20: Safety Data Visualization Tools - II](https://invisiblenetwork.ai/learn/nptel/110105160/4fca03ed8f90) (Video)
21. [Lecture 21: Safety Data Exploration](https://invisiblenetwork.ai/learn/nptel/110105160/381e77f85e5d) (Video)
22. [Lecture 22: Leading and Lagging Indicators for Measuring Safety Performance](https://invisiblenetwork.ai/learn/nptel/110105160/e748e43da2bc) (Video)
23. [Lecture 23: Control Charts for Safety Performance Evaluation and Monitoring](https://invisiblenetwork.ai/learn/nptel/110105160/6017f3ad168d) (Video)
24. [Lecture 24: Safety Capability Analysis – I](https://invisiblenetwork.ai/learn/nptel/110105160/089ae2c9272a) (Video)
25. [Lecture 25: Safety Capability Analysis – II](https://invisiblenetwork.ai/learn/nptel/110105160/51266587ba5b) (Video)
26. [Lecture 26: Safety Reports and Use of Text Analytics](https://invisiblenetwork.ai/learn/nptel/110105160/46d5bf06ef68) (Video)
27. [Lecture 27: Preprocessing of Text Data - I](https://invisiblenetwork.ai/learn/nptel/110105160/087c14fbed9a) (Video)
28. [Lecture 28: Preprocessing of Text Data - II](https://invisiblenetwork.ai/learn/nptel/110105160/899a09ecd9cf) (Video)
29. [Lecture 29 : Document Classification using KNN](https://invisiblenetwork.ai/learn/nptel/110105160/a1e6d72cd2bd) (Video)
30. [Lecture 30 : Topic Modeling - Latent Dirichlet Allocation](https://invisiblenetwork.ai/learn/nptel/110105160/50836c37076b) (Video)
31. [Lecture 31: Bow-Tie Construction](https://invisiblenetwork.ai/learn/nptel/110105160/e4058fe70bfb) (Video)
32. [Lecture 32 : Bow-Tie Quantification - I](https://invisiblenetwork.ai/learn/nptel/110105160/142d4d44fb03) (Video)
33. [Lecture 33 : Bow - Tie Quantification - II : Accident Scenarios/Paths](https://invisiblenetwork.ai/learn/nptel/110105160/c8d28fba9e60) (Video)
34. [Lecture 34 : Bow - Tie Quantification III : Accident Path Quantification](https://invisiblenetwork.ai/learn/nptel/110105160/f01528273852) (Video)
35. [Lecture 35 : Bow - Tie Quantification - IV : Probabilistic Approach using Monte Carlo Simulation](https://invisiblenetwork.ai/learn/nptel/110105160/8c8abbb1c5eb) (Video)
36. [Lecture 36: Consequence Modeling and Risk Distribution](https://invisiblenetwork.ai/learn/nptel/110105160/1815a5511184) (Video)
37. [Lecture 37: Introduction to Predictive Safety and Risk Analytics](https://invisiblenetwork.ai/learn/nptel/110105160/56a23687a39b) (Video)
38. [Lecture 38: Logistic Regression](https://invisiblenetwork.ai/learn/nptel/110105160/5889ed4bbf80) (Video)
39. [Lecture 39: Application of Logistic Regression](https://invisiblenetwork.ai/learn/nptel/110105160/f433e24c301d) (Video)
40. [Lecture 40: Classification and Regression Tree (CART)](https://invisiblenetwork.ai/learn/nptel/110105160/f3b85def151a) (Video)
41. [Lecture 41: Classification and Regression Tree (CART): Case Study](https://invisiblenetwork.ai/learn/nptel/110105160/8fa3d594b1b4) (Video)
42. [Lecture 42: Support Vector Machine](https://invisiblenetwork.ai/learn/nptel/110105160/4e04f20e8f90) (Video)
43. [Lecture 43: Support Vector Machine (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105160/527554040e4e) (Video)
44. [Lecture 44: Application of Support Vector Machine](https://invisiblenetwork.ai/learn/nptel/110105160/dc99e47150fa) (Video)
45. [Lecture 45: Association Rule Mining](https://invisiblenetwork.ai/learn/nptel/110105160/6f9787be2819) (Video)
46. [Lecture 46: Application of Association Rule Mining](https://invisiblenetwork.ai/learn/nptel/110105160/11cb0978f065) (Video)
47. [Lecture 47 : Statistical Measures of Safety Program Effectiveness - I](https://invisiblenetwork.ai/learn/nptel/110105160/9debfdb67650) (Video)
48. [Lecture 48: Statistical Measures of Safety Program Effectiveness - II](https://invisiblenetwork.ai/learn/nptel/110105160/bea54f5bd246) (Video)
49. [Lecture 49 : Statistical Measures of Safety Program Effectiveness - III](https://invisiblenetwork.ai/learn/nptel/110105160/09b490af5047) (Video)
50. [Lecture 50: Intervention Design](https://invisiblenetwork.ai/learn/nptel/110105160/faf10c348b2b) (Video)
51. [Lecture 51: Risk Based Decision Making-I](https://invisiblenetwork.ai/learn/nptel/110105160/e9ffa2562e4c) (Video)
52. [Lecture 52: Risk Based Decision Making-II](https://invisiblenetwork.ai/learn/nptel/110105160/b142a885a1dd) (Video)
53. [Lecture 53: Risk Based Maintenance-I](https://invisiblenetwork.ai/learn/nptel/110105160/ba20d2f348fe) (Video)
54. [Lecture 54: Risk Based Maintenance-II](https://invisiblenetwork.ai/learn/nptel/110105160/b666f1b9f4db) (Video)
55. [Lecture 55: Introduction to Behavioral Safety](https://invisiblenetwork.ai/learn/nptel/110105160/27fe79340c86) (Video)
56. [Lecture 56: Behavioral Safety Data Collection and Preliminary Analysis](https://invisiblenetwork.ai/learn/nptel/110105160/a8ecd7dd07f0) (Video)
57. [Lecture 57: Causal Modelling - I](https://invisiblenetwork.ai/learn/nptel/110105160/124886d8a24d) (Video)
58. [Lecture 58: Causal Modelling - II : Application of Path Model](https://invisiblenetwork.ai/learn/nptel/110105160/9dd2ca447492) (Video)
59. [Lecture 59: Injury Epidemiology](https://invisiblenetwork.ai/learn/nptel/110105160/94593d04511a) (Video)
60. [Lecture 60: Occupational Safety, Health and Working Conditions Code, 2020 & ...... ........Analytics](https://invisiblenetwork.ai/learn/nptel/110105160/4c47da75f79c) (Video)
61. [Live Session 15-03-2022](https://invisiblenetwork.ai/learn/nptel/110105160/72ddce519a10-2) (Video)